{"nbformat":4,"nbformat_minor":0,"metadata":{"accelerator":"GPU","colab":{"name":"플젝-DataAug2개-pyramidnet기본-(lr=0.1)","provenance":[{"file_id":"1IKfeRRi9e6RsWtgGjxEkF-eVo0mPDrtH","timestamp":1621185079228},{"file_id":"154xaU78377pgTVVPl5O4IsZbCTjyDJxV","timestamp":1618498066684},{"file_id":"1-oXK4pJr44Gzl5Q4qXZqeQNEOI1QEZk6","timestamp":1607183253044},{"file_id":"1QOMfj0fU4NGRc3i8HcwtfUUbfA6PzJq4","timestamp":1607080484374},{"file_id":"1KdFodVImpS07skAaedC5g_Pzb1zSd26r","timestamp":1607011351044},{"file_id":"17BbcEMtyOlpOxwCNkeUagZfMZh_lsR4_","timestamp":1606984821134},{"file_id":"1niU3rPhZ3K48lcxs9AiELHIoeEVLEdQu","timestamp":1606917587659},{"file_id":"1uZFacQk9Pyzsz08ouEc7rhI6BVxDIL1O","timestamp":1606828084567},{"file_id":"1rESQwmYTWhqwgTBwxQzFOpD87KyyzQ6B","timestamp":1606632681221},{"file_id":"15dMibxCDtw60Dd1IwMpNIAir31qTKet2","timestamp":1606129516927},{"file_id":"141_MRq27DGt8P30rVlwgqalI0ejceqnZ","timestamp":1606058345929},{"file_id":"1Io5NEHEfD6w39TdTiz43nB3MqedQIHJF","timestamp":1605978311961}],"collapsed_sections":["cypolV09wcS5"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"code","metadata":{"id":"SbuCxTHuDv5w","colab":{"base_uri":"https://localhost:8080/","height":53},"executionInfo":{"status":"ok","timestamp":1621216981299,"user_tz":-540,"elapsed":153061,"user":{"displayName":"youngkon kim","photoUrl":"","userId":"09028535253521408363"}},"outputId":"f7b5d889-1899-4325-e320-2a679840eac9"},"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","# datapath = \"content/drive/My Drive/CSE331_ML_Project\"\n","%pwd"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"},{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'/content'"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mokWq3YgQPfx","executionInfo":{"status":"ok","timestamp":1621217089816,"user_tz":-540,"elapsed":114692,"user":{"displayName":"youngkon kim","photoUrl":"","userId":"09028535253521408363"}},"outputId":"f4aaa1ee-fba0-497b-9389-df6fac38c83a"},"source":["!unzip '/content/drive/My Drive/Colab Notebooks/Capston_Design2/CIFAR10-PILimageEnhance-sharpness(5)+2by2+orig.zip'  #증강된 훈련 이미지 경로 설정!!!"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","  inflating: valid/truck/n03632852_1173.png  \n","  inflating: valid/truck/n03632852_11766.png  \n","  inflating: valid/truck/n03632852_11887.png  \n","  inflating: 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\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"8IyQs2b7N5zS"},"source":["### Import section"]},{"cell_type":"code","metadata":{"id":"7XAE2QYRN0L8"},"source":["import torch\n","import torchvision\n","import torchvision.transforms as transforms\n","import torch.nn as nn\n","import torch.nn.functional as F\n","import torch.optim as optim\n","import numpy as np\n","from torch.utils import data as D\n","import torchsummary\n","from torch.utils.data import Dataset, DataLoader\n","\n","import matplotlib.pyplot as plt\n","import numpy as np"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"TQi1k2B6D1xr"},"source":["## Define Model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oyyk2Ls-FdGX","executionInfo":{"status":"ok","timestamp":1621217099499,"user_tz":-540,"elapsed":111953,"user":{"displayName":"youngkon kim","photoUrl":"","userId":"09028535253521408363"}},"outputId":"eed15b50-45cb-4230-8997-607c51f287f8"},"source":["\n","class IdentityPadding(nn.Module):\n","    def __init__(self, in_channels, out_channels, stride=1):\n","        super(IdentityPadding, self).__init__()\n","\n","        if stride == 2:\n","            self.pooling = nn.AvgPool2d(kernel_size=2, stride=2, ceil_mode=True)\n","        else:\n","            self.pooling = None\n","            \n","        self.add_channels = out_channels - in_channels\n","    \n","    def forward(self, x):\n","        out = F.pad(x, (0, 0, 0, 0, 0, self.add_channels))\n","        if self.pooling is not None:\n","            out = self.pooling(out)\n","        return out\n","\n","\n","class ResidualBlock(nn.Module):\n","    def __init__(self, in_channels, out_channels, stride=1):\n","        super(ResidualBlock, self).__init__()\n","        self.bn1 = nn.BatchNorm2d(in_channels)\n","        self.conv1 = nn.Conv2d(in_channels, out_channels, kernel_size=3, \n","                                stride=stride, padding=1, bias=False)      \n","        self.bn2 = nn.BatchNorm2d(out_channels)\n","        self.conv2 = nn.Conv2d(out_channels, out_channels, kernel_size=3, \n","                                stride=1, padding=1, bias=False)    \n","        self.bn3 = nn.BatchNorm2d(out_channels)\n","        self.relu = nn.ReLU(inplace=True)\n","\n","        self.down_sample = IdentityPadding(in_channels, out_channels, stride)\n","            \n","        self.stride = stride\n","\n","    def forward(self, x):\n","        shortcut = self.down_sample(x)\n","        out = self.bn1(x)\n","        out = self.conv1(out)        \n","        out = self.bn2(out)\n","        out = self.relu(out)\n","        out = self.conv2(out)\n","        out = self.bn3(out)\n","       \n","        out += shortcut\n","        return out\n","\n","\n","class PyramidNet(nn.Module):\n","    def __init__(self, num_layers, alpha, block, num_classes=10):\n","        super(PyramidNet, self).__init__()   \t\n","        self.in_channels = 16\n","        \n","        # num_layers = (110 - 2)/6 = 18\n","        self.num_layers = num_layers\n","        self.addrate = alpha / (3*self.num_layers*1.0)\n","\n","        self.conv1 = nn.Conv2d(in_channels=3, out_channels=16, kernel_size=3, \n","                               stride=1, padding=1, bias=False)\n","        self.bn1 = nn.BatchNorm2d(16)\n","\n","        # feature map size = 32x32\n","        self.layer1 = self.get_layers(block, stride=1)\n","        # feature map size = 16x16\n","        self.layer2 = self.get_layers(block, stride=2)\n","        # feature map size = 8x8\n","        self.layer3 = self.get_layers(block, stride=2)\n","\n","        self.out_channels = int(round(self.out_channels))\n","        self.bn_out= nn.BatchNorm2d(self.out_channels)\n","        self.relu_out = nn.ReLU(inplace=True)\n","        self.avgpool = nn.AvgPool2d(8, stride=1)\n","        self.fc_out = nn.Linear(self.out_channels, num_classes)\n","\n","        for m in self.modules():\n","            if isinstance(m, nn.Conv2d):\n","                nn.init.kaiming_normal_(m.weight, mode='fan_out', \n","                                        nonlinearity='relu')\n","            elif isinstance(m, nn.BatchNorm2d):\n","                nn.init.constant_(m.weight, 1)\n","                nn.init.constant_(m.bias, 0)\n","\n","    def get_layers(self, block, stride):\n","        layers_list = []\n","        for _ in range(self.num_layers - 1):\n","            self.out_channels = self.in_channels + self.addrate\n","            layers_list.append(block(int(round(self.in_channels)), \n","                                     int(round(self.out_channels)), \n","                                     stride))\n","            self.in_channels = self.out_channels\n","            stride=1\n","\n","        return nn.Sequential(*layers_list)\n","\n","    def forward(self, x):\n","        x = self.conv1(x)\n","        x = self.bn1(x)\n","        \n","        x = self.layer1(x)\n","        x = self.layer2(x)\n","        x = self.layer3(x)\n","\n","        x = self.bn_out(x)\n","        x = self.relu_out(x)\n","        x = self.avgpool(x)\n","        x = x.view(x.size(0), -1)\n","        x = self.fc_out(x)\n","        return x\n","\n","\n","def Model():\n","\tblock = ResidualBlock\n","\tmodel = PyramidNet(num_layers=18, alpha=48, block=block)\n","\treturn model\n","\n","model = Model().cuda()\n","\n","torchsummary.summary(model,(3,32,32)) #https://deepbaksuvision.github.io/Modu_ObjectDetection/posts/03_04_torchsummary.html\n","print(torch.cuda.get_device_name(0))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["----------------------------------------------------------------\n","        Layer (type)               Output Shape         Param #\n","================================================================\n","            Conv2d-1           [-1, 16, 32, 32]             432\n","       BatchNorm2d-2           [-1, 16, 32, 32]              32\n","   IdentityPadding-3           [-1, 17, 32, 32]               0\n","       BatchNorm2d-4           [-1, 16, 32, 32]              32\n","            Conv2d-5           [-1, 17, 32, 32]           2,448\n","       BatchNorm2d-6           [-1, 17, 32, 32]              34\n","              ReLU-7           [-1, 17, 32, 32]               0\n","            Conv2d-8           [-1, 17, 32, 32]           2,601\n","       BatchNorm2d-9           [-1, 17, 32, 32]              34\n","    ResidualBlock-10           [-1, 17, 32, 32]               0\n","  IdentityPadding-11           [-1, 18, 32, 32]               0\n","      BatchNorm2d-12           [-1, 17, 32, 32]              34\n","           Conv2d-13           [-1, 18, 32, 32]           2,754\n","      BatchNorm2d-14           [-1, 18, 32, 32]              36\n","             ReLU-15           [-1, 18, 32, 32]               0\n","           Conv2d-16           [-1, 18, 32, 32]           2,916\n","      BatchNorm2d-17           [-1, 18, 32, 32]              36\n","    ResidualBlock-18           [-1, 18, 32, 32]               0\n","  IdentityPadding-19           [-1, 19, 32, 32]               0\n","      BatchNorm2d-20           [-1, 18, 32, 32]              36\n","           Conv2d-21           [-1, 19, 32, 32]           3,078\n","      BatchNorm2d-22           [-1, 19, 32, 32]              38\n","             ReLU-23           [-1, 19, 32, 32]               0\n","           Conv2d-24           [-1, 19, 32, 32]           3,249\n","      BatchNorm2d-25           [-1, 19, 32, 32]              38\n","    ResidualBlock-26           [-1, 19, 32, 32]               0\n","  IdentityPadding-27           [-1, 20, 32, 32]               0\n","      BatchNorm2d-28           [-1, 19, 32, 32]              38\n","           Conv2d-29           [-1, 20, 32, 32]           3,420\n","      BatchNorm2d-30           [-1, 20, 32, 32]              40\n","             ReLU-31           [-1, 20, 32, 32]               0\n","           Conv2d-32           [-1, 20, 32, 32]           3,600\n","      BatchNorm2d-33           [-1, 20, 32, 32]              40\n","    ResidualBlock-34           [-1, 20, 32, 32]               0\n","  IdentityPadding-35           [-1, 20, 32, 32]               0\n","      BatchNorm2d-36           [-1, 20, 32, 32]              40\n","           Conv2d-37           [-1, 20, 32, 32]           3,600\n","      BatchNorm2d-38           [-1, 20, 32, 32]              40\n","             ReLU-39           [-1, 20, 32, 32]               0\n","           Conv2d-40           [-1, 20, 32, 32]           3,600\n","      BatchNorm2d-41           [-1, 20, 32, 32]              40\n","    ResidualBlock-42           [-1, 20, 32, 32]               0\n","  IdentityPadding-43           [-1, 21, 32, 32]               0\n","      BatchNorm2d-44           [-1, 20, 32, 32]              40\n","           Conv2d-45           [-1, 21, 32, 32]           3,780\n","      BatchNorm2d-46           [-1, 21, 32, 32]              42\n","             ReLU-47           [-1, 21, 32, 32]               0\n","           Conv2d-48           [-1, 21, 32, 32]           3,969\n","      BatchNorm2d-49           [-1, 21, 32, 32]              42\n","    ResidualBlock-50           [-1, 21, 32, 32]               0\n","  IdentityPadding-51           [-1, 22, 32, 32]               0\n","      BatchNorm2d-52           [-1, 21, 32, 32]              42\n","           Conv2d-53           [-1, 22, 32, 32]           4,158\n","      BatchNorm2d-54           [-1, 22, 32, 32]              44\n","             ReLU-55           [-1, 22, 32, 32]               0\n","           Conv2d-56           [-1, 22, 32, 32]           4,356\n","      BatchNorm2d-57           [-1, 22, 32, 32]              44\n","    ResidualBlock-58           [-1, 22, 32, 32]               0\n","  IdentityPadding-59           [-1, 23, 32, 32]               0\n","      BatchNorm2d-60           [-1, 22, 32, 32]              44\n","           Conv2d-61           [-1, 23, 32, 32]           4,554\n","      BatchNorm2d-62           [-1, 23, 32, 32]              46\n","             ReLU-63           [-1, 23, 32, 32]               0\n","           Conv2d-64           [-1, 23, 32, 32]           4,761\n","      BatchNorm2d-65           [-1, 23, 32, 32]              46\n","    ResidualBlock-66           [-1, 23, 32, 32]               0\n","  IdentityPadding-67           [-1, 24, 32, 32]               0\n","      BatchNorm2d-68           [-1, 23, 32, 32]              46\n","           Conv2d-69           [-1, 24, 32, 32]           4,968\n","      BatchNorm2d-70           [-1, 24, 32, 32]              48\n","             ReLU-71           [-1, 24, 32, 32]               0\n","           Conv2d-72           [-1, 24, 32, 32]           5,184\n","      BatchNorm2d-73           [-1, 24, 32, 32]              48\n","    ResidualBlock-74           [-1, 24, 32, 32]               0\n","  IdentityPadding-75           [-1, 25, 32, 32]               0\n","      BatchNorm2d-76           [-1, 24, 32, 32]              48\n","           Conv2d-77           [-1, 25, 32, 32]           5,400\n","      BatchNorm2d-78           [-1, 25, 32, 32]              50\n","             ReLU-79           [-1, 25, 32, 32]               0\n","           Conv2d-80           [-1, 25, 32, 32]           5,625\n","      BatchNorm2d-81           [-1, 25, 32, 32]              50\n","    ResidualBlock-82           [-1, 25, 32, 32]               0\n","  IdentityPadding-83           [-1, 26, 32, 32]               0\n","      BatchNorm2d-84           [-1, 25, 32, 32]              50\n","           Conv2d-85           [-1, 26, 32, 32]           5,850\n","      BatchNorm2d-86           [-1, 26, 32, 32]              52\n","             ReLU-87           [-1, 26, 32, 32]               0\n","           Conv2d-88           [-1, 26, 32, 32]           6,084\n","      BatchNorm2d-89           [-1, 26, 32, 32]              52\n","    ResidualBlock-90           [-1, 26, 32, 32]               0\n","  IdentityPadding-91           [-1, 27, 32, 32]               0\n","      BatchNorm2d-92           [-1, 26, 32, 32]              52\n","           Conv2d-93           [-1, 27, 32, 32]           6,318\n","      BatchNorm2d-94           [-1, 27, 32, 32]              54\n","             ReLU-95           [-1, 27, 32, 32]               0\n","           Conv2d-96           [-1, 27, 32, 32]           6,561\n","      BatchNorm2d-97           [-1, 27, 32, 32]              54\n","    ResidualBlock-98           [-1, 27, 32, 32]               0\n","  IdentityPadding-99           [-1, 28, 32, 32]               0\n","     BatchNorm2d-100           [-1, 27, 32, 32]              54\n","          Conv2d-101           [-1, 28, 32, 32]           6,804\n","     BatchNorm2d-102           [-1, 28, 32, 32]              56\n","            ReLU-103           [-1, 28, 32, 32]               0\n","          Conv2d-104           [-1, 28, 32, 32]           7,056\n","     BatchNorm2d-105           [-1, 28, 32, 32]              56\n","   ResidualBlock-106           [-1, 28, 32, 32]               0\n"," IdentityPadding-107           [-1, 28, 32, 32]               0\n","     BatchNorm2d-108           [-1, 28, 32, 32]              56\n","          Conv2d-109           [-1, 28, 32, 32]           7,056\n","     BatchNorm2d-110           [-1, 28, 32, 32]              56\n","            ReLU-111           [-1, 28, 32, 32]               0\n","          Conv2d-112           [-1, 28, 32, 32]           7,056\n","     BatchNorm2d-113           [-1, 28, 32, 32]              56\n","   ResidualBlock-114           [-1, 28, 32, 32]               0\n"," IdentityPadding-115           [-1, 29, 32, 32]               0\n","     BatchNorm2d-116           [-1, 28, 32, 32]              56\n","          Conv2d-117           [-1, 29, 32, 32]           7,308\n","     BatchNorm2d-118           [-1, 29, 32, 32]              58\n","            ReLU-119           [-1, 29, 32, 32]               0\n","          Conv2d-120           [-1, 29, 32, 32]           7,569\n","     BatchNorm2d-121           [-1, 29, 32, 32]              58\n","   ResidualBlock-122           [-1, 29, 32, 32]               0\n"," IdentityPadding-123           [-1, 30, 32, 32]               0\n","     BatchNorm2d-124           [-1, 29, 32, 32]              58\n","          Conv2d-125           [-1, 30, 32, 32]           7,830\n","     BatchNorm2d-126           [-1, 30, 32, 32]              60\n","            ReLU-127           [-1, 30, 32, 32]               0\n","          Conv2d-128           [-1, 30, 32, 32]           8,100\n","     BatchNorm2d-129           [-1, 30, 32, 32]              60\n","   ResidualBlock-130           [-1, 30, 32, 32]               0\n"," IdentityPadding-131           [-1, 31, 32, 32]               0\n","     BatchNorm2d-132           [-1, 30, 32, 32]              60\n","          Conv2d-133           [-1, 31, 32, 32]           8,370\n","     BatchNorm2d-134           [-1, 31, 32, 32]              62\n","            ReLU-135           [-1, 31, 32, 32]               0\n","          Conv2d-136           [-1, 31, 32, 32]           8,649\n","     BatchNorm2d-137           [-1, 31, 32, 32]              62\n","   ResidualBlock-138           [-1, 31, 32, 32]               0\n","       AvgPool2d-139           [-1, 32, 16, 16]               0\n"," IdentityPadding-140           [-1, 32, 16, 16]               0\n","     BatchNorm2d-141           [-1, 31, 32, 32]              62\n","          Conv2d-142           [-1, 32, 16, 16]           8,928\n","     BatchNorm2d-143           [-1, 32, 16, 16]              64\n","            ReLU-144           [-1, 32, 16, 16]               0\n","          Conv2d-145           [-1, 32, 16, 16]           9,216\n","     BatchNorm2d-146           [-1, 32, 16, 16]              64\n","   ResidualBlock-147           [-1, 32, 16, 16]               0\n"," IdentityPadding-148           [-1, 33, 16, 16]               0\n","     BatchNorm2d-149           [-1, 32, 16, 16]              64\n","          Conv2d-150           [-1, 33, 16, 16]           9,504\n","     BatchNorm2d-151           [-1, 33, 16, 16]              66\n","            ReLU-152           [-1, 33, 16, 16]               0\n","          Conv2d-153           [-1, 33, 16, 16]           9,801\n","     BatchNorm2d-154           [-1, 33, 16, 16]              66\n","   ResidualBlock-155           [-1, 33, 16, 16]               0\n"," IdentityPadding-156           [-1, 34, 16, 16]               0\n","     BatchNorm2d-157           [-1, 33, 16, 16]              66\n","          Conv2d-158           [-1, 34, 16, 16]          10,098\n","     BatchNorm2d-159           [-1, 34, 16, 16]              68\n","            ReLU-160           [-1, 34, 16, 16]               0\n","          Conv2d-161           [-1, 34, 16, 16]          10,404\n","     BatchNorm2d-162           [-1, 34, 16, 16]              68\n","   ResidualBlock-163           [-1, 34, 16, 16]               0\n"," IdentityPadding-164           [-1, 35, 16, 16]               0\n","     BatchNorm2d-165           [-1, 34, 16, 16]              68\n","          Conv2d-166           [-1, 35, 16, 16]          10,710\n","     BatchNorm2d-167           [-1, 35, 16, 16]              70\n","            ReLU-168           [-1, 35, 16, 16]               0\n","          Conv2d-169           [-1, 35, 16, 16]          11,025\n","     BatchNorm2d-170           [-1, 35, 16, 16]              70\n","   ResidualBlock-171           [-1, 35, 16, 16]               0\n"," IdentityPadding-172           [-1, 36, 16, 16]               0\n","     BatchNorm2d-173           [-1, 35, 16, 16]              70\n","          Conv2d-174           [-1, 36, 16, 16]          11,340\n","     BatchNorm2d-175           [-1, 36, 16, 16]              72\n","            ReLU-176           [-1, 36, 16, 16]               0\n","          Conv2d-177           [-1, 36, 16, 16]          11,664\n","     BatchNorm2d-178           [-1, 36, 16, 16]              72\n","   ResidualBlock-179           [-1, 36, 16, 16]               0\n"," IdentityPadding-180           [-1, 36, 16, 16]               0\n","     BatchNorm2d-181           [-1, 36, 16, 16]              72\n","          Conv2d-182           [-1, 36, 16, 16]          11,664\n","     BatchNorm2d-183           [-1, 36, 16, 16]              72\n","            ReLU-184           [-1, 36, 16, 16]               0\n","          Conv2d-185           [-1, 36, 16, 16]          11,664\n","     BatchNorm2d-186           [-1, 36, 16, 16]              72\n","   ResidualBlock-187           [-1, 36, 16, 16]               0\n"," IdentityPadding-188           [-1, 37, 16, 16]               0\n","     BatchNorm2d-189           [-1, 36, 16, 16]              72\n","          Conv2d-190           [-1, 37, 16, 16]          11,988\n","     BatchNorm2d-191           [-1, 37, 16, 16]              74\n","            ReLU-192           [-1, 37, 16, 16]               0\n","          Conv2d-193           [-1, 37, 16, 16]          12,321\n","     BatchNorm2d-194           [-1, 37, 16, 16]              74\n","   ResidualBlock-195           [-1, 37, 16, 16]               0\n"," IdentityPadding-196           [-1, 38, 16, 16]               0\n","     BatchNorm2d-197           [-1, 37, 16, 16]              74\n","          Conv2d-198           [-1, 38, 16, 16]          12,654\n","     BatchNorm2d-199           [-1, 38, 16, 16]              76\n","            ReLU-200           [-1, 38, 16, 16]               0\n","          Conv2d-201           [-1, 38, 16, 16]          12,996\n","     BatchNorm2d-202           [-1, 38, 16, 16]              76\n","   ResidualBlock-203           [-1, 38, 16, 16]               0\n"," IdentityPadding-204           [-1, 39, 16, 16]               0\n","     BatchNorm2d-205           [-1, 38, 16, 16]              76\n","          Conv2d-206           [-1, 39, 16, 16]          13,338\n","     BatchNorm2d-207           [-1, 39, 16, 16]              78\n","            ReLU-208           [-1, 39, 16, 16]               0\n","          Conv2d-209           [-1, 39, 16, 16]          13,689\n","     BatchNorm2d-210           [-1, 39, 16, 16]              78\n","   ResidualBlock-211           [-1, 39, 16, 16]               0\n"," IdentityPadding-212           [-1, 40, 16, 16]               0\n","     BatchNorm2d-213           [-1, 39, 16, 16]              78\n","          Conv2d-214           [-1, 40, 16, 16]          14,040\n","     BatchNorm2d-215           [-1, 40, 16, 16]              80\n","            ReLU-216           [-1, 40, 16, 16]               0\n","          Conv2d-217           [-1, 40, 16, 16]          14,400\n","     BatchNorm2d-218           [-1, 40, 16, 16]              80\n","   ResidualBlock-219           [-1, 40, 16, 16]               0\n"," IdentityPadding-220           [-1, 41, 16, 16]               0\n","     BatchNorm2d-221           [-1, 40, 16, 16]              80\n","          Conv2d-222           [-1, 41, 16, 16]          14,760\n","     BatchNorm2d-223           [-1, 41, 16, 16]              82\n","            ReLU-224           [-1, 41, 16, 16]               0\n","          Conv2d-225           [-1, 41, 16, 16]          15,129\n","     BatchNorm2d-226           [-1, 41, 16, 16]              82\n","   ResidualBlock-227           [-1, 41, 16, 16]               0\n"," IdentityPadding-228           [-1, 42, 16, 16]               0\n","     BatchNorm2d-229           [-1, 41, 16, 16]              82\n","          Conv2d-230           [-1, 42, 16, 16]          15,498\n","     BatchNorm2d-231           [-1, 42, 16, 16]              84\n","            ReLU-232           [-1, 42, 16, 16]               0\n","          Conv2d-233           [-1, 42, 16, 16]          15,876\n","     BatchNorm2d-234           [-1, 42, 16, 16]              84\n","   ResidualBlock-235           [-1, 42, 16, 16]               0\n"," IdentityPadding-236           [-1, 43, 16, 16]               0\n","     BatchNorm2d-237           [-1, 42, 16, 16]              84\n","          Conv2d-238           [-1, 43, 16, 16]          16,254\n","     BatchNorm2d-239           [-1, 43, 16, 16]              86\n","            ReLU-240           [-1, 43, 16, 16]               0\n","          Conv2d-241           [-1, 43, 16, 16]          16,641\n","     BatchNorm2d-242           [-1, 43, 16, 16]              86\n","   ResidualBlock-243           [-1, 43, 16, 16]               0\n"," IdentityPadding-244           [-1, 44, 16, 16]               0\n","     BatchNorm2d-245           [-1, 43, 16, 16]              86\n","          Conv2d-246           [-1, 44, 16, 16]          17,028\n","     BatchNorm2d-247           [-1, 44, 16, 16]              88\n","            ReLU-248           [-1, 44, 16, 16]               0\n","          Conv2d-249           [-1, 44, 16, 16]          17,424\n","     BatchNorm2d-250           [-1, 44, 16, 16]              88\n","   ResidualBlock-251           [-1, 44, 16, 16]               0\n"," IdentityPadding-252           [-1, 44, 16, 16]               0\n","     BatchNorm2d-253           [-1, 44, 16, 16]              88\n","          Conv2d-254           [-1, 44, 16, 16]          17,424\n","     BatchNorm2d-255           [-1, 44, 16, 16]              88\n","            ReLU-256           [-1, 44, 16, 16]               0\n","          Conv2d-257           [-1, 44, 16, 16]          17,424\n","     BatchNorm2d-258           [-1, 44, 16, 16]              88\n","   ResidualBlock-259           [-1, 44, 16, 16]               0\n"," IdentityPadding-260           [-1, 45, 16, 16]               0\n","     BatchNorm2d-261           [-1, 44, 16, 16]              88\n","          Conv2d-262           [-1, 45, 16, 16]          17,820\n","     BatchNorm2d-263           [-1, 45, 16, 16]              90\n","            ReLU-264           [-1, 45, 16, 16]               0\n","          Conv2d-265           [-1, 45, 16, 16]          18,225\n","     BatchNorm2d-266           [-1, 45, 16, 16]              90\n","   ResidualBlock-267           [-1, 45, 16, 16]               0\n"," IdentityPadding-268           [-1, 46, 16, 16]               0\n","     BatchNorm2d-269           [-1, 45, 16, 16]              90\n","          Conv2d-270           [-1, 46, 16, 16]          18,630\n","     BatchNorm2d-271           [-1, 46, 16, 16]              92\n","            ReLU-272           [-1, 46, 16, 16]               0\n","          Conv2d-273           [-1, 46, 16, 16]          19,044\n","     BatchNorm2d-274           [-1, 46, 16, 16]              92\n","   ResidualBlock-275           [-1, 46, 16, 16]               0\n","       AvgPool2d-276             [-1, 47, 8, 8]               0\n"," IdentityPadding-277             [-1, 47, 8, 8]               0\n","     BatchNorm2d-278           [-1, 46, 16, 16]              92\n","          Conv2d-279             [-1, 47, 8, 8]          19,458\n","     BatchNorm2d-280             [-1, 47, 8, 8]              94\n","            ReLU-281             [-1, 47, 8, 8]               0\n","          Conv2d-282             [-1, 47, 8, 8]          19,881\n","     BatchNorm2d-283             [-1, 47, 8, 8]              94\n","   ResidualBlock-284             [-1, 47, 8, 8]               0\n"," IdentityPadding-285             [-1, 48, 8, 8]               0\n","     BatchNorm2d-286             [-1, 47, 8, 8]              94\n","          Conv2d-287             [-1, 48, 8, 8]          20,304\n","     BatchNorm2d-288             [-1, 48, 8, 8]              96\n","            ReLU-289             [-1, 48, 8, 8]               0\n","          Conv2d-290             [-1, 48, 8, 8]          20,736\n","     BatchNorm2d-291             [-1, 48, 8, 8]              96\n","   ResidualBlock-292             [-1, 48, 8, 8]               0\n"," IdentityPadding-293             [-1, 49, 8, 8]               0\n","     BatchNorm2d-294             [-1, 48, 8, 8]              96\n","          Conv2d-295             [-1, 49, 8, 8]          21,168\n","     BatchNorm2d-296             [-1, 49, 8, 8]              98\n","            ReLU-297             [-1, 49, 8, 8]               0\n","          Conv2d-298             [-1, 49, 8, 8]          21,609\n","     BatchNorm2d-299             [-1, 49, 8, 8]              98\n","   ResidualBlock-300             [-1, 49, 8, 8]               0\n"," IdentityPadding-301             [-1, 50, 8, 8]               0\n","     BatchNorm2d-302             [-1, 49, 8, 8]              98\n","          Conv2d-303             [-1, 50, 8, 8]          22,050\n","     BatchNorm2d-304             [-1, 50, 8, 8]             100\n","            ReLU-305             [-1, 50, 8, 8]               0\n","          Conv2d-306             [-1, 50, 8, 8]          22,500\n","     BatchNorm2d-307             [-1, 50, 8, 8]             100\n","   ResidualBlock-308             [-1, 50, 8, 8]               0\n"," IdentityPadding-309             [-1, 51, 8, 8]               0\n","     BatchNorm2d-310             [-1, 50, 8, 8]             100\n","          Conv2d-311             [-1, 51, 8, 8]          22,950\n","     BatchNorm2d-312             [-1, 51, 8, 8]             102\n","            ReLU-313             [-1, 51, 8, 8]               0\n","          Conv2d-314             [-1, 51, 8, 8]          23,409\n","     BatchNorm2d-315             [-1, 51, 8, 8]             102\n","   ResidualBlock-316             [-1, 51, 8, 8]               0\n"," IdentityPadding-317             [-1, 52, 8, 8]               0\n","     BatchNorm2d-318             [-1, 51, 8, 8]             102\n","          Conv2d-319             [-1, 52, 8, 8]          23,868\n","     BatchNorm2d-320             [-1, 52, 8, 8]             104\n","            ReLU-321             [-1, 52, 8, 8]               0\n","          Conv2d-322             [-1, 52, 8, 8]          24,336\n","     BatchNorm2d-323             [-1, 52, 8, 8]             104\n","   ResidualBlock-324             [-1, 52, 8, 8]               0\n"," IdentityPadding-325             [-1, 52, 8, 8]               0\n","     BatchNorm2d-326             [-1, 52, 8, 8]             104\n","          Conv2d-327             [-1, 52, 8, 8]          24,336\n","     BatchNorm2d-328             [-1, 52, 8, 8]             104\n","            ReLU-329             [-1, 52, 8, 8]               0\n","          Conv2d-330             [-1, 52, 8, 8]          24,336\n","     BatchNorm2d-331             [-1, 52, 8, 8]             104\n","   ResidualBlock-332             [-1, 52, 8, 8]               0\n"," IdentityPadding-333             [-1, 53, 8, 8]               0\n","     BatchNorm2d-334             [-1, 52, 8, 8]             104\n","          Conv2d-335             [-1, 53, 8, 8]          24,804\n","     BatchNorm2d-336             [-1, 53, 8, 8]             106\n","            ReLU-337             [-1, 53, 8, 8]               0\n","          Conv2d-338             [-1, 53, 8, 8]          25,281\n","     BatchNorm2d-339             [-1, 53, 8, 8]             106\n","   ResidualBlock-340             [-1, 53, 8, 8]               0\n"," IdentityPadding-341             [-1, 54, 8, 8]               0\n","     BatchNorm2d-342             [-1, 53, 8, 8]             106\n","          Conv2d-343             [-1, 54, 8, 8]          25,758\n","     BatchNorm2d-344             [-1, 54, 8, 8]             108\n","            ReLU-345             [-1, 54, 8, 8]               0\n","          Conv2d-346             [-1, 54, 8, 8]          26,244\n","     BatchNorm2d-347             [-1, 54, 8, 8]             108\n","   ResidualBlock-348             [-1, 54, 8, 8]               0\n"," IdentityPadding-349             [-1, 55, 8, 8]               0\n","     BatchNorm2d-350             [-1, 54, 8, 8]             108\n","          Conv2d-351             [-1, 55, 8, 8]          26,730\n","     BatchNorm2d-352             [-1, 55, 8, 8]             110\n","            ReLU-353             [-1, 55, 8, 8]               0\n","          Conv2d-354             [-1, 55, 8, 8]          27,225\n","     BatchNorm2d-355             [-1, 55, 8, 8]             110\n","   ResidualBlock-356             [-1, 55, 8, 8]               0\n"," IdentityPadding-357             [-1, 56, 8, 8]               0\n","     BatchNorm2d-358             [-1, 55, 8, 8]             110\n","          Conv2d-359             [-1, 56, 8, 8]          27,720\n","     BatchNorm2d-360             [-1, 56, 8, 8]             112\n","            ReLU-361             [-1, 56, 8, 8]               0\n","          Conv2d-362             [-1, 56, 8, 8]          28,224\n","     BatchNorm2d-363             [-1, 56, 8, 8]             112\n","   ResidualBlock-364             [-1, 56, 8, 8]               0\n"," IdentityPadding-365             [-1, 57, 8, 8]               0\n","     BatchNorm2d-366             [-1, 56, 8, 8]             112\n","          Conv2d-367             [-1, 57, 8, 8]          28,728\n","     BatchNorm2d-368             [-1, 57, 8, 8]             114\n","            ReLU-369             [-1, 57, 8, 8]               0\n","          Conv2d-370             [-1, 57, 8, 8]          29,241\n","     BatchNorm2d-371             [-1, 57, 8, 8]             114\n","   ResidualBlock-372             [-1, 57, 8, 8]               0\n"," IdentityPadding-373             [-1, 58, 8, 8]               0\n","     BatchNorm2d-374             [-1, 57, 8, 8]             114\n","          Conv2d-375             [-1, 58, 8, 8]          29,754\n","     BatchNorm2d-376             [-1, 58, 8, 8]             116\n","            ReLU-377             [-1, 58, 8, 8]               0\n","          Conv2d-378             [-1, 58, 8, 8]          30,276\n","     BatchNorm2d-379             [-1, 58, 8, 8]             116\n","   ResidualBlock-380             [-1, 58, 8, 8]               0\n"," IdentityPadding-381             [-1, 59, 8, 8]               0\n","     BatchNorm2d-382             [-1, 58, 8, 8]             116\n","          Conv2d-383             [-1, 59, 8, 8]          30,798\n","     BatchNorm2d-384             [-1, 59, 8, 8]             118\n","            ReLU-385             [-1, 59, 8, 8]               0\n","          Conv2d-386             [-1, 59, 8, 8]          31,329\n","     BatchNorm2d-387             [-1, 59, 8, 8]             118\n","   ResidualBlock-388             [-1, 59, 8, 8]               0\n"," IdentityPadding-389             [-1, 60, 8, 8]               0\n","     BatchNorm2d-390             [-1, 59, 8, 8]             118\n","          Conv2d-391             [-1, 60, 8, 8]          31,860\n","     BatchNorm2d-392             [-1, 60, 8, 8]             120\n","            ReLU-393             [-1, 60, 8, 8]               0\n","          Conv2d-394             [-1, 60, 8, 8]          32,400\n","     BatchNorm2d-395             [-1, 60, 8, 8]             120\n","   ResidualBlock-396             [-1, 60, 8, 8]               0\n"," IdentityPadding-397             [-1, 60, 8, 8]               0\n","     BatchNorm2d-398             [-1, 60, 8, 8]             120\n","          Conv2d-399             [-1, 60, 8, 8]          32,400\n","     BatchNorm2d-400             [-1, 60, 8, 8]             120\n","            ReLU-401             [-1, 60, 8, 8]               0\n","          Conv2d-402             [-1, 60, 8, 8]          32,400\n","     BatchNorm2d-403             [-1, 60, 8, 8]             120\n","   ResidualBlock-404             [-1, 60, 8, 8]               0\n"," IdentityPadding-405             [-1, 61, 8, 8]               0\n","     BatchNorm2d-406             [-1, 60, 8, 8]             120\n","          Conv2d-407             [-1, 61, 8, 8]          32,940\n","     BatchNorm2d-408             [-1, 61, 8, 8]             122\n","            ReLU-409             [-1, 61, 8, 8]               0\n","          Conv2d-410             [-1, 61, 8, 8]          33,489\n","     BatchNorm2d-411             [-1, 61, 8, 8]             122\n","   ResidualBlock-412             [-1, 61, 8, 8]               0\n","     BatchNorm2d-413             [-1, 61, 8, 8]             122\n","            ReLU-414             [-1, 61, 8, 8]               0\n","       AvgPool2d-415             [-1, 61, 1, 1]               0\n","          Linear-416                   [-1, 10]             620\n","================================================================\n","Total params: 1,558,881\n","Trainable params: 1,558,881\n","Non-trainable params: 0\n","----------------------------------------------------------------\n","Input size (MB): 0.01\n","Forward/backward pass size (MB): 39.98\n","Params size (MB): 5.95\n","Estimated Total Size (MB): 45.94\n","----------------------------------------------------------------\n","Tesla V100-SXM2-16GB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"cKn6My24F0N4"},"source":["## utils"]},{"cell_type":"code","metadata":{"id":"6rhiu3evF2ev"},"source":["class AverageMeter(object):\n","    r\"\"\"Computes and stores the average and current value\n","    \"\"\"\n","    def __init__(self, name, fmt=':f'):\n","        self.name = name\n","        self.fmt = fmt\n","        self.reset()\n","\n","    def reset(self):\n","        self.val = 0\n","        self.avg = 0\n","        self.sum = 0\n","        self.count = 0\n","\n","    def update(self, val, n=1):\n","        self.val = val\n","        self.sum += val * n\n","        self.count += n\n","        self.avg = self.sum / self.count\n","\n","    def __str__(self):\n","        fmtstr = '{name} {val' + self.fmt + '} ({avg' + self.fmt + '})'\n","        return fmtstr.format(**self.__dict__)\n","        #print('Name : {name} \\nHeight : {height}'.format(**{'name': 'oak','height': 170.123}))\n","#         class ClassTmp:\n","#     def __init__(self, a):\n","#         self.a = a\n","# class ClassTmp2:\n","#     def __init__(self, a, b):\n","#         self.a = a  \n","#         self.b = b\n","# ct = ClassTmp(a=1)\n","# print(ct.a)             # 1\n","# print(ct.__dict__)      # {'a': 1}\n","# ct2 = ClassTmp2(a=2, b=3)\n","# print(ct2.__dict__)     # {'a': 2, 'b': 3}\n","# ct.__dict__.update(ct2.__dict__)\n","# print(ct.__dict__)      # {'a': 2, 'b': 3}\n","\n","\n","class ProgressMeter(object):\n","    def __init__(self, num_batches, *meters, prefix=\"\"):\n","        self.batch_fmtstr = self._get_batch_fmtstr(num_batches)\n","        self.meters = meters\n","        self.prefix = prefix\n","\n","    def print(self, batch):\n","        entries = [self.prefix + self.batch_fmtstr.format(batch)]\n","        entries += [str(meter) for meter in self.meters]\n","        print('\\t'.join(entries))\n","\n","    def _get_batch_fmtstr(self, num_batches):\n","        num_digits = len(str(num_batches // 1))\n","        fmt = '{:' + str(num_digits) + 'd}' #{:2d}이면 format code가 'd'니까 정수만 들어가고 :2는 출력 길이가 2인 소리(만약에 2보다 큰 뭐 5인 경우로 12345를 지정하자. 그래도 출력길이 관계없이 잘 출력함)\n","        return '[' + fmt + '/' + fmt.format(num_batches) + ']'\n","\n","\n","def accuracy(output, target, topk=(1,)):\n","    r\"\"\"Computes the accuracy over the $k$ top predictions for the specified values of k\n","    \"\"\"\n","    with torch.no_grad():\n","        maxk = max(topk)\n","        batch_size = target.size(0)\n","\n","        # _, pred = output.topk(maxk, 1, True, True)\n","        # pred = pred.t()\n","        # correct = pred.eq(target.view(1, -1).expand_as(pred))\n","\n","        # faster topk (ref: https://github.com/pytorch/pytorch/issues/22812)\n","        _, idx = output.sort(descending=True)\n","        pred = idx[:,:maxk]\n","        pred = pred.t()\n","        correct = pred.eq(target.view(1, -1).expand_as(pred))\n","\n","        res = []\n","\n","        for k in topk:\n","            correct_k = correct[:k].reshape(-1).float().sum(0, keepdim=True)\n","            res.append(correct_k.mul_(100.0 / batch_size))\n","        return res"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vnOQ6qwmwVHd"},"source":["## Hyperparameters"]},{"cell_type":"code","metadata":{"id":"Do8Y8YquwZaU"},"source":["SAVEPATH = '/content/drive/My Drive/Colab Notebooks/Capston_Design2/Pyramidnet/PILimageEnhance-sharpness(5)+2by2+orig' # 학습시 acc, loss 등의 정보, model, optimizer 저장 정보 등을 따로 보관하기 위한 경로\n","WEIGHTDECAY = 1e-4\n","MOMENTUM = 0.9\n","BATCHSIZE = 128 #원래 256\n","LR = 0.1\n","EPOCHS = 60 #원래 200\n","PRINTFREQ = 10\n","Decay_Epochs = [int(EPOCHS * 0.5),int(EPOCHS * 0.75) ]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"78uKAi5gW2Py"},"source":["import os\n","os.makedirs(SAVEPATH, exist_ok=True)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"cypolV09wcS5"},"source":["## train data mean, std\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oBz3YDGbzbV1","executionInfo":{"elapsed":120059,"status":"ok","timestamp":1606928228415,"user":{"displayName":"‍김영곤[학생](소프트웨어융합대학 컴퓨터공학과)","photoUrl":"","userId":"01885470547379071011"},"user_tz":-540},"outputId":"39d2c0f2-d490-4154-d1c8-2bde996b531d"},"source":["transform = transforms.Compose([transforms.Resize((32, 32)),\n","                                      transforms.RandomHorizontalFlip(),\n","                                      transforms.RandomRotation(10),\n","                                      transforms.RandomAffine(0, shear=10, scale=(0.8, 1.2)),\n","                                      transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2),\n","                                      transforms.ToTensor(),\n","                                      transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n","                                     ])\n","\n","dataset = torchvision.datasets.ImageFolder(\n","        './train', transform=transform) #'./train'은 이미지 데이터가 저장되는 위치(root directory)\n","print(dataset)\n","loader = DataLoader(dataset, batch_size=len(dataset), num_workers=1)\n","\n","data = next(iter(loader))\n","\n","# print(data[0].mean(), data[0].std())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Dataset ImageFolder\n","    Number of datapoints: 90000\n","    Root location: ./train\n","    StandardTransform\n","Transform: Compose(\n","               Resize(size=(32, 32), interpolation=PIL.Image.BILINEAR)\n","               RandomHorizontalFlip(p=0.5)\n","               RandomRotation(degrees=[-10.0, 10.0], resample=False, expand=False)\n","               RandomAffine(degrees=[0.0, 0.0], scale=(0.8, 1.2), shear=[-10.0, 10.0])\n","               ColorJitter(brightness=[0.8, 1.2], contrast=[0.8, 1.2], saturation=[0.8, 1.2], hue=None)\n","               ToTensor()\n","               Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n","           )\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":208},"id":"INyZt9snLUKv","executionInfo":{"elapsed":487216,"status":"error","timestamp":1606987572279,"user":{"displayName":"김현석","photoUrl":"","userId":"15800984335299608763"},"user_tz":-540},"outputId":"0e8b08cf-7b5a-4be0-ce83-c2399ee0c58c"},"source":["def get_mean_and_std(dataset):\n","    '''Compute the mean and std value of dataset.'''\n","    dataloader = torch.utils.data.DataLoader(dataset, batch_size=1, shuffle=True, num_workers=2)\n","    mean = torch.zeros(3)\n","    std = torch.zeros(3)\n","    print('==> Computing mean and std..')\n","    for inputs, targets in dataloader:\n","        for i in range(3):\n","            mean[i] += inputs[:,i,:,:].mean()\n","            std[i] += inputs[:,i,:,:].std()\n","    mean.div_(len(dataset))\n","    std.div_(len(dataset))\n","    return mean, std\n","\n","print(get_mean_and_std(dataset))"],"execution_count":null,"outputs":[{"output_type":"error","ename":"NameError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-2-b54fc747b7e9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mmean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mget_mean_and_std\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mNameError\u001b[0m: name 'dataset' is not defined"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ACXuJ_FR9rxB","executionInfo":{"elapsed":1824,"status":"ok","timestamp":1606922929111,"user":{"displayName":"‍김영곤[학생](소프트웨어융합대학 컴퓨터공학과)","photoUrl":"","userId":"01885470547379071011"},"user_tz":-540},"outputId":"8f74b816-92a3-4a92-e0bd-e161da63488c"},"source":["print(data[0].size(),data[1].size())\n","data0 = data[0]\n","data0_ch1 = data0[:,0,:,:]\n","data0_ch2 = data0[:,1,:,:]\n","data0_ch3 = data0[:,2,:,:]\n","print(data0.mean(), data0.std())\n","print(data0_ch1.mean(), data0_ch1.std())\n","print(data0_ch2.mean(), data0_ch2.std())\n","print(data0_ch3.mean(), data0_ch3.std())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["torch.Size([90000, 3, 32, 32]) torch.Size([90000])\n","tensor(0.4605) tensor(0.2475)\n","tensor(0.4789) tensor(0.2421)\n","tensor(0.4723) tensor(0.2383)\n","tensor(0.4305) tensor(0.2587)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gwyR6HygVAAd"},"source":["## **Train Model**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H6sjV-xbwggD","executionInfo":{"status":"ok","timestamp":1621277003323,"user_tz":-540,"elapsed":20820,"user":{"displayName":"youngkon kim","photoUrl":"","userId":"09028535253521408363"}},"outputId":"3d4d2081-b960-451e-efda-4e22cbaabc16"},"source":["import time\n","\n","import torch\n","import torch.nn as nn\n","\n","import torchvision\n","import torchvision.transforms as transforms\n","from torch.utils.data import Dataset, DataLoader\n","import os\n","\n","\n","def main():\n","    model = Model()\n","\n","    ##### optimizer / learning rate scheduler / criterion #####\n","    optimizer = torch.optim.ASGD(model.parameters(),lr=LR)\n","    ## model이랑 optimizer 불러오기 (내가 만든거) #############\n","    try:\n","      checkpoint = torch.load(SAVEPATH+'/all.tar')\n","      model.load_state_dict(checkpoint['model_state_dict'])\n","      optimizer.load_state_dict(checkpoint['optimizer_state_dict'])\n","      epoch_save = checkpoint['epoch']\n","    except:\n","      epoch_save = -1\n","      pass\n","    ###########################################################\n","    scheduler = torch.optim.lr_scheduler.MultiStepLR(optimizer, Decay_Epochs, gamma=0.1) #원래 (optimizer, [100, 150], gamma=0.1)\n","    criterion = torch.nn.CrossEntropyLoss()\n","    ###########################################################\n","\n","    model = model.cuda()\n","    criterion = criterion.cuda()\n","\n","    # model.load_state_dict(torch.load(SAVEPATH+'model_weight.pth'))\n","\n","    # Check number of parameters your model\n","    pytorch_total_params = sum(p.numel() for p in model.parameters())\n","    print(f\"Number of parameters: {pytorch_total_params}\")\n","    if int(pytorch_total_params) > 2000000:\n","        print('Your model has the number of parameters more than 2 millions..')\n","        return\n","\n","    # normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406],\n","    #                                  std=[0.229, 0.224, 0.225])\n","    \n","    # train_transform = transforms.Compose([\n","    #     transforms.RandomCrop(32, padding=4),\n","    #     transforms.RandomHorizontalFlip(),\n","    #     transforms.ToTensor(),\n","    #     normalize\n","    # ])\n","\n","    # valid_transform = transforms.Compose([\n","    #     transforms.ToTensor(),\n","    #     normalize\n","    # ])\n","\n","\n","    # mean = [0.4789, 0.4723, 0.4305]\n","    # std = [0.2421, 0.2383, 0.2587]\n","    # mean=(0.4914, 0.4822, 0.4465)\n","    # std=(0.2023, 0.1994, 0.2010)\n","\n","    mean=[0.485, 0.456, 0.406]\n","    std=[0.229, 0.224, 0.225]\n","    train_transform = transforms.Compose([\n","        #transforms.Resize(32),\n","        transforms.RandomCrop(32, padding=4),\n","        transforms.RandomHorizontalFlip(),\n","        transforms.ToTensor(),\n","        transforms.Normalize(mean, std)])\n","    valid_transform = transforms.Compose([\n","        #transforms.Resize(224),\n","        transforms.ToTensor(),\n","        transforms.Normalize(mean, std)])\n","\n","    train_dataset = torchvision.datasets.ImageFolder(\n","        './train', transform=train_transform) #'./train'은 이미지 데이터가 저장된 위치(root directory)\n","    train_loader = DataLoader(train_dataset,\n","                              batch_size=BATCHSIZE, shuffle=True,\n","                              num_workers=2, pin_memory=True)\n","    \n","    val_dataset = torchvision.datasets.ImageFolder('./valid', transform=valid_transform)\n","    val_loader = DataLoader(val_dataset, batch_size=BATCHSIZE, num_workers=2, shuffle=False)\n","    \n","    last_top1_acc = 0\n","    last_top1_val = 0 ##############################################\n","    max_top1_val = 0 ###################################################\n","    \n","    for epoch in range(epoch_save+1, EPOCHS):\n","        # for i in range(epoch_save):\n","        #   scheduler.step()\n","\n","    \n","        print(\"\\n----- epoch: {}, lr: {} -----\".format(\n","            epoch, optimizer.param_groups[0][\"lr\"]))\n","        \n","\n","        # train for one epoch\n","        start_time = time.time()\n","        last_top1_acc, last_top1_val = train(train_loader, val_loader, epoch, model, optimizer, criterion) ###########################################\n","        elapsed_time = time.time() - start_time\n","        print('==> {:.2f} seconds to train this epoch\\n'.format(\n","            elapsed_time))\n","\n","        # learning rate scheduling\n","        scheduler.step()\n","        # Save model if Record max validation\n","        #############################################################\n","        if max_top1_val < last_top1_val:\n","          max_top1_val = last_top1_val\n","          torch.save(model.state_dict(), SAVEPATH+'/max_val_weight.pth')\n","          print(\"==========Record max validation!:::::Save Weight====================\")\n","        ###############################################################\n","\n","        # # Save model each epoch\n","        # torch.save(model.state_dict(), SAVEPATH+'model_weight.pth')\n","        torch.save({\n","            'epoch': epoch,\n","            'model_state_dict': model.state_dict(),\n","            'optimizer_state_dict': optimizer.state_dict()\n","        },SAVEPATH+'/all.tar')\n","\n","    print(f\"Last Top-1 Accuracy: {last_top1_acc}\")\n","    print(f\"Max Top-1 Validation: {max_top1_val}\")##############################################\n","    print(f\"Number of parameters: {pytorch_total_params}\")\n","\n","\n","\n","def train(train_loader, val_loader, epoch, model, optimizer, criterion):\n","    batch_time = AverageMeter('Time', ':6.3f')\n","    data_time = AverageMeter('Data', ':6.3f')\n","    losses = AverageMeter('Loss', ':.4e')\n","    top1 = AverageMeter('Acc@1', ':6.2f')\n","    top5 = AverageMeter('Acc@5', ':6.2f')\n","    val1 = AverageMeter('val@1', ':6.2f')\n","    val5 = AverageMeter('val@5', ':6.2f')\n","    progress = ProgressMeter(len(train_loader), batch_time, data_time, losses,\n","                             top1, top5, prefix=\"Epoch: [{}]\".format(epoch))\n","    # switch to train mode\n","    model.train()\n","    print('epoch : ',epoch)\n","\n","    if epoch != 0:\n","      ac_batch=np.loadtxt(SAVEPATH+'/metric/DA0/ac_batch.txt',dtype='float',delimiter=',',skiprows=1)\n","      lr_loss_batch=np.loadtxt(SAVEPATH+'/metric/DA0/lr_loss_batch.txt',dtype='float64',delimiter=',',skiprows=1)\n","      Vac_batch=np.loadtxt(SAVEPATH+'/metric/DA0/Vac_batch.txt',dtype='float',delimiter=',',skiprows=1)\n","      ac_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/ac_epoch.txt',dtype='float',delimiter=',',skiprows=1)\n","      lr_loss_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/lr_loss_epoch.txt',dtype='float64',delimiter=',',skiprows=1)\n","      Vac_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/Vac_epoch.txt',dtype='float',delimiter=',',skiprows=1)\n","\n","    else:\n","      ac_batch=np.vstack([np.zeros((2,EPOCHS*len(train_loader))),np.arange(0,EPOCHS*len(train_loader))])\n","      lr_loss_batch=np.vstack([np.zeros((2,EPOCHS*len(train_loader))),np.arange(0,EPOCHS*len(train_loader))])\n","      Vac_batch=np.vstack([np.zeros((2,EPOCHS*len(val_loader))),np.arange(0,EPOCHS*len(val_loader))])\n","      ac_epoch=np.vstack([np.zeros((2,EPOCHS)),np.arange(0,EPOCHS)])\n","      lr_loss_epoch=np.vstack([np.zeros((2,EPOCHS)),np.arange(0,EPOCHS)])\n","      Vac_epoch=np.vstack((np.zeros((2,EPOCHS)),np.arange(0,EPOCHS)))\n","      os.makedirs(SAVEPATH+'/metric/DA0', exist_ok=True)\n","\n","  \n","    end = time.time()\n","    for i, (input, target) in enumerate(train_loader):\n","        # measure data loading time\n","        data_time.update(time.time() - end)\n","\n","        input = input.cuda()\n","        target = target.cuda()\n","\n","        # compute output\n","        output = model(input)\n","        loss = criterion(output, target)\n","\n","\n","        # measure accuracy and record loss, accuracy \n","        acc1, acc5 = accuracy(output, target, topk=(1, 5))\n","        losses.update(loss.item(), input.size(0))\n","        top1.update(acc1[0].item(), input.size(0))\n","        top5.update(acc5[0].item(), input.size(0))\n","\n","        #tensorboard summarywriter : write accuracy per update step\n","        # writer.add_scalar('train accuracy : step', acc1[0].item(), epoch*len(train_loader)+i)\n","        # writer.add_scalar('train accuracy : epoch', acc1[0].item(), epoch)\n","        # writer.add_hparams({'lr': optimizer.param_groups[0][\"lr\"], 'loss': loss.item()}, {'Acc@1(=train accuracy)': acc1[0].item(), 'Acc@5': acc5[0].item()})\n","        \n","        # np.savetxt와 np.loadtxt 이용하여 accuracy per update step 저장\n","        ac_batch[0:3,epoch*len(train_loader)+i] = [acc1[0].item(), acc5[0].item(), epoch*len(train_loader)+i] # col 방향으로 [[Acc@1],[Acc@5],[step]] 수정\n","        np.savetxt(SAVEPATH+'/metric/DA0/ac_batch.txt',ac_batch,fmt='%6.2f',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[step]] 추가')\n","        # np.savetxt와 np.loadtxt 이용하여 lr와 loss per step 함께 저장\n","        lr_loss_batch[0:3,epoch*len(train_loader)+i] = [optimizer.param_groups[0][\"lr\"], loss.item(), epoch*len(train_loader)+i] # col 방향으로 [[lr],[loss],[step]] 수정\n","        np.savetxt(SAVEPATH+'/metric/DA0/lr_loss_batch.txt',lr_loss_batch,fmt='%.4e',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[step]] 추가')\n","\n","         \n","\n","\n","        # compute gradient and do SGD step\n","        optimizer.zero_grad()\n","        loss.backward()\n","        optimizer.step()\n","\n","        # measure elapsed time\n","        batch_time.update(time.time() - end)\n","        end = time.time()\n","\n","        if i % PRINTFREQ == 0:\n","            progress.print(i)\n","    \n","    # print val as testset\n","    model.eval()\n","\n","    for i, (input, target) in enumerate(val_loader):\n","      input = input.cuda()\n","      target = target.cuda()\n","      \n","      # comput output\n","      output = model(input)\n","\n","      val_acc1, val_acc5 = accuracy(output, target, topk=(1, 5))\n","      val1.update(val_acc1[0].item(), input.size(0))\n","      val5.update(val_acc5[0].item(), input.size(0))\n","\n","      #tensorboard summarywriter : write accuracy per update step\n","      # writer.add_scalar('val accuracy : step', val_acc1[0].item(), epoch*len(val_loader)+i)\n","      # writer.add_scalar('val accuracy : epoch', val_acc1[0].item(), epoch)\n","\n","      # np.savetxt와 np.loadtxt 이용하여 accuracy per update step 저장 (val)\n","      Vac_batch[0:3,epoch*len(val_loader)+i] = [val_acc1[0].item(), val_acc5[0].item(), epoch*len(val_loader)+i] # col 방향으로 [[Acc@1],[Acc@5],[step]] 수정\n","      np.savetxt(SAVEPATH+'/metric/DA0/Vac_batch.txt',Vac_batch,fmt='%6.2f',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[step]] 추가')\n","\n","\n","    #tensorboard summarywriter : write accuracy per epoch\n","    # writer.add_scalar('train accuracy', top1.avg, epoch)\n","    # writer.add_scalar('val accuracy', val.avg, epoch)\n","\n","    # np.savetxt와 np.loadtxt 이용하여 accuracy per update epoch 저장\n","    ac_epoch[0:3,epoch] = [top1.avg, top5.avg, epoch] # col 방향으로 [[Acc@1],[Acc@5],[epoch]] 수정\n","    np.savetxt(SAVEPATH+'/metric/DA0/ac_epoch.txt',ac_epoch,fmt='%6.2f',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[epoch]] 추가')\n","    # np.savetxt와 np.loadtxt 이용하여 accuracy per update epoch 저장 (val)\n","    Vac_epoch[0:3,epoch] = [val1.avg, val5.avg, epoch] # col 방향으로 [[Acc@1],[Acc@5],[step]] 수정\n","    np.savetxt(SAVEPATH+'/metric/DA0/Vac_epoch.txt',Vac_epoch,fmt='%6.2f',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[step]] 추가')\n","    # np.savetxt와 np.loadtxt 이용하여 lr와 loss per epoch 함께 저장\n","    lr_loss_epoch[0:3,epoch] = [optimizer.param_groups[0][\"lr\"], losses.avg, epoch] # col 방향으로 [[lr],[loss],[epoch]] 수정\n","    np.savetxt(SAVEPATH+'/metric/DA0/lr_loss_epoch.txt',lr_loss_epoch,fmt='%.4e',delimiter=',',header='col 방향으로 [[Acc@1],[Acc@5],[epoch]] 추가')\n","\n","\n","    print('=> Acc@1 {top1.avg:.3f} Acc@5 {top5.avg:.3f}'\n","          .format(top1=top1, top5=top5))\n","    print('=> Val@1 {val1.avg:.3f}'.format(val1=val1))\n","    return top1.avg, val1.avg ###################################################################################\n","\n","\n","if __name__ == \"__main__\":\n","    main()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","Epoch: [37][ 140/2110]\tTime  0.408 ( 0.437)\tData  0.000 ( 0.002)\tLoss 2.8047e-01 (2.6151e-01)\tAcc@1  88.28 ( 90.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [37][ 150/2110]\tTime  0.598 ( 0.437)\tData  0.000 ( 0.002)\tLoss 1.6295e-01 (2.6094e-01)\tAcc@1  95.31 ( 90.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [37][ 160/2110]\tTime  0.407 ( 0.437)\tData  0.000 ( 0.002)\tLoss 2.4709e-01 (2.6011e-01)\tAcc@1  90.62 ( 90.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [37][ 170/2110]\tTime  0.414 ( 0.437)\tData  0.000 ( 0.002)\tLoss 2.3860e-01 (2.6097e-01)\tAcc@1  90.62 ( 90.68)\tAcc@5  99.22 ( 99.68)\n","Epoch: [37][ 180/2110]\tTime  0.413 ( 0.437)\tData  0.000 ( 0.002)\tLoss 2.2369e-01 (2.6204e-01)\tAcc@1  91.41 ( 90.68)\tAcc@5  99.22 ( 99.67)\n","Epoch: [37][ 190/2110]\tTime  0.428 ( 0.437)\tData  0.000 ( 0.001)\tLoss 2.0331e-01 (2.6292e-01)\tAcc@1  92.19 ( 90.65)\tAcc@5 100.00 ( 99.68)\n","Epoch: [37][ 200/2110]\tTime  0.408 ( 0.436)\tData  0.000 ( 0.001)\tLoss 4.2224e-01 (2.6427e-01)\tAcc@1  85.94 ( 90.56)\tAcc@5  96.88 ( 99.66)\n","Epoch: [37][ 210/2110]\tTime  0.406 ( 0.436)\tData  0.000 ( 0.001)\tLoss 3.0846e-01 (2.6483e-01)\tAcc@1  89.84 ( 90.54)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][ 220/2110]\tTime  0.415 ( 0.437)\tData  0.000 ( 0.001)\tLoss 2.1802e-01 (2.6448e-01)\tAcc@1  92.97 ( 90.56)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 230/2110]\tTime  0.559 ( 0.437)\tData  0.000 ( 0.001)\tLoss 2.6044e-01 (2.6407e-01)\tAcc@1  89.06 ( 90.56)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 240/2110]\tTime  0.436 ( 0.437)\tData  0.000 ( 0.001)\tLoss 1.7735e-01 (2.6306e-01)\tAcc@1  94.53 ( 90.59)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 250/2110]\tTime  0.409 ( 0.438)\tData  0.001 ( 0.001)\tLoss 3.1666e-01 (2.6302e-01)\tAcc@1  92.19 ( 90.60)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 260/2110]\tTime  0.421 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.8564e-01 (2.6221e-01)\tAcc@1  92.97 ( 90.63)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 270/2110]\tTime  0.575 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.5600e-01 (2.6201e-01)\tAcc@1  86.72 ( 90.64)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 280/2110]\tTime  0.422 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.4860e-01 (2.6184e-01)\tAcc@1  92.19 ( 90.65)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][ 290/2110]\tTime  0.422 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.8185e-01 (2.6321e-01)\tAcc@1  90.62 ( 90.61)\tAcc@5  99.22 ( 99.63)\n","Epoch: [37][ 300/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.7187e-01 (2.6286e-01)\tAcc@1  93.75 ( 90.64)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 310/2110]\tTime  0.569 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5495e-01 (2.6238e-01)\tAcc@1  89.84 ( 90.66)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 320/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.5814e-01 (2.6206e-01)\tAcc@1  87.50 ( 90.70)\tAcc@5  98.44 ( 99.63)\n","Epoch: [37][ 330/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9937e-01 (2.6231e-01)\tAcc@1  89.84 ( 90.71)\tAcc@5  99.22 ( 99.62)\n","Epoch: [37][ 340/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0770e-01 (2.6261e-01)\tAcc@1  92.19 ( 90.71)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 350/2110]\tTime  0.576 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7037e-01 (2.6277e-01)\tAcc@1  94.53 ( 90.70)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 360/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.4006e-01 (2.6233e-01)\tAcc@1  91.41 ( 90.72)\tAcc@5  99.22 ( 99.63)\n","Epoch: [37][ 370/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.0829e-01 (2.6236e-01)\tAcc@1  92.97 ( 90.74)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 380/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6805e-01 (2.6232e-01)\tAcc@1  89.06 ( 90.74)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 390/2110]\tTime  0.577 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.5605e-01 (2.6261e-01)\tAcc@1  87.50 ( 90.74)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 400/2110]\tTime  0.437 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.7118e-01 (2.6269e-01)\tAcc@1  89.06 ( 90.73)\tAcc@5  99.22 ( 99.62)\n","Epoch: [37][ 410/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.4104e-01 (2.6325e-01)\tAcc@1  89.84 ( 90.71)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 420/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.1267e-01 (2.6330e-01)\tAcc@1  85.16 ( 90.70)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 430/2110]\tTime  0.564 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3012e-01 (2.6310e-01)\tAcc@1  91.41 ( 90.70)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 440/2110]\tTime  0.443 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.8292e-01 (2.6343e-01)\tAcc@1  89.84 ( 90.67)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 450/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.9256e-01 (2.6349e-01)\tAcc@1  88.28 ( 90.67)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 460/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.4701e-01 (2.6378e-01)\tAcc@1  87.50 ( 90.66)\tAcc@5  99.22 ( 99.62)\n","Epoch: [37][ 470/2110]\tTime  0.586 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2689e-01 (2.6369e-01)\tAcc@1  93.75 ( 90.66)\tAcc@5  99.22 ( 99.62)\n","Epoch: [37][ 480/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2882e-01 (2.6328e-01)\tAcc@1  92.97 ( 90.67)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 490/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.7789e-01 (2.6274e-01)\tAcc@1  89.84 ( 90.69)\tAcc@5  98.44 ( 99.62)\n","Epoch: [37][ 500/2110]\tTime  0.422 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.1150e-01 (2.6250e-01)\tAcc@1  92.19 ( 90.70)\tAcc@5  99.22 ( 99.63)\n","Epoch: [37][ 510/2110]\tTime  0.576 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3127e-01 (2.6243e-01)\tAcc@1  89.84 ( 90.70)\tAcc@5 100.00 ( 99.62)\n","Epoch: [37][ 520/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.1166e-01 (2.6214e-01)\tAcc@1  92.97 ( 90.71)\tAcc@5  99.22 ( 99.63)\n","Epoch: [37][ 530/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.4166e-01 (2.6194e-01)\tAcc@1  95.31 ( 90.73)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 540/2110]\tTime  0.423 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.4892e-01 (2.6184e-01)\tAcc@1  92.97 ( 90.73)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 550/2110]\tTime  0.601 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5162e-01 (2.6136e-01)\tAcc@1  90.62 ( 90.76)\tAcc@5 100.00 ( 99.63)\n","Epoch: [37][ 560/2110]\tTime  0.424 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.9366e-01 (2.6091e-01)\tAcc@1  92.19 ( 90.78)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 570/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.1565e-01 (2.6128e-01)\tAcc@1  87.50 ( 90.75)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 580/2110]\tTime  0.434 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2694e-01 (2.6124e-01)\tAcc@1  94.53 ( 90.77)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 590/2110]\tTime  0.500 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.6470e-01 (2.6142e-01)\tAcc@1  89.06 ( 90.77)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][ 600/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.8153e-01 (2.6155e-01)\tAcc@1  94.53 ( 90.77)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 610/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.9748e-01 (2.6100e-01)\tAcc@1  93.75 ( 90.78)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 620/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.5164e-01 (2.6071e-01)\tAcc@1  94.53 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 630/2110]\tTime  0.458 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.8143e-01 (2.6064e-01)\tAcc@1  89.06 ( 90.80)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][ 640/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.1418e-01 (2.6050e-01)\tAcc@1  92.97 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 650/2110]\tTime  0.417 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.0970e-01 (2.6044e-01)\tAcc@1  89.84 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 660/2110]\tTime  0.406 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5198e-01 (2.6010e-01)\tAcc@1  90.62 ( 90.82)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 670/2110]\tTime  0.441 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4565e-01 (2.5986e-01)\tAcc@1  89.84 ( 90.81)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 680/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2722e-01 (2.5971e-01)\tAcc@1  91.41 ( 90.82)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 690/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5630e-01 (2.5977e-01)\tAcc@1  92.97 ( 90.82)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][ 700/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6279e-01 (2.5960e-01)\tAcc@1  90.62 ( 90.83)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 710/2110]\tTime  0.566 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.1625e-01 (2.5954e-01)\tAcc@1  91.41 ( 90.84)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 720/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6342e-01 (2.5982e-01)\tAcc@1  90.62 ( 90.84)\tAcc@5  99.22 ( 99.66)\n","Epoch: [37][ 730/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3008e-01 (2.5936e-01)\tAcc@1  91.41 ( 90.85)\tAcc@5 100.00 ( 99.66)\n","Epoch: [37][ 740/2110]\tTime  0.436 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.2215e-01 (2.5896e-01)\tAcc@1  89.06 ( 90.86)\tAcc@5 100.00 ( 99.66)\n","Epoch: [37][ 750/2110]\tTime  0.555 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9288e-01 (2.5922e-01)\tAcc@1  91.41 ( 90.86)\tAcc@5 100.00 ( 99.66)\n","Epoch: [37][ 760/2110]\tTime  0.421 ( 0.438)\tData  0.000 ( 0.001)\tLoss 4.0610e-01 (2.5934e-01)\tAcc@1  87.50 ( 90.86)\tAcc@5  99.22 ( 99.66)\n","Epoch: [37][ 770/2110]\tTime  0.411 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.6114e-01 (2.5922e-01)\tAcc@1  92.97 ( 90.86)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 780/2110]\tTime  0.420 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.8656e-01 (2.5911e-01)\tAcc@1  94.53 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 790/2110]\tTime  0.574 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3899e-01 (2.5895e-01)\tAcc@1  91.41 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 800/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5279e-01 (2.5868e-01)\tAcc@1  90.62 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 810/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1301e-01 (2.5861e-01)\tAcc@1  92.19 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 820/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2979e-01 (2.5902e-01)\tAcc@1  88.28 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 830/2110]\tTime  0.582 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.0908e-01 (2.5905e-01)\tAcc@1  88.28 ( 90.88)\tAcc@5  97.66 ( 99.65)\n","Epoch: [37][ 840/2110]\tTime  0.442 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1540e-01 (2.5904e-01)\tAcc@1  95.31 ( 90.89)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 850/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8485e-01 (2.5901e-01)\tAcc@1  89.84 ( 90.89)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 860/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1536e-01 (2.5875e-01)\tAcc@1  91.41 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 870/2110]\tTime  0.580 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6117e-01 (2.5898e-01)\tAcc@1  92.19 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 880/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4992e-01 (2.5885e-01)\tAcc@1  91.41 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][ 890/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1048e-01 (2.5909e-01)\tAcc@1  91.41 ( 90.89)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 900/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.7428e-01 (2.5930e-01)\tAcc@1  82.81 ( 90.88)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][ 910/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1231e-01 (2.5913e-01)\tAcc@1  92.97 ( 90.88)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][ 920/2110]\tTime  0.407 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5573e-01 (2.5875e-01)\tAcc@1  92.97 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 930/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1120e-01 (2.5886e-01)\tAcc@1  92.97 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 940/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5119e-01 (2.5872e-01)\tAcc@1  89.84 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 950/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9675e-01 (2.5873e-01)\tAcc@1  90.62 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 960/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1888e-01 (2.5866e-01)\tAcc@1  92.19 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][ 970/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.8957e-01 (2.5841e-01)\tAcc@1  95.31 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][ 980/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.4594e-01 (2.5841e-01)\tAcc@1  89.84 ( 90.92)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][ 990/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.7740e-01 (2.5833e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1000/2110]\tTime  0.421 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.7440e-01 (2.5865e-01)\tAcc@1  91.41 ( 90.91)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1010/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.2255e-01 (2.5860e-01)\tAcc@1  89.84 ( 90.91)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1020/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3060e-01 (2.5841e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1030/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5244e-01 (2.5831e-01)\tAcc@1  92.19 ( 90.93)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1040/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5583e-01 (2.5856e-01)\tAcc@1  89.84 ( 90.92)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1050/2110]\tTime  0.406 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2899e-01 (2.5855e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1060/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7822e-01 (2.5870e-01)\tAcc@1  92.97 ( 90.90)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1070/2110]\tTime  0.418 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5172e-01 (2.5872e-01)\tAcc@1  91.41 ( 90.90)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1080/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.3106e-01 (2.5899e-01)\tAcc@1  89.06 ( 90.90)\tAcc@5  97.66 ( 99.64)\n","Epoch: [37][1090/2110]\tTime  0.411 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.3490e-01 (2.5896e-01)\tAcc@1  91.41 ( 90.90)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1100/2110]\tTime  0.429 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.1396e-01 (2.5910e-01)\tAcc@1  86.72 ( 90.90)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1110/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6133e-01 (2.5892e-01)\tAcc@1  90.62 ( 90.91)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1120/2110]\tTime  0.411 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.0827e-01 (2.5895e-01)\tAcc@1  87.50 ( 90.91)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1130/2110]\tTime  0.420 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.1672e-01 (2.5895e-01)\tAcc@1  92.97 ( 90.91)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1140/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.1628e-01 (2.5901e-01)\tAcc@1  87.50 ( 90.91)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1150/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.9458e-01 (2.5904e-01)\tAcc@1  88.28 ( 90.91)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1160/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6213e-01 (2.5904e-01)\tAcc@1  89.06 ( 90.91)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1170/2110]\tTime  0.415 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.7006e-01 (2.5912e-01)\tAcc@1  89.06 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1180/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.9690e-01 (2.5957e-01)\tAcc@1  85.94 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1190/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5255e-01 (2.5963e-01)\tAcc@1  89.06 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1200/2110]\tTime  0.420 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.0253e-01 (2.5966e-01)\tAcc@1  88.28 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1210/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.1397e-01 (2.5940e-01)\tAcc@1  87.50 ( 90.89)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1220/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3993e-01 (2.5945e-01)\tAcc@1  90.62 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1230/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.8863e-01 (2.5965e-01)\tAcc@1  89.06 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1240/2110]\tTime  0.421 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2684e-01 (2.5967e-01)\tAcc@1  94.53 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1250/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2646e-01 (2.5958e-01)\tAcc@1  92.97 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1260/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.0647e-01 (2.5937e-01)\tAcc@1  92.97 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1270/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3144e-01 (2.5934e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1280/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 3.2946e-01 (2.5923e-01)\tAcc@1  89.84 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1290/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.6043e-01 (2.5917e-01)\tAcc@1  92.97 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1300/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3809e-01 (2.5928e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1310/2110]\tTime  0.460 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3002e-01 (2.5920e-01)\tAcc@1  91.41 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1320/2110]\tTime  0.417 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.2528e-01 (2.5911e-01)\tAcc@1  91.41 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1330/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.8261e-01 (2.5903e-01)\tAcc@1  92.19 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1340/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.2138e-01 (2.5902e-01)\tAcc@1  92.19 ( 90.89)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1350/2110]\tTime  0.433 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.8433e-01 (2.5890e-01)\tAcc@1  92.97 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1360/2110]\tTime  0.415 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.0480e-01 (2.5882e-01)\tAcc@1  92.97 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1370/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.0736e-01 (2.5909e-01)\tAcc@1  92.97 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1380/2110]\tTime  0.432 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.6960e-01 (2.5925e-01)\tAcc@1  88.28 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1390/2110]\tTime  0.418 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.0857e-01 (2.5918e-01)\tAcc@1  88.28 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1400/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.9210e-01 (2.5925e-01)\tAcc@1  93.75 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1410/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.4561e-01 (2.5908e-01)\tAcc@1  93.75 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1420/2110]\tTime  0.471 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.3080e-01 (2.5900e-01)\tAcc@1  92.97 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1430/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.4160e-01 (2.5908e-01)\tAcc@1  90.62 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1440/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.4385e-01 (2.5925e-01)\tAcc@1  92.97 ( 90.89)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1450/2110]\tTime  0.427 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.0674e-01 (2.5949e-01)\tAcc@1  90.62 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1460/2110]\tTime  0.579 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.4678e-01 (2.5967e-01)\tAcc@1  89.06 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1470/2110]\tTime  0.418 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.5516e-01 (2.5949e-01)\tAcc@1  94.53 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1480/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.4601e-01 (2.5961e-01)\tAcc@1  87.50 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1490/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.5504e-01 (2.5984e-01)\tAcc@1  89.06 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1500/2110]\tTime  0.583 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.1334e-01 (2.5983e-01)\tAcc@1  97.66 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1510/2110]\tTime  0.421 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.2136e-01 (2.6001e-01)\tAcc@1  86.72 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1520/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.2628e-01 (2.6019e-01)\tAcc@1  91.41 ( 90.87)\tAcc@5  97.66 ( 99.65)\n","Epoch: [37][1530/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.5081e-01 (2.6006e-01)\tAcc@1  89.84 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1540/2110]\tTime  0.590 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.2015e-01 (2.6012e-01)\tAcc@1  91.41 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1550/2110]\tTime  0.411 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.0392e-01 (2.6013e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1560/2110]\tTime  0.422 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.3610e-01 (2.6001e-01)\tAcc@1  89.84 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1570/2110]\tTime  0.415 ( 0.438)\tData  0.000 ( 0.000)\tLoss 4.2339e-01 (2.6024e-01)\tAcc@1  86.72 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1580/2110]\tTime  0.563 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.1471e-01 (2.6025e-01)\tAcc@1  84.38 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1590/2110]\tTime  0.418 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.4213e-01 (2.6012e-01)\tAcc@1  86.72 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1600/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.9067e-01 (2.6015e-01)\tAcc@1  92.97 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1610/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.7236e-01 (2.6017e-01)\tAcc@1  94.53 ( 90.87)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1620/2110]\tTime  0.530 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.7075e-01 (2.6016e-01)\tAcc@1  91.41 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1630/2110]\tTime  0.420 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.2367e-01 (2.6034e-01)\tAcc@1  93.75 ( 90.86)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1640/2110]\tTime  0.411 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.8888e-01 (2.6042e-01)\tAcc@1  89.84 ( 90.86)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1650/2110]\tTime  0.415 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.0736e-01 (2.6025e-01)\tAcc@1  88.28 ( 90.87)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1660/2110]\tTime  0.534 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.5205e-01 (2.6035e-01)\tAcc@1  91.41 ( 90.86)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1670/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.7479e-01 (2.6050e-01)\tAcc@1  87.50 ( 90.85)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1680/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.8198e-01 (2.6054e-01)\tAcc@1  87.50 ( 90.85)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1690/2110]\tTime  0.417 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.4972e-01 (2.6058e-01)\tAcc@1  89.06 ( 90.85)\tAcc@5  99.22 ( 99.65)\n","Epoch: [37][1700/2110]\tTime  0.560 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.9048e-01 (2.6060e-01)\tAcc@1  92.19 ( 90.85)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1710/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.5931e-01 (2.6047e-01)\tAcc@1  90.62 ( 90.85)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1720/2110]\tTime  0.407 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.7478e-01 (2.6048e-01)\tAcc@1  89.84 ( 90.85)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1730/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.3013e-01 (2.6068e-01)\tAcc@1  91.41 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1740/2110]\tTime  0.582 ( 0.438)\tData  0.001 ( 0.000)\tLoss 2.3096e-01 (2.6087e-01)\tAcc@1  92.19 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1750/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.5224e-01 (2.6079e-01)\tAcc@1  91.41 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1760/2110]\tTime  0.415 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.9531e-01 (2.6083e-01)\tAcc@1  87.50 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1770/2110]\tTime  0.416 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.8240e-01 (2.6072e-01)\tAcc@1  92.97 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1780/2110]\tTime  0.583 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.6766e-01 (2.6068e-01)\tAcc@1  89.84 ( 90.84)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][1790/2110]\tTime  0.450 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.0937e-01 (2.6064e-01)\tAcc@1  94.53 ( 90.84)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1800/2110]\tTime  0.433 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.9833e-01 (2.6082e-01)\tAcc@1  89.06 ( 90.83)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1810/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.5095e-01 (2.6098e-01)\tAcc@1  86.72 ( 90.83)\tAcc@5  97.66 ( 99.64)\n","Epoch: [37][1820/2110]\tTime  0.581 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.8523e-01 (2.6088e-01)\tAcc@1  88.28 ( 90.83)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1830/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.000)\tLoss 4.0707e-01 (2.6102e-01)\tAcc@1  86.72 ( 90.83)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1840/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.2108e-01 (2.6100e-01)\tAcc@1  92.19 ( 90.83)\tAcc@5 100.00 ( 99.65)\n","Epoch: [37][1850/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.6314e-01 (2.6109e-01)\tAcc@1  89.06 ( 90.82)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1860/2110]\tTime  0.497 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1292e-01 (2.6123e-01)\tAcc@1  94.53 ( 90.82)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1870/2110]\tTime  0.454 ( 0.438)\tData  0.000 ( 0.000)\tLoss 2.8215e-01 (2.6128e-01)\tAcc@1  91.41 ( 90.82)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1880/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.2553e-01 (2.6137e-01)\tAcc@1  88.28 ( 90.82)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1890/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.6046e-01 (2.6155e-01)\tAcc@1  85.16 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1900/2110]\tTime  0.583 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.8808e-01 (2.6151e-01)\tAcc@1  91.41 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1910/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.5788e-01 (2.6133e-01)\tAcc@1  92.97 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1920/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.000)\tLoss 3.4118e-01 (2.6147e-01)\tAcc@1  89.06 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1930/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.000)\tLoss 1.8412e-01 (2.6125e-01)\tAcc@1  93.75 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1940/2110]\tTime  0.610 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7329e-01 (2.6139e-01)\tAcc@1  90.62 ( 90.81)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1950/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.5091e-01 (2.6157e-01)\tAcc@1  86.72 ( 90.80)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1960/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6828e-01 (2.6173e-01)\tAcc@1  92.19 ( 90.79)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1970/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6121e-01 (2.6170e-01)\tAcc@1  92.19 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][1980/2110]\tTime  0.571 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.9955e-01 (2.6177e-01)\tAcc@1  90.62 ( 90.79)\tAcc@5  98.44 ( 99.64)\n","Epoch: [37][1990/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.8282e-01 (2.6185e-01)\tAcc@1  85.94 ( 90.79)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2000/2110]\tTime  0.424 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2660e-01 (2.6174e-01)\tAcc@1  90.62 ( 90.79)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2010/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3657e-01 (2.6169e-01)\tAcc@1  92.19 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2020/2110]\tTime  0.609 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.7361e-01 (2.6171e-01)\tAcc@1  93.75 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2030/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.7710e-01 (2.6161e-01)\tAcc@1  92.19 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2040/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1530e-01 (2.6159e-01)\tAcc@1  92.19 ( 90.80)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2050/2110]\tTime  0.406 ( 0.439)\tData  0.000 ( 0.000)\tLoss 4.1247e-01 (2.6174e-01)\tAcc@1  87.50 ( 90.80)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][2060/2110]\tTime  0.598 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7355e-01 (2.6189e-01)\tAcc@1  90.62 ( 90.78)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2070/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.4709e-01 (2.6193e-01)\tAcc@1  92.19 ( 90.78)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2080/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7082e-01 (2.6185e-01)\tAcc@1  90.62 ( 90.78)\tAcc@5 100.00 ( 99.64)\n","Epoch: [37][2090/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3426e-01 (2.6187e-01)\tAcc@1  90.62 ( 90.78)\tAcc@5  99.22 ( 99.64)\n","Epoch: [37][2100/2110]\tTime  0.582 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.0340e-01 (2.6178e-01)\tAcc@1  93.75 ( 90.79)\tAcc@5 100.00 ( 99.64)\n","=> Acc@1 90.787 Acc@5 99.642\n","=> Val@1 82.740\n","==> 990.51 seconds to train this epoch\n","\n","\n","----- epoch: 38, lr: 0.010000000000000002 -----\n","epoch :  38\n","Epoch: [38][   0/2110]\tTime  0.735 ( 0.735)\tData  0.227 ( 0.227)\tLoss 3.1562e-01 (3.1562e-01)\tAcc@1  89.84 ( 89.84)\tAcc@5 100.00 (100.00)\n","Epoch: [38][  10/2110]\tTime  0.434 ( 0.470)\tData  0.000 ( 0.021)\tLoss 2.4946e-01 (2.6398e-01)\tAcc@1  93.75 ( 90.91)\tAcc@5  99.22 ( 99.64)\n","Epoch: [38][  20/2110]\tTime  0.422 ( 0.457)\tData  0.000 ( 0.011)\tLoss 2.2989e-01 (2.6707e-01)\tAcc@1  91.41 ( 90.74)\tAcc@5 100.00 ( 99.74)\n","Epoch: [38][  30/2110]\tTime  0.412 ( 0.445)\tData  0.000 ( 0.008)\tLoss 2.7489e-01 (2.5971e-01)\tAcc@1  92.19 ( 90.83)\tAcc@5  99.22 ( 99.72)\n","Epoch: [38][  40/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.006)\tLoss 3.2119e-01 (2.5822e-01)\tAcc@1  91.41 ( 90.99)\tAcc@5  99.22 ( 99.75)\n","Epoch: [38][  50/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.005)\tLoss 3.2716e-01 (2.5815e-01)\tAcc@1  89.84 ( 90.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [38][  60/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.004)\tLoss 2.1752e-01 (2.6139e-01)\tAcc@1  92.97 ( 90.79)\tAcc@5  99.22 ( 99.71)\n","Epoch: [38][  70/2110]\tTime  0.429 ( 0.443)\tData  0.000 ( 0.004)\tLoss 1.6693e-01 (2.6479e-01)\tAcc@1  94.53 ( 90.62)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][  80/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.003)\tLoss 2.6260e-01 (2.6400e-01)\tAcc@1  88.28 ( 90.53)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][  90/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.003)\tLoss 2.8340e-01 (2.6288e-01)\tAcc@1  90.62 ( 90.57)\tAcc@5  99.22 ( 99.67)\n","Epoch: [38][ 100/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.003)\tLoss 3.0603e-01 (2.6135e-01)\tAcc@1  89.06 ( 90.69)\tAcc@5  99.22 ( 99.68)\n","Epoch: [38][ 110/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.2831e-01 (2.6279e-01)\tAcc@1  92.97 ( 90.70)\tAcc@5 100.00 ( 99.68)\n","Epoch: [38][ 120/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.1479e-01 (2.6273e-01)\tAcc@1  94.53 ( 90.71)\tAcc@5  98.44 ( 99.63)\n","Epoch: [38][ 130/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.002)\tLoss 3.0562e-01 (2.6384e-01)\tAcc@1  91.41 ( 90.67)\tAcc@5  99.22 ( 99.60)\n","Epoch: [38][ 140/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.002)\tLoss 2.8526e-01 (2.6373e-01)\tAcc@1  91.41 ( 90.67)\tAcc@5  99.22 ( 99.60)\n","Epoch: [38][ 150/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.7994e-01 (2.6330e-01)\tAcc@1  89.84 ( 90.67)\tAcc@5 100.00 ( 99.60)\n","Epoch: [38][ 160/2110]\tTime  0.417 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.0763e-01 (2.6313e-01)\tAcc@1  92.19 ( 90.64)\tAcc@5  99.22 ( 99.59)\n","Epoch: [38][ 170/2110]\tTime  0.412 ( 0.438)\tData  0.000 ( 0.002)\tLoss 1.8739e-01 (2.6212e-01)\tAcc@1  93.75 ( 90.70)\tAcc@5 100.00 ( 99.59)\n","Epoch: [38][ 180/2110]\tTime  0.408 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.5720e-01 (2.6130e-01)\tAcc@1  90.62 ( 90.72)\tAcc@5 100.00 ( 99.60)\n","Epoch: [38][ 190/2110]\tTime  0.419 ( 0.438)\tData  0.000 ( 0.002)\tLoss 2.1919e-01 (2.6046e-01)\tAcc@1  92.19 ( 90.77)\tAcc@5 100.00 ( 99.61)\n","Epoch: [38][ 200/2110]\tTime  0.409 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.3559e-01 (2.5958e-01)\tAcc@1  92.19 ( 90.84)\tAcc@5 100.00 ( 99.62)\n","Epoch: [38][ 210/2110]\tTime  0.410 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.4096e-01 (2.5951e-01)\tAcc@1  91.41 ( 90.83)\tAcc@5  99.22 ( 99.62)\n","Epoch: [38][ 220/2110]\tTime  0.437 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.7452e-01 (2.5768e-01)\tAcc@1  95.31 ( 90.92)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 230/2110]\tTime  0.420 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.8514e-01 (2.5727e-01)\tAcc@1  92.19 ( 90.94)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 240/2110]\tTime  0.413 ( 0.438)\tData  0.000 ( 0.001)\tLoss 1.7919e-01 (2.5780e-01)\tAcc@1  94.53 ( 90.91)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 250/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2946e-01 (2.5704e-01)\tAcc@1  92.19 ( 90.93)\tAcc@5  99.22 ( 99.64)\n","Epoch: [38][ 260/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1321e-01 (2.5800e-01)\tAcc@1  90.62 ( 90.89)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 270/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4513e-01 (2.5708e-01)\tAcc@1  90.62 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][ 280/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6659e-01 (2.5688e-01)\tAcc@1  88.28 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][ 290/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9367e-01 (2.5735e-01)\tAcc@1  85.94 ( 90.86)\tAcc@5  99.22 ( 99.64)\n","Epoch: [38][ 300/2110]\tTime  0.462 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.3134e-01 (2.5702e-01)\tAcc@1  89.06 ( 90.88)\tAcc@5  98.44 ( 99.63)\n","Epoch: [38][ 310/2110]\tTime  0.414 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.5863e-01 (2.5712e-01)\tAcc@1  90.62 ( 90.89)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 320/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4440e-01 (2.5757e-01)\tAcc@1  92.19 ( 90.89)\tAcc@5  99.22 ( 99.63)\n","Epoch: [38][ 330/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3450e-01 (2.5752e-01)\tAcc@1  92.19 ( 90.90)\tAcc@5  99.22 ( 99.63)\n","Epoch: [38][ 340/2110]\tTime  0.591 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9887e-01 (2.5705e-01)\tAcc@1  89.06 ( 90.91)\tAcc@5  99.22 ( 99.63)\n","Epoch: [38][ 350/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.6317e-01 (2.5578e-01)\tAcc@1  94.53 ( 90.96)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 360/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2583e-01 (2.5555e-01)\tAcc@1  91.41 ( 90.97)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 370/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1110e-01 (2.5517e-01)\tAcc@1  92.19 ( 90.97)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 380/2110]\tTime  0.433 ( 0.439)\tData  0.000 ( 0.001)\tLoss 4.1821e-01 (2.5535e-01)\tAcc@1  85.16 ( 90.98)\tAcc@5  99.22 ( 99.63)\n","Epoch: [38][ 390/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.5264e-01 (2.5515e-01)\tAcc@1  85.94 ( 91.00)\tAcc@5 100.00 ( 99.63)\n","Epoch: [38][ 400/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8981e-01 (2.5537e-01)\tAcc@1  90.62 ( 91.01)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 410/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7567e-01 (2.5468e-01)\tAcc@1  93.75 ( 91.04)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 420/2110]\tTime  0.585 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.8823e-01 (2.5473e-01)\tAcc@1  90.62 ( 91.04)\tAcc@5 100.00 ( 99.64)\n","Epoch: [38][ 430/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5129e-01 (2.5443e-01)\tAcc@1  90.62 ( 91.04)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][ 440/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1896e-01 (2.5425e-01)\tAcc@1  89.84 ( 91.04)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][ 450/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2062e-01 (2.5414e-01)\tAcc@1  92.97 ( 91.05)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][ 460/2110]\tTime  0.439 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5934e-01 (2.5464e-01)\tAcc@1  89.84 ( 91.04)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 470/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1985e-01 (2.5471e-01)\tAcc@1  88.28 ( 91.03)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 480/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8282e-01 (2.5503e-01)\tAcc@1  92.19 ( 91.02)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][ 490/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.4508e-01 (2.5553e-01)\tAcc@1  87.50 ( 90.99)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 500/2110]\tTime  0.561 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0310e-01 (2.5511e-01)\tAcc@1  94.53 ( 91.02)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 510/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3710e-01 (2.5548e-01)\tAcc@1  90.62 ( 90.99)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 520/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2436e-01 (2.5510e-01)\tAcc@1  90.62 ( 91.01)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 530/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4743e-01 (2.5459e-01)\tAcc@1  92.97 ( 91.02)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 540/2110]\tTime  0.578 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1167e-01 (2.5495e-01)\tAcc@1  92.19 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 550/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 4.1596e-01 (2.5568e-01)\tAcc@1  85.94 ( 90.96)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][ 560/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9496e-01 (2.5589e-01)\tAcc@1  90.62 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 570/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.5649e-01 (2.5553e-01)\tAcc@1  93.75 ( 90.97)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 580/2110]\tTime  0.564 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6319e-01 (2.5547e-01)\tAcc@1  90.62 ( 90.97)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 590/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 4.0093e-01 (2.5607e-01)\tAcc@1  88.28 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 600/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2489e-01 (2.5600e-01)\tAcc@1  89.84 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 610/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0437e-01 (2.5595e-01)\tAcc@1  90.62 ( 90.97)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][ 620/2110]\tTime  0.431 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4804e-01 (2.5583e-01)\tAcc@1  89.06 ( 90.97)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 630/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.3245e-01 (2.5589e-01)\tAcc@1  89.06 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 640/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1131e-01 (2.5550e-01)\tAcc@1  86.72 ( 90.97)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 650/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8725e-01 (2.5541e-01)\tAcc@1  90.62 ( 90.98)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 660/2110]\tTime  0.567 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0780e-01 (2.5602e-01)\tAcc@1  90.62 ( 90.96)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 670/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5607e-01 (2.5656e-01)\tAcc@1  88.28 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 680/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9380e-01 (2.5671e-01)\tAcc@1  94.53 ( 90.93)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 690/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1664e-01 (2.5642e-01)\tAcc@1  93.75 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 700/2110]\tTime  0.565 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3233e-01 (2.5673e-01)\tAcc@1  93.75 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 710/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8728e-01 (2.5674e-01)\tAcc@1  89.84 ( 90.95)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 720/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1581e-01 (2.5655e-01)\tAcc@1  88.28 ( 90.97)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 730/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4293e-01 (2.5649e-01)\tAcc@1  89.84 ( 90.97)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 740/2110]\tTime  0.535 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.0875e-01 (2.5621e-01)\tAcc@1  92.19 ( 90.99)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 750/2110]\tTime  0.412 ( 0.439)\tData  0.006 ( 0.001)\tLoss 2.7859e-01 (2.5603e-01)\tAcc@1  90.62 ( 91.00)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][ 760/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.7362e-01 (2.5603e-01)\tAcc@1  85.94 ( 90.99)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 770/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2340e-01 (2.5635e-01)\tAcc@1  91.41 ( 90.98)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 780/2110]\tTime  0.574 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5576e-01 (2.5645e-01)\tAcc@1  89.84 ( 90.98)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 790/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.8629e-01 (2.5664e-01)\tAcc@1  92.19 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 800/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3085e-01 (2.5641e-01)\tAcc@1  92.19 ( 90.97)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 810/2110]\tTime  0.418 ( 0.439)\tData  0.007 ( 0.001)\tLoss 2.6862e-01 (2.5685e-01)\tAcc@1  91.41 ( 90.95)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 820/2110]\tTime  0.580 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5006e-01 (2.5680e-01)\tAcc@1  93.75 ( 90.96)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][ 830/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7623e-01 (2.5644e-01)\tAcc@1  91.41 ( 90.98)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 840/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0130e-01 (2.5682e-01)\tAcc@1  92.97 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 850/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.3061e-01 (2.5675e-01)\tAcc@1  86.72 ( 90.95)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][ 860/2110]\tTime  0.591 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5975e-01 (2.5686e-01)\tAcc@1  90.62 ( 90.95)\tAcc@5  99.22 ( 99.67)\n","Epoch: [38][ 870/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9098e-01 (2.5662e-01)\tAcc@1  92.97 ( 90.96)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 880/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0583e-01 (2.5658e-01)\tAcc@1  92.19 ( 90.96)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 890/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.9906e-01 (2.5656e-01)\tAcc@1  85.94 ( 90.97)\tAcc@5  98.44 ( 99.67)\n","Epoch: [38][ 900/2110]\tTime  0.464 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.6472e-01 (2.5635e-01)\tAcc@1  94.53 ( 90.98)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 910/2110]\tTime  0.409 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6766e-01 (2.5658e-01)\tAcc@1  91.41 ( 90.97)\tAcc@5  98.44 ( 99.67)\n","Epoch: [38][ 920/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2665e-01 (2.5650e-01)\tAcc@1  91.41 ( 90.98)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 930/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8271e-01 (2.5633e-01)\tAcc@1  90.62 ( 90.97)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 940/2110]\tTime  0.565 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.8609e-01 (2.5633e-01)\tAcc@1  82.81 ( 90.97)\tAcc@5  99.22 ( 99.67)\n","Epoch: [38][ 950/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1631e-01 (2.5595e-01)\tAcc@1  94.53 ( 90.99)\tAcc@5  99.22 ( 99.67)\n","Epoch: [38][ 960/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1784e-01 (2.5644e-01)\tAcc@1  89.84 ( 90.97)\tAcc@5  98.44 ( 99.67)\n","Epoch: [38][ 970/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9950e-01 (2.5617e-01)\tAcc@1  88.28 ( 90.97)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 980/2110]\tTime  0.598 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2110e-01 (2.5614e-01)\tAcc@1  91.41 ( 90.98)\tAcc@5 100.00 ( 99.67)\n","Epoch: [38][ 990/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.7320e-01 (2.5667e-01)\tAcc@1  87.50 ( 90.97)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][1000/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1458e-01 (2.5663e-01)\tAcc@1  92.19 ( 90.97)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1010/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3286e-01 (2.5697e-01)\tAcc@1  93.75 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1020/2110]\tTime  0.605 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8392e-01 (2.5708e-01)\tAcc@1  89.84 ( 90.96)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1030/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8935e-01 (2.5753e-01)\tAcc@1  89.84 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1040/2110]\tTime  0.436 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.4856e-01 (2.5748e-01)\tAcc@1  86.72 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1050/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7094e-01 (2.5713e-01)\tAcc@1  92.97 ( 90.95)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][1060/2110]\tTime  0.579 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.2133e-01 (2.5716e-01)\tAcc@1  96.09 ( 90.95)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1070/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9034e-01 (2.5721e-01)\tAcc@1  91.41 ( 90.95)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1080/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9454e-01 (2.5709e-01)\tAcc@1  94.53 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1090/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9436e-01 (2.5697e-01)\tAcc@1  92.19 ( 90.95)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][1100/2110]\tTime  0.590 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.6847e-01 (2.5716e-01)\tAcc@1  90.62 ( 90.94)\tAcc@5  98.44 ( 99.66)\n","Epoch: [38][1110/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5449e-01 (2.5725e-01)\tAcc@1  91.41 ( 90.94)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][1120/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8198e-01 (2.5750e-01)\tAcc@1  92.19 ( 90.94)\tAcc@5  99.22 ( 99.66)\n","Epoch: [38][1130/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8858e-01 (2.5741e-01)\tAcc@1  94.53 ( 90.94)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1140/2110]\tTime  0.583 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1048e-01 (2.5761e-01)\tAcc@1  88.28 ( 90.94)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1150/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1857e-01 (2.5753e-01)\tAcc@1  91.41 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1160/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9217e-01 (2.5760e-01)\tAcc@1  87.50 ( 90.94)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1170/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7282e-01 (2.5769e-01)\tAcc@1  89.06 ( 90.94)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1180/2110]\tTime  0.580 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0848e-01 (2.5792e-01)\tAcc@1  89.06 ( 90.93)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1190/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4315e-01 (2.5764e-01)\tAcc@1  92.19 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1200/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5807e-01 (2.5771e-01)\tAcc@1  87.50 ( 90.94)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1210/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8302e-01 (2.5759e-01)\tAcc@1  89.84 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1220/2110]\tTime  0.586 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5699e-01 (2.5764e-01)\tAcc@1  89.06 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1230/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8185e-01 (2.5753e-01)\tAcc@1  88.28 ( 90.95)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1240/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.5441e-01 (2.5766e-01)\tAcc@1  86.72 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1250/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9630e-01 (2.5753e-01)\tAcc@1  92.97 ( 90.95)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1260/2110]\tTime  0.589 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2741e-01 (2.5767e-01)\tAcc@1  92.19 ( 90.94)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1270/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9705e-01 (2.5804e-01)\tAcc@1  90.62 ( 90.94)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1280/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0725e-01 (2.5798e-01)\tAcc@1  92.19 ( 90.94)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1290/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5696e-01 (2.5802e-01)\tAcc@1  89.06 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1300/2110]\tTime  0.625 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8982e-01 (2.5824e-01)\tAcc@1  88.28 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1310/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2776e-01 (2.5825e-01)\tAcc@1  85.16 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1320/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.3431e-01 (2.5833e-01)\tAcc@1  85.94 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1330/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0357e-01 (2.5833e-01)\tAcc@1  88.28 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1340/2110]\tTime  0.436 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.5640e-01 (2.5813e-01)\tAcc@1  88.28 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1350/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6631e-01 (2.5803e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1360/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.3108e-01 (2.5788e-01)\tAcc@1  96.09 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1370/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6495e-01 (2.5776e-01)\tAcc@1  95.31 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1380/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7938e-01 (2.5793e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1390/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4640e-01 (2.5805e-01)\tAcc@1  92.19 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1400/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9856e-01 (2.5784e-01)\tAcc@1  89.06 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1410/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1605e-01 (2.5794e-01)\tAcc@1  87.50 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1420/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0845e-01 (2.5801e-01)\tAcc@1  85.94 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1430/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6276e-01 (2.5825e-01)\tAcc@1  92.19 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1440/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2843e-01 (2.5828e-01)\tAcc@1  92.19 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1450/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9483e-01 (2.5821e-01)\tAcc@1  94.53 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1460/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4680e-01 (2.5812e-01)\tAcc@1  89.84 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1470/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7029e-01 (2.5816e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1480/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4033e-01 (2.5810e-01)\tAcc@1  92.97 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1490/2110]\tTime  0.429 ( 0.440)\tData  0.002 ( 0.001)\tLoss 2.8895e-01 (2.5821e-01)\tAcc@1  89.06 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1500/2110]\tTime  0.432 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3107e-01 (2.5813e-01)\tAcc@1  89.06 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1510/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9431e-01 (2.5811e-01)\tAcc@1  89.84 ( 90.93)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1520/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8875e-01 (2.5808e-01)\tAcc@1  88.28 ( 90.93)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1530/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5448e-01 (2.5816e-01)\tAcc@1  91.41 ( 90.93)\tAcc@5  98.44 ( 99.65)\n","Epoch: [38][1540/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1030e-01 (2.5809e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1550/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4357e-01 (2.5810e-01)\tAcc@1  89.06 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1560/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6825e-01 (2.5793e-01)\tAcc@1  89.84 ( 90.92)\tAcc@5  98.44 ( 99.65)\n","Epoch: [38][1570/2110]\tTime  0.444 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3461e-01 (2.5802e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1580/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8846e-01 (2.5816e-01)\tAcc@1  91.41 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1590/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9076e-01 (2.5802e-01)\tAcc@1  94.53 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1600/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4252e-01 (2.5791e-01)\tAcc@1  92.19 ( 90.92)\tAcc@5  98.44 ( 99.65)\n","Epoch: [38][1610/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0702e-01 (2.5799e-01)\tAcc@1  88.28 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1620/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5992e-01 (2.5793e-01)\tAcc@1  87.50 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1630/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6592e-01 (2.5788e-01)\tAcc@1  88.28 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1640/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5316e-01 (2.5788e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1650/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8459e-01 (2.5774e-01)\tAcc@1  92.19 ( 90.92)\tAcc@5  98.44 ( 99.65)\n","Epoch: [38][1660/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4714e-01 (2.5785e-01)\tAcc@1  91.41 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1670/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5302e-01 (2.5798e-01)\tAcc@1  89.84 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1680/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.5870e-01 (2.5795e-01)\tAcc@1  92.97 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1690/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3202e-01 (2.5789e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1700/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.6022e-01 (2.5786e-01)\tAcc@1  88.28 ( 90.92)\tAcc@5  98.44 ( 99.65)\n","Epoch: [38][1710/2110]\tTime  0.449 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4572e-01 (2.5803e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1720/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2964e-01 (2.5796e-01)\tAcc@1  92.19 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1730/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7026e-01 (2.5795e-01)\tAcc@1  90.62 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1740/2110]\tTime  0.427 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1736e-01 (2.5801e-01)\tAcc@1  89.84 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1750/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1288e-01 (2.5810e-01)\tAcc@1  89.06 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1760/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0342e-01 (2.5811e-01)\tAcc@1  92.19 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1770/2110]\tTime  0.479 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5989e-01 (2.5823e-01)\tAcc@1  92.97 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1780/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0306e-01 (2.5826e-01)\tAcc@1  87.50 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1790/2110]\tTime  0.455 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7674e-01 (2.5814e-01)\tAcc@1  91.41 ( 90.91)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1800/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4899e-01 (2.5809e-01)\tAcc@1  89.06 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1810/2110]\tTime  0.484 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7161e-01 (2.5811e-01)\tAcc@1  92.19 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1820/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6865e-01 (2.5804e-01)\tAcc@1  92.97 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1830/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.8919e-01 (2.5803e-01)\tAcc@1  95.31 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1840/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6531e-01 (2.5806e-01)\tAcc@1  92.19 ( 90.93)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1850/2110]\tTime  0.564 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7752e-01 (2.5812e-01)\tAcc@1  89.06 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1860/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5790e-01 (2.5809e-01)\tAcc@1  88.28 ( 90.92)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1870/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2082e-01 (2.5805e-01)\tAcc@1  92.19 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1880/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.6082e-01 (2.5793e-01)\tAcc@1  93.75 ( 90.92)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1890/2110]\tTime  0.512 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7440e-01 (2.5791e-01)\tAcc@1  89.84 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1900/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5106e-01 (2.5804e-01)\tAcc@1  92.97 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1910/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3263e-01 (2.5799e-01)\tAcc@1  89.84 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1920/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2646e-01 (2.5785e-01)\tAcc@1  93.75 ( 90.91)\tAcc@5 100.00 ( 99.66)\n","Epoch: [38][1930/2110]\tTime  0.579 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1631e-01 (2.5796e-01)\tAcc@1  87.50 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1940/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3935e-01 (2.5777e-01)\tAcc@1  92.19 ( 90.91)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1950/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2242e-01 (2.5804e-01)\tAcc@1  88.28 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1960/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.7499e-01 (2.5805e-01)\tAcc@1  85.94 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1970/2110]\tTime  0.550 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8943e-01 (2.5804e-01)\tAcc@1  91.41 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][1980/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7759e-01 (2.5804e-01)\tAcc@1  89.84 ( 90.90)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][1990/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1401e-01 (2.5800e-01)\tAcc@1  90.62 ( 90.90)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][2000/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3074e-01 (2.5814e-01)\tAcc@1  91.41 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2010/2110]\tTime  0.573 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1748e-01 (2.5817e-01)\tAcc@1  88.28 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2020/2110]\tTime  0.408 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.9961e-01 (2.5826e-01)\tAcc@1  88.28 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2030/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6235e-01 (2.5832e-01)\tAcc@1  85.94 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2040/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2358e-01 (2.5837e-01)\tAcc@1  90.62 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2050/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2430e-01 (2.5841e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2060/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3910e-01 (2.5827e-01)\tAcc@1  90.62 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][2070/2110]\tTime  0.424 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5926e-01 (2.5835e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2080/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3252e-01 (2.5837e-01)\tAcc@1  92.19 ( 90.88)\tAcc@5 100.00 ( 99.65)\n","Epoch: [38][2090/2110]\tTime  0.564 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.7599e-01 (2.5825e-01)\tAcc@1  94.53 ( 90.88)\tAcc@5  99.22 ( 99.65)\n","Epoch: [38][2100/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7039e-01 (2.5820e-01)\tAcc@1  91.41 ( 90.89)\tAcc@5 100.00 ( 99.65)\n","=> Acc@1 90.885 Acc@5 99.650\n","=> Val@1 82.724\n","==> 991.69 seconds to train this epoch\n","\n","\n","----- epoch: 39, lr: 0.010000000000000002 -----\n","epoch :  39\n","Epoch: [39][   0/2110]\tTime  0.733 ( 0.733)\tData  0.215 ( 0.215)\tLoss 2.5103e-01 (2.5103e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5 100.00 (100.00)\n","Epoch: [39][  10/2110]\tTime  0.412 ( 0.471)\tData  0.000 ( 0.020)\tLoss 2.4661e-01 (2.4277e-01)\tAcc@1  89.84 ( 91.48)\tAcc@5 100.00 ( 99.86)\n","Epoch: [39][  20/2110]\tTime  0.472 ( 0.455)\tData  0.000 ( 0.011)\tLoss 2.1218e-01 (2.4290e-01)\tAcc@1  91.41 ( 91.18)\tAcc@5 100.00 ( 99.59)\n","Epoch: [39][  30/2110]\tTime  0.437 ( 0.449)\tData  0.000 ( 0.007)\tLoss 1.6463e-01 (2.4408e-01)\tAcc@1  93.75 ( 91.20)\tAcc@5 100.00 ( 99.65)\n","Epoch: [39][  40/2110]\tTime  0.414 ( 0.451)\tData  0.000 ( 0.006)\tLoss 2.3043e-01 (2.4259e-01)\tAcc@1  93.75 ( 91.29)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][  50/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.005)\tLoss 2.0244e-01 (2.4630e-01)\tAcc@1  92.19 ( 91.08)\tAcc@5 100.00 ( 99.72)\n","Epoch: [39][  60/2110]\tTime  0.577 ( 0.447)\tData  0.000 ( 0.004)\tLoss 2.0771e-01 (2.4346e-01)\tAcc@1  92.19 ( 91.25)\tAcc@5 100.00 ( 99.73)\n","Epoch: [39][  70/2110]\tTime  0.411 ( 0.444)\tData  0.000 ( 0.003)\tLoss 2.3068e-01 (2.4581e-01)\tAcc@1  92.97 ( 91.25)\tAcc@5  98.44 ( 99.71)\n","Epoch: [39][  80/2110]\tTime  0.409 ( 0.443)\tData  0.000 ( 0.003)\tLoss 2.0895e-01 (2.4654e-01)\tAcc@1  92.97 ( 91.19)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][  90/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.003)\tLoss 1.5863e-01 (2.4566e-01)\tAcc@1  94.53 ( 91.23)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 100/2110]\tTime  0.571 ( 0.444)\tData  0.000 ( 0.003)\tLoss 2.5880e-01 (2.4672e-01)\tAcc@1  89.84 ( 91.24)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 110/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.002)\tLoss 1.5394e-01 (2.4610e-01)\tAcc@1  93.75 ( 91.20)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 120/2110]\tTime  0.430 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.6568e-01 (2.4774e-01)\tAcc@1  90.62 ( 91.14)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 130/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.002)\tLoss 1.8937e-01 (2.4775e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][ 140/2110]\tTime  0.578 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.7759e-01 (2.4853e-01)\tAcc@1  89.06 ( 91.08)\tAcc@5  98.44 ( 99.69)\n","Epoch: [39][ 150/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.002)\tLoss 2.7653e-01 (2.5059e-01)\tAcc@1  91.41 ( 90.98)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 160/2110]\tTime  0.409 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.4897e-01 (2.4949e-01)\tAcc@1  93.75 ( 91.02)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 170/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.6498e-01 (2.4915e-01)\tAcc@1  92.19 ( 91.05)\tAcc@5  99.22 ( 99.71)\n","Epoch: [39][ 180/2110]\tTime  0.528 ( 0.443)\tData  0.002 ( 0.002)\tLoss 2.8165e-01 (2.4871e-01)\tAcc@1  85.94 ( 91.06)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 190/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8457e-01 (2.4849e-01)\tAcc@1  94.53 ( 91.05)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 200/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.3875e-01 (2.5065e-01)\tAcc@1  85.16 ( 91.01)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][ 210/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1528e-01 (2.4956e-01)\tAcc@1  92.19 ( 91.04)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][ 220/2110]\tTime  0.571 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8932e-01 (2.5082e-01)\tAcc@1  95.31 ( 91.04)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][ 230/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5902e-01 (2.5092e-01)\tAcc@1  91.41 ( 91.03)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][ 240/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5293e-01 (2.5043e-01)\tAcc@1  87.50 ( 91.02)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][ 250/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4705e-01 (2.4925e-01)\tAcc@1  91.41 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][ 260/2110]\tTime  0.578 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6786e-01 (2.4973e-01)\tAcc@1  89.06 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][ 270/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.1773e-01 (2.4904e-01)\tAcc@1  85.94 ( 91.09)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 280/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1593e-01 (2.4993e-01)\tAcc@1  92.19 ( 91.04)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 290/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1058e-01 (2.4947e-01)\tAcc@1  91.41 ( 91.03)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 300/2110]\tTime  0.571 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2952e-01 (2.5021e-01)\tAcc@1  87.50 ( 91.00)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 310/2110]\tTime  0.408 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7465e-01 (2.4958e-01)\tAcc@1  89.84 ( 91.05)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 320/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8091e-01 (2.4923e-01)\tAcc@1  92.97 ( 91.04)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 330/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3463e-01 (2.5003e-01)\tAcc@1  92.19 ( 91.03)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 340/2110]\tTime  0.580 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7588e-01 (2.4933e-01)\tAcc@1  93.75 ( 91.11)\tAcc@5  98.44 ( 99.70)\n","Epoch: [39][ 350/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.7025e-01 (2.4916e-01)\tAcc@1  86.72 ( 91.13)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 360/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5310e-01 (2.4905e-01)\tAcc@1  88.28 ( 91.14)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 370/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7906e-01 (2.4941e-01)\tAcc@1  89.84 ( 91.13)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 380/2110]\tTime  0.580 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6394e-01 (2.4919e-01)\tAcc@1  93.75 ( 91.13)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 390/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7041e-01 (2.4916e-01)\tAcc@1  89.06 ( 91.13)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 400/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.6709e-01 (2.4999e-01)\tAcc@1  89.06 ( 91.12)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 410/2110]\tTime  0.410 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.2581e-01 (2.4984e-01)\tAcc@1  85.94 ( 91.12)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 420/2110]\tTime  0.480 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5245e-01 (2.4989e-01)\tAcc@1  93.75 ( 91.11)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 430/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.8873e-01 (2.5006e-01)\tAcc@1  85.16 ( 91.09)\tAcc@5  98.44 ( 99.69)\n","Epoch: [39][ 440/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2617e-01 (2.4997e-01)\tAcc@1  92.19 ( 91.11)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 450/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1495e-01 (2.4979e-01)\tAcc@1  89.06 ( 91.12)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 460/2110]\tTime  0.410 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.4790e-01 (2.5008e-01)\tAcc@1  89.06 ( 91.11)\tAcc@5  96.88 ( 99.69)\n","Epoch: [39][ 470/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6142e-01 (2.4981e-01)\tAcc@1  88.28 ( 91.11)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 480/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6637e-01 (2.4926e-01)\tAcc@1  92.19 ( 91.12)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 490/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8944e-01 (2.4865e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 500/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9495e-01 (2.4815e-01)\tAcc@1  92.97 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 510/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1188e-01 (2.4755e-01)\tAcc@1  93.75 ( 91.20)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 520/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1657e-01 (2.4819e-01)\tAcc@1  89.84 ( 91.18)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 530/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5262e-01 (2.4774e-01)\tAcc@1  89.06 ( 91.19)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 540/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9312e-01 (2.4787e-01)\tAcc@1  94.53 ( 91.19)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 550/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1568e-01 (2.4818e-01)\tAcc@1  92.19 ( 91.18)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 560/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8973e-01 (2.4793e-01)\tAcc@1  96.09 ( 91.20)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 570/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4474e-01 (2.4760e-01)\tAcc@1  89.06 ( 91.20)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 580/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8637e-01 (2.4813e-01)\tAcc@1  89.06 ( 91.19)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 590/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7803e-01 (2.4820e-01)\tAcc@1  90.62 ( 91.19)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 600/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7979e-01 (2.4807e-01)\tAcc@1  92.97 ( 91.19)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 610/2110]\tTime  0.410 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4009e-01 (2.4815e-01)\tAcc@1  91.41 ( 91.20)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 620/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0428e-01 (2.4832e-01)\tAcc@1  92.97 ( 91.19)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 630/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3752e-01 (2.4880e-01)\tAcc@1  90.62 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 640/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5190e-01 (2.4889e-01)\tAcc@1  92.19 ( 91.17)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 650/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1260e-01 (2.4904e-01)\tAcc@1  92.19 ( 91.16)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 660/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2784e-01 (2.4941e-01)\tAcc@1  89.06 ( 91.13)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 670/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3051e-01 (2.4928e-01)\tAcc@1  93.75 ( 91.15)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 680/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.4728e-01 (2.4929e-01)\tAcc@1  96.09 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 690/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8282e-01 (2.4898e-01)\tAcc@1  91.41 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 700/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3492e-01 (2.4883e-01)\tAcc@1  91.41 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 710/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1473e-01 (2.4898e-01)\tAcc@1  89.84 ( 91.15)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 720/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4100e-01 (2.4908e-01)\tAcc@1  87.50 ( 91.14)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 730/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8853e-01 (2.4869e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 740/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5009e-01 (2.4858e-01)\tAcc@1  94.53 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 750/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3426e-01 (2.4854e-01)\tAcc@1  92.19 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 760/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7252e-01 (2.4877e-01)\tAcc@1  92.97 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 770/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6475e-01 (2.4899e-01)\tAcc@1  97.66 ( 91.18)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][ 780/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.5465e-01 (2.4929e-01)\tAcc@1  95.31 ( 91.17)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][ 790/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4401e-01 (2.4925e-01)\tAcc@1  92.19 ( 91.17)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][ 800/2110]\tTime  0.410 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2655e-01 (2.4883e-01)\tAcc@1  89.84 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 810/2110]\tTime  0.439 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3378e-01 (2.4893e-01)\tAcc@1  92.19 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 820/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9917e-01 (2.4869e-01)\tAcc@1  89.84 ( 91.17)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 830/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6798e-01 (2.4885e-01)\tAcc@1  95.31 ( 91.16)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 840/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.5495e-01 (2.4892e-01)\tAcc@1  94.53 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 850/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8977e-01 (2.4886e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 860/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6732e-01 (2.4879e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 870/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.8928e-01 (2.4863e-01)\tAcc@1  85.94 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 880/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8769e-01 (2.4877e-01)\tAcc@1  89.84 ( 91.16)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 890/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.3896e-01 (2.4833e-01)\tAcc@1  96.09 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 900/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4454e-01 (2.4834e-01)\tAcc@1  91.41 ( 91.18)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 910/2110]\tTime  0.430 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2743e-01 (2.4856e-01)\tAcc@1  91.41 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 920/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7116e-01 (2.4847e-01)\tAcc@1  92.97 ( 91.17)\tAcc@5 100.00 ( 99.70)\n","Epoch: [39][ 930/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2126e-01 (2.4869e-01)\tAcc@1  89.06 ( 91.17)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 940/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1023e-01 (2.4868e-01)\tAcc@1  93.75 ( 91.17)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 950/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9038e-01 (2.4885e-01)\tAcc@1  89.84 ( 91.16)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 960/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6190e-01 (2.4908e-01)\tAcc@1  92.19 ( 91.15)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][ 970/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3051e-01 (2.4919e-01)\tAcc@1  92.97 ( 91.15)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 980/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9343e-01 (2.4936e-01)\tAcc@1  87.50 ( 91.14)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][ 990/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6524e-01 (2.4926e-01)\tAcc@1  95.31 ( 91.14)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1000/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1636e-01 (2.4913e-01)\tAcc@1  89.06 ( 91.15)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1010/2110]\tTime  0.484 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3663e-01 (2.4947e-01)\tAcc@1  91.41 ( 91.14)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][1020/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1664e-01 (2.4952e-01)\tAcc@1  92.97 ( 91.13)\tAcc@5  98.44 ( 99.69)\n","Epoch: [39][1030/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5151e-01 (2.4948e-01)\tAcc@1  90.62 ( 91.13)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][1040/2110]\tTime  0.410 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6864e-01 (2.4954e-01)\tAcc@1  90.62 ( 91.12)\tAcc@5  99.22 ( 99.69)\n","Epoch: [39][1050/2110]\tTime  0.443 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6438e-01 (2.4999e-01)\tAcc@1  89.84 ( 91.11)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1060/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1388e-01 (2.5022e-01)\tAcc@1  90.62 ( 91.10)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1070/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9888e-01 (2.5040e-01)\tAcc@1  89.06 ( 91.09)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1080/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6400e-01 (2.5056e-01)\tAcc@1  89.84 ( 91.08)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1090/2110]\tTime  0.584 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1366e-01 (2.5068e-01)\tAcc@1  93.75 ( 91.07)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1100/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.4497e-01 (2.5065e-01)\tAcc@1  87.50 ( 91.07)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1110/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9168e-01 (2.5073e-01)\tAcc@1  91.41 ( 91.08)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1120/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8242e-01 (2.5081e-01)\tAcc@1  90.62 ( 91.07)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1130/2110]\tTime  0.433 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8993e-01 (2.5071e-01)\tAcc@1  93.75 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1140/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.7203e-01 (2.5095e-01)\tAcc@1  86.72 ( 91.07)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1150/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7714e-01 (2.5078e-01)\tAcc@1  96.09 ( 91.08)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1160/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6137e-01 (2.5070e-01)\tAcc@1  90.62 ( 91.08)\tAcc@5  98.44 ( 99.69)\n","Epoch: [39][1170/2110]\tTime  0.577 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5292e-01 (2.5064e-01)\tAcc@1  89.06 ( 91.08)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1180/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3014e-01 (2.5056e-01)\tAcc@1  92.97 ( 91.08)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1190/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2142e-01 (2.5046e-01)\tAcc@1  92.19 ( 91.09)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1200/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8581e-01 (2.5061e-01)\tAcc@1  89.06 ( 91.09)\tAcc@5 100.00 ( 99.69)\n","Epoch: [39][1210/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0029e-01 (2.5071e-01)\tAcc@1  90.62 ( 91.09)\tAcc@5  98.44 ( 99.68)\n","Epoch: [39][1220/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.4159e-01 (2.5081e-01)\tAcc@1  87.50 ( 91.09)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1230/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0516e-01 (2.5089e-01)\tAcc@1  91.41 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1240/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5687e-01 (2.5077e-01)\tAcc@1  89.84 ( 91.09)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1250/2110]\tTime  0.583 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0376e-01 (2.5087e-01)\tAcc@1  94.53 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1260/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1818e-01 (2.5086e-01)\tAcc@1  92.19 ( 91.08)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1270/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9176e-01 (2.5093e-01)\tAcc@1  89.84 ( 91.08)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1280/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0799e-01 (2.5104e-01)\tAcc@1  91.41 ( 91.07)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1290/2110]\tTime  0.431 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9828e-01 (2.5116e-01)\tAcc@1  92.19 ( 91.06)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1300/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6980e-01 (2.5122e-01)\tAcc@1  90.62 ( 91.06)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1310/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2889e-01 (2.5114e-01)\tAcc@1  92.19 ( 91.06)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1320/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0808e-01 (2.5110e-01)\tAcc@1  93.75 ( 91.07)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1330/2110]\tTime  0.587 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9268e-01 (2.5103e-01)\tAcc@1  91.41 ( 91.08)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1340/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3351e-01 (2.5084e-01)\tAcc@1  90.62 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1350/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8981e-01 (2.5085e-01)\tAcc@1  90.62 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1360/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9812e-01 (2.5068e-01)\tAcc@1  92.19 ( 91.09)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1370/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9648e-01 (2.5087e-01)\tAcc@1  89.06 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1380/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1011e-01 (2.5091e-01)\tAcc@1  92.97 ( 91.08)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1390/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.7221e-01 (2.5107e-01)\tAcc@1  88.28 ( 91.07)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1400/2110]\tTime  0.408 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0537e-01 (2.5126e-01)\tAcc@1  93.75 ( 91.06)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1410/2110]\tTime  0.473 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9320e-01 (2.5149e-01)\tAcc@1  89.06 ( 91.05)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1420/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8186e-01 (2.5190e-01)\tAcc@1  93.75 ( 91.04)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1430/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8850e-01 (2.5178e-01)\tAcc@1  95.31 ( 91.05)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1440/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1198e-01 (2.5192e-01)\tAcc@1  91.41 ( 91.04)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1450/2110]\tTime  0.564 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9457e-01 (2.5198e-01)\tAcc@1  88.28 ( 91.03)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1460/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7367e-01 (2.5197e-01)\tAcc@1  88.28 ( 91.03)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1470/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.3567e-01 (2.5223e-01)\tAcc@1  85.16 ( 91.02)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1480/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1976e-01 (2.5219e-01)\tAcc@1  91.41 ( 91.02)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1490/2110]\tTime  0.496 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6305e-01 (2.5233e-01)\tAcc@1  95.31 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1500/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2297e-01 (2.5232e-01)\tAcc@1  91.41 ( 91.01)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1510/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8365e-01 (2.5244e-01)\tAcc@1  91.41 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1520/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3426e-01 (2.5257e-01)\tAcc@1  93.75 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1530/2110]\tTime  0.588 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9713e-01 (2.5253e-01)\tAcc@1  89.06 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1540/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.6111e-01 (2.5242e-01)\tAcc@1  95.31 ( 91.01)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1550/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1316e-01 (2.5252e-01)\tAcc@1  91.41 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1560/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4886e-01 (2.5253e-01)\tAcc@1  89.06 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1570/2110]\tTime  0.574 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9380e-01 (2.5252e-01)\tAcc@1  93.75 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1580/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1581e-01 (2.5269e-01)\tAcc@1  90.62 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1590/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3019e-01 (2.5255e-01)\tAcc@1  91.41 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1600/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1259e-01 (2.5263e-01)\tAcc@1  89.06 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1610/2110]\tTime  0.581 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0286e-01 (2.5256e-01)\tAcc@1  92.97 ( 91.02)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1620/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.0619e-01 (2.5270e-01)\tAcc@1  88.28 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1630/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8945e-01 (2.5272e-01)\tAcc@1  92.97 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1640/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0071e-01 (2.5263e-01)\tAcc@1  89.06 ( 91.01)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1650/2110]\tTime  0.592 ( 0.440)\tData  0.000 ( 0.000)\tLoss 4.0971e-01 (2.5288e-01)\tAcc@1  83.59 ( 91.00)\tAcc@5  98.44 ( 99.68)\n","Epoch: [39][1660/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0788e-01 (2.5285e-01)\tAcc@1  92.97 ( 91.00)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1670/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5862e-01 (2.5280e-01)\tAcc@1  90.62 ( 91.01)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1680/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5640e-01 (2.5301e-01)\tAcc@1  89.84 ( 91.00)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1690/2110]\tTime  0.550 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0895e-01 (2.5316e-01)\tAcc@1  88.28 ( 91.00)\tAcc@5  99.22 ( 99.68)\n","Epoch: [39][1700/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0800e-01 (2.5314e-01)\tAcc@1  93.75 ( 91.00)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1710/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0831e-01 (2.5309e-01)\tAcc@1  93.75 ( 91.01)\tAcc@5 100.00 ( 99.68)\n","Epoch: [39][1720/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.5260e-01 (2.5326e-01)\tAcc@1  85.94 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1730/2110]\tTime  0.586 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2354e-01 (2.5327e-01)\tAcc@1  91.41 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1740/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3489e-01 (2.5324e-01)\tAcc@1  89.06 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1750/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.7957e-01 (2.5343e-01)\tAcc@1  88.28 ( 91.01)\tAcc@5  98.44 ( 99.67)\n","Epoch: [39][1760/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3775e-01 (2.5352e-01)\tAcc@1  92.19 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1770/2110]\tTime  0.485 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9136e-01 (2.5355e-01)\tAcc@1  86.72 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1780/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8036e-01 (2.5353e-01)\tAcc@1  91.41 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1790/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0223e-01 (2.5354e-01)\tAcc@1  89.06 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1800/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1873e-01 (2.5342e-01)\tAcc@1  90.62 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1810/2110]\tTime  0.584 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.7779e-01 (2.5330e-01)\tAcc@1  95.31 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1820/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.5842e-01 (2.5330e-01)\tAcc@1  94.53 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1830/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7864e-01 (2.5338e-01)\tAcc@1  88.28 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1840/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2035e-01 (2.5339e-01)\tAcc@1  93.75 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1850/2110]\tTime  0.448 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3031e-01 (2.5343e-01)\tAcc@1  91.41 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1860/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.5657e-01 (2.5343e-01)\tAcc@1  85.16 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1870/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0576e-01 (2.5357e-01)\tAcc@1  90.62 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1880/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8033e-01 (2.5360e-01)\tAcc@1  89.84 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1890/2110]\tTime  0.605 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1581e-01 (2.5368e-01)\tAcc@1  89.84 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1900/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0133e-01 (2.5372e-01)\tAcc@1  91.41 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1910/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0298e-01 (2.5375e-01)\tAcc@1  93.75 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1920/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2323e-01 (2.5365e-01)\tAcc@1  88.28 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1930/2110]\tTime  0.569 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9353e-01 (2.5356e-01)\tAcc@1  93.75 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1940/2110]\tTime  0.443 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.7371e-01 (2.5358e-01)\tAcc@1  95.31 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1950/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3511e-01 (2.5366e-01)\tAcc@1  85.16 ( 91.01)\tAcc@5  98.44 ( 99.67)\n","Epoch: [39][1960/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5420e-01 (2.5368e-01)\tAcc@1  90.62 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][1970/2110]\tTime  0.566 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.7372e-01 (2.5372e-01)\tAcc@1  92.97 ( 91.00)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][1980/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.4804e-01 (2.5361e-01)\tAcc@1  88.28 ( 91.01)\tAcc@5  98.44 ( 99.67)\n","Epoch: [39][1990/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4877e-01 (2.5350e-01)\tAcc@1  89.84 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2000/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 4.1222e-01 (2.5359e-01)\tAcc@1  84.38 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][2010/2110]\tTime  0.578 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.5776e-01 (2.5357e-01)\tAcc@1  96.09 ( 91.01)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][2020/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6886e-01 (2.5369e-01)\tAcc@1  91.41 ( 91.01)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2030/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0515e-01 (2.5379e-01)\tAcc@1  89.84 ( 91.00)\tAcc@5  98.44 ( 99.67)\n","Epoch: [39][2040/2110]\tTime  0.432 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.4232e-01 (2.5393e-01)\tAcc@1  86.72 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2050/2110]\tTime  0.587 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4981e-01 (2.5383e-01)\tAcc@1  89.84 ( 91.00)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2060/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0262e-01 (2.5399e-01)\tAcc@1  94.53 ( 90.99)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][2070/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0922e-01 (2.5403e-01)\tAcc@1  92.97 ( 90.99)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2080/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.9348e-01 (2.5411e-01)\tAcc@1  85.94 ( 90.99)\tAcc@5  99.22 ( 99.67)\n","Epoch: [39][2090/2110]\tTime  0.445 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7250e-01 (2.5406e-01)\tAcc@1  87.50 ( 90.99)\tAcc@5 100.00 ( 99.67)\n","Epoch: [39][2100/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5525e-01 (2.5409e-01)\tAcc@1  89.06 ( 90.99)\tAcc@5  99.22 ( 99.66)\n","=> Acc@1 90.981 Acc@5 99.665\n","=> Val@1 82.568\n","==> 993.70 seconds to train this epoch\n","\n","\n","----- epoch: 40, lr: 0.010000000000000002 -----\n","epoch :  40\n","Epoch: [40][   0/2110]\tTime  0.709 ( 0.709)\tData  0.211 ( 0.211)\tLoss 2.6695e-01 (2.6695e-01)\tAcc@1  92.19 ( 92.19)\tAcc@5  99.22 ( 99.22)\n","Epoch: [40][  10/2110]\tTime  0.575 ( 0.464)\tData  0.000 ( 0.019)\tLoss 3.1343e-01 (2.5275e-01)\tAcc@1  85.94 ( 90.91)\tAcc@5 100.00 ( 99.72)\n","Epoch: [40][  20/2110]\tTime  0.412 ( 0.451)\tData  0.000 ( 0.010)\tLoss 3.1405e-01 (2.5262e-01)\tAcc@1  87.50 ( 91.11)\tAcc@5 100.00 ( 99.59)\n","Epoch: [40][  30/2110]\tTime  0.418 ( 0.451)\tData  0.000 ( 0.007)\tLoss 2.4285e-01 (2.5157e-01)\tAcc@1  91.41 ( 91.28)\tAcc@5 100.00 ( 99.55)\n","Epoch: [40][  40/2110]\tTime  0.411 ( 0.451)\tData  0.000 ( 0.005)\tLoss 3.2396e-01 (2.5201e-01)\tAcc@1  89.84 ( 91.27)\tAcc@5  99.22 ( 99.58)\n","Epoch: [40][  50/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.004)\tLoss 2.0791e-01 (2.4713e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][  60/2110]\tTime  0.432 ( 0.448)\tData  0.000 ( 0.004)\tLoss 1.9533e-01 (2.4476e-01)\tAcc@1  92.19 ( 91.43)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][  70/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.003)\tLoss 1.3617e-01 (2.3959e-01)\tAcc@1  97.66 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [40][  80/2110]\tTime  0.411 ( 0.445)\tData  0.000 ( 0.003)\tLoss 2.1246e-01 (2.4118e-01)\tAcc@1  92.97 ( 91.51)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][  90/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.003)\tLoss 2.4669e-01 (2.4354e-01)\tAcc@1  87.50 ( 91.36)\tAcc@5  99.22 ( 99.64)\n","Epoch: [40][ 100/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.8334e-01 (2.4387e-01)\tAcc@1  90.62 ( 91.23)\tAcc@5  99.22 ( 99.64)\n","Epoch: [40][ 110/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.0664e-01 (2.4371e-01)\tAcc@1  90.62 ( 91.14)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 120/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.6866e-01 (2.4481e-01)\tAcc@1  91.41 ( 91.16)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 130/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.3912e-01 (2.4306e-01)\tAcc@1  89.84 ( 91.21)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 140/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.5521e-01 (2.4347e-01)\tAcc@1  89.06 ( 91.18)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 150/2110]\tTime  0.411 ( 0.442)\tData  0.000 ( 0.002)\tLoss 3.1489e-01 (2.4487e-01)\tAcc@1  89.84 ( 91.13)\tAcc@5 100.00 ( 99.64)\n","Epoch: [40][ 160/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.002)\tLoss 2.7225e-01 (2.4582e-01)\tAcc@1  89.06 ( 91.10)\tAcc@5  99.22 ( 99.64)\n","Epoch: [40][ 170/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.0391e-01 (2.4657e-01)\tAcc@1  93.75 ( 91.06)\tAcc@5 100.00 ( 99.64)\n","Epoch: [40][ 180/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9223e-01 (2.4588e-01)\tAcc@1  93.75 ( 91.05)\tAcc@5 100.00 ( 99.63)\n","Epoch: [40][ 190/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8258e-01 (2.4524e-01)\tAcc@1  94.53 ( 91.07)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 200/2110]\tTime  0.435 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4372e-01 (2.4372e-01)\tAcc@1  91.41 ( 91.14)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 210/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5993e-01 (2.4437e-01)\tAcc@1  89.06 ( 91.09)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 220/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0228e-01 (2.4505e-01)\tAcc@1  92.97 ( 91.06)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 230/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9475e-01 (2.4537e-01)\tAcc@1  89.84 ( 91.06)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 240/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4300e-01 (2.4505e-01)\tAcc@1  92.19 ( 91.09)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 250/2110]\tTime  0.411 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3210e-01 (2.4432e-01)\tAcc@1  92.19 ( 91.12)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 260/2110]\tTime  0.413 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6678e-01 (2.4415e-01)\tAcc@1  89.84 ( 91.16)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 270/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7122e-01 (2.4410e-01)\tAcc@1  92.97 ( 91.16)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 280/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.4223e-01 (2.4448e-01)\tAcc@1  85.94 ( 91.15)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 290/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5101e-01 (2.4455e-01)\tAcc@1  93.75 ( 91.17)\tAcc@5  98.44 ( 99.65)\n","Epoch: [40][ 300/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0279e-01 (2.4523e-01)\tAcc@1  89.06 ( 91.15)\tAcc@5 100.00 ( 99.65)\n","Epoch: [40][ 310/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5810e-01 (2.4627e-01)\tAcc@1  89.06 ( 91.11)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 320/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1227e-01 (2.4606e-01)\tAcc@1  92.19 ( 91.09)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 330/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2614e-01 (2.4535e-01)\tAcc@1  90.62 ( 91.13)\tAcc@5  98.44 ( 99.66)\n","Epoch: [40][ 340/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1164e-01 (2.4566e-01)\tAcc@1  95.31 ( 91.12)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 350/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1027e-01 (2.4533e-01)\tAcc@1  86.72 ( 91.14)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 360/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6652e-01 (2.4475e-01)\tAcc@1  93.75 ( 91.16)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 370/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0371e-01 (2.4354e-01)\tAcc@1  92.97 ( 91.21)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 380/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2322e-01 (2.4282e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 390/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7667e-01 (2.4284e-01)\tAcc@1  96.09 ( 91.24)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 400/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6351e-01 (2.4315e-01)\tAcc@1  91.41 ( 91.24)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 410/2110]\tTime  0.432 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7068e-01 (2.4365e-01)\tAcc@1  88.28 ( 91.23)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 420/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0563e-01 (2.4333e-01)\tAcc@1  93.75 ( 91.25)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 430/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5399e-01 (2.4291e-01)\tAcc@1  91.41 ( 91.29)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][ 440/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.2683e-01 (2.4225e-01)\tAcc@1  96.09 ( 91.32)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 450/2110]\tTime  0.467 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9471e-01 (2.4255e-01)\tAcc@1  89.06 ( 91.30)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 460/2110]\tTime  0.454 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2801e-01 (2.4158e-01)\tAcc@1  93.75 ( 91.34)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 470/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2528e-01 (2.4125e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.69)\n","Epoch: [40][ 480/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4260e-01 (2.4231e-01)\tAcc@1  90.62 ( 91.32)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 490/2110]\tTime  0.584 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1201e-01 (2.4252e-01)\tAcc@1  89.06 ( 91.30)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][ 500/2110]\tTime  0.451 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5912e-01 (2.4237e-01)\tAcc@1  90.62 ( 91.32)\tAcc@5  98.44 ( 99.67)\n","Epoch: [40][ 510/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4461e-01 (2.4269e-01)\tAcc@1  90.62 ( 91.31)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 520/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2462e-01 (2.4289e-01)\tAcc@1  91.41 ( 91.31)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 530/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3093e-01 (2.4342e-01)\tAcc@1  95.31 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 540/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1589e-01 (2.4369e-01)\tAcc@1  92.97 ( 91.27)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 550/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0551e-01 (2.4379e-01)\tAcc@1  92.97 ( 91.27)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][ 560/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.9458e-01 (2.4398e-01)\tAcc@1  85.94 ( 91.26)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][ 570/2110]\tTime  0.577 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.3461e-01 (2.4395e-01)\tAcc@1  89.84 ( 91.28)\tAcc@5  98.44 ( 99.67)\n","Epoch: [40][ 580/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7834e-01 (2.4386e-01)\tAcc@1  91.41 ( 91.29)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][ 590/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7805e-01 (2.4404e-01)\tAcc@1  90.62 ( 91.26)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 600/2110]\tTime  0.409 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3735e-01 (2.4432e-01)\tAcc@1  89.84 ( 91.25)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 610/2110]\tTime  0.566 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8389e-01 (2.4479e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 620/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0484e-01 (2.4464e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 630/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1988e-01 (2.4453e-01)\tAcc@1  90.62 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 640/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4813e-01 (2.4445e-01)\tAcc@1  96.09 ( 91.27)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 650/2110]\tTime  0.574 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5380e-01 (2.4422e-01)\tAcc@1  91.41 ( 91.29)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 660/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8181e-01 (2.4415e-01)\tAcc@1  93.75 ( 91.29)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 670/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5173e-01 (2.4396e-01)\tAcc@1  92.97 ( 91.30)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][ 680/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8605e-01 (2.4414e-01)\tAcc@1  90.62 ( 91.30)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][ 690/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5782e-01 (2.4456e-01)\tAcc@1  91.41 ( 91.30)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][ 700/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0347e-01 (2.4460e-01)\tAcc@1  91.41 ( 91.30)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 710/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1585e-01 (2.4488e-01)\tAcc@1  91.41 ( 91.29)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 720/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1337e-01 (2.4471e-01)\tAcc@1  93.75 ( 91.30)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 730/2110]\tTime  0.580 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6610e-01 (2.4468e-01)\tAcc@1  90.62 ( 91.31)\tAcc@5  98.44 ( 99.67)\n","Epoch: [40][ 740/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4176e-01 (2.4467e-01)\tAcc@1  93.75 ( 91.31)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 750/2110]\tTime  0.407 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3633e-01 (2.4454e-01)\tAcc@1  92.19 ( 91.32)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 760/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3230e-01 (2.4468e-01)\tAcc@1  89.84 ( 91.32)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 770/2110]\tTime  0.575 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7314e-01 (2.4464e-01)\tAcc@1  93.75 ( 91.31)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 780/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9061e-01 (2.4465e-01)\tAcc@1  92.19 ( 91.31)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 790/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7271e-01 (2.4493e-01)\tAcc@1  92.97 ( 91.29)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 800/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2503e-01 (2.4555e-01)\tAcc@1  89.84 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 810/2110]\tTime  0.576 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7871e-01 (2.4537e-01)\tAcc@1  92.19 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 820/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4716e-01 (2.4536e-01)\tAcc@1  90.62 ( 91.27)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 830/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9248e-01 (2.4579e-01)\tAcc@1  92.97 ( 91.26)\tAcc@5 100.00 ( 99.66)\n","Epoch: [40][ 840/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1244e-01 (2.4573e-01)\tAcc@1  92.19 ( 91.25)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 850/2110]\tTime  0.574 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9739e-01 (2.4580e-01)\tAcc@1  89.84 ( 91.25)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 860/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5985e-01 (2.4565e-01)\tAcc@1  90.62 ( 91.26)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 870/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1344e-01 (2.4565e-01)\tAcc@1  90.62 ( 91.25)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 880/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0127e-01 (2.4568e-01)\tAcc@1  89.84 ( 91.25)\tAcc@5  98.44 ( 99.66)\n","Epoch: [40][ 890/2110]\tTime  0.607 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5708e-01 (2.4592e-01)\tAcc@1  86.72 ( 91.24)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 900/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5062e-01 (2.4585e-01)\tAcc@1  91.41 ( 91.24)\tAcc@5  99.22 ( 99.66)\n","Epoch: [40][ 910/2110]\tTime  0.437 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1891e-01 (2.4603e-01)\tAcc@1  90.62 ( 91.23)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 920/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9819e-01 (2.4608e-01)\tAcc@1  92.97 ( 91.23)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 930/2110]\tTime  0.543 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1609e-01 (2.4603e-01)\tAcc@1  93.75 ( 91.23)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 940/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7726e-01 (2.4580e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 950/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7161e-01 (2.4595e-01)\tAcc@1  92.97 ( 91.25)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 960/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.3953e-01 (2.4586e-01)\tAcc@1  95.31 ( 91.25)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 970/2110]\tTime  0.592 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3512e-01 (2.4587e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][ 980/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8312e-01 (2.4581e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][ 990/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.2671e-01 (2.4570e-01)\tAcc@1  96.09 ( 91.26)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1000/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9720e-01 (2.4560e-01)\tAcc@1  92.19 ( 91.27)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1010/2110]\tTime  0.548 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2579e-01 (2.4543e-01)\tAcc@1  92.97 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1020/2110]\tTime  0.427 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2103e-01 (2.4548e-01)\tAcc@1  93.75 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1030/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0366e-01 (2.4552e-01)\tAcc@1  92.97 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1040/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9727e-01 (2.4561e-01)\tAcc@1  87.50 ( 91.27)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1050/2110]\tTime  0.600 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8055e-01 (2.4601e-01)\tAcc@1  89.84 ( 91.25)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1060/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2984e-01 (2.4623e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1070/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5647e-01 (2.4625e-01)\tAcc@1  90.62 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1080/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5824e-01 (2.4610e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1090/2110]\tTime  0.452 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6337e-01 (2.4629e-01)\tAcc@1  94.53 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1100/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1938e-01 (2.4628e-01)\tAcc@1  92.97 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1110/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8225e-01 (2.4619e-01)\tAcc@1  89.06 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1120/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8084e-01 (2.4644e-01)\tAcc@1  90.62 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1130/2110]\tTime  0.605 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1255e-01 (2.4638e-01)\tAcc@1  89.06 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1140/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9999e-01 (2.4643e-01)\tAcc@1  90.62 ( 91.25)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1150/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2624e-01 (2.4667e-01)\tAcc@1  92.19 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1160/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2411e-01 (2.4646e-01)\tAcc@1  88.28 ( 91.24)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1170/2110]\tTime  0.486 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6342e-01 (2.4662e-01)\tAcc@1  89.06 ( 91.24)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1180/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9244e-01 (2.4670e-01)\tAcc@1  89.84 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1190/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7034e-01 (2.4651e-01)\tAcc@1  89.06 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1200/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5021e-01 (2.4660e-01)\tAcc@1  92.19 ( 91.24)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1210/2110]\tTime  0.601 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6707e-01 (2.4675e-01)\tAcc@1  91.41 ( 91.23)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1220/2110]\tTime  0.456 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7834e-01 (2.4677e-01)\tAcc@1  92.19 ( 91.23)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1230/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9196e-01 (2.4713e-01)\tAcc@1  89.06 ( 91.22)\tAcc@5 100.00 ( 99.67)\n","Epoch: [40][1240/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6057e-01 (2.4693e-01)\tAcc@1  92.19 ( 91.23)\tAcc@5  98.44 ( 99.67)\n","Epoch: [40][1250/2110]\tTime  0.468 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.9662e-01 (2.4705e-01)\tAcc@1  87.50 ( 91.23)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1260/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4447e-01 (2.4716e-01)\tAcc@1  92.19 ( 91.23)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1270/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 4.6554e-01 (2.4721e-01)\tAcc@1  85.94 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1280/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4641e-01 (2.4737e-01)\tAcc@1  91.41 ( 91.23)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][1290/2110]\tTime  0.589 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1380e-01 (2.4736e-01)\tAcc@1  92.19 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1300/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6179e-01 (2.4738e-01)\tAcc@1  90.62 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1310/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0682e-01 (2.4730e-01)\tAcc@1  92.97 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1320/2110]\tTime  0.423 ( 0.440)\tData  0.001 ( 0.001)\tLoss 1.8850e-01 (2.4719e-01)\tAcc@1  92.97 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1330/2110]\tTime  0.584 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0139e-01 (2.4711e-01)\tAcc@1  89.06 ( 91.24)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][1340/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6293e-01 (2.4704e-01)\tAcc@1  89.84 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1350/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2840e-01 (2.4717e-01)\tAcc@1  87.50 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1360/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8709e-01 (2.4723e-01)\tAcc@1  93.75 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1370/2110]\tTime  0.527 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7807e-01 (2.4723e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1380/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7771e-01 (2.4744e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1390/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6224e-01 (2.4740e-01)\tAcc@1  89.84 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1400/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 4.4283e-01 (2.4754e-01)\tAcc@1  85.94 ( 91.24)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1410/2110]\tTime  0.581 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8414e-01 (2.4736e-01)\tAcc@1  92.97 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1420/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1627e-01 (2.4734e-01)\tAcc@1  91.41 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1430/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0754e-01 (2.4731e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1440/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3939e-01 (2.4707e-01)\tAcc@1  89.84 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1450/2110]\tTime  0.587 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8935e-01 (2.4722e-01)\tAcc@1  92.19 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1460/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6238e-01 (2.4731e-01)\tAcc@1  89.84 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1470/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.5754e-01 (2.4742e-01)\tAcc@1  96.09 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1480/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4870e-01 (2.4742e-01)\tAcc@1  92.19 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1490/2110]\tTime  0.591 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8452e-01 (2.4759e-01)\tAcc@1  87.50 ( 91.25)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1500/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7794e-01 (2.4745e-01)\tAcc@1  89.06 ( 91.26)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1510/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.6489e-01 (2.4743e-01)\tAcc@1  82.03 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1520/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5466e-01 (2.4749e-01)\tAcc@1  89.06 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1530/2110]\tTime  0.586 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2816e-01 (2.4762e-01)\tAcc@1  88.28 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1540/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9364e-01 (2.4787e-01)\tAcc@1  90.62 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1550/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8631e-01 (2.4774e-01)\tAcc@1  93.75 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1560/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9447e-01 (2.4782e-01)\tAcc@1  89.84 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1570/2110]\tTime  0.573 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0552e-01 (2.4800e-01)\tAcc@1  93.75 ( 91.25)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1580/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1793e-01 (2.4797e-01)\tAcc@1  90.62 ( 91.25)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1590/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7692e-01 (2.4814e-01)\tAcc@1  89.84 ( 91.24)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1600/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0315e-01 (2.4830e-01)\tAcc@1  89.06 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1610/2110]\tTime  0.574 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9634e-01 (2.4848e-01)\tAcc@1  89.84 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1620/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.3982e-01 (2.4844e-01)\tAcc@1  96.09 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1630/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6956e-01 (2.4856e-01)\tAcc@1  90.62 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1640/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4142e-01 (2.4855e-01)\tAcc@1  92.97 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1650/2110]\tTime  0.431 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1771e-01 (2.4849e-01)\tAcc@1  89.06 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1660/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0741e-01 (2.4868e-01)\tAcc@1  92.97 ( 91.21)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1670/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1347e-01 (2.4892e-01)\tAcc@1  88.28 ( 91.21)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1680/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7625e-01 (2.4889e-01)\tAcc@1  88.28 ( 91.21)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1690/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6144e-01 (2.4884e-01)\tAcc@1  90.62 ( 91.21)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1700/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2646e-01 (2.4881e-01)\tAcc@1  91.41 ( 91.21)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1710/2110]\tTime  0.413 ( 0.440)\tData  0.003 ( 0.000)\tLoss 2.0785e-01 (2.4881e-01)\tAcc@1  95.31 ( 91.22)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1720/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1761e-01 (2.4884e-01)\tAcc@1  89.06 ( 91.22)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][1730/2110]\tTime  0.448 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3198e-01 (2.4886e-01)\tAcc@1  90.62 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1740/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3151e-01 (2.4890e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1750/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3320e-01 (2.4895e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5  97.66 ( 99.68)\n","Epoch: [40][1760/2110]\tTime  0.430 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9094e-01 (2.4896e-01)\tAcc@1  93.75 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1770/2110]\tTime  0.432 ( 0.440)\tData  0.004 ( 0.000)\tLoss 3.0262e-01 (2.4896e-01)\tAcc@1  86.72 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1780/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9638e-01 (2.4900e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1790/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9987e-01 (2.4901e-01)\tAcc@1  93.75 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1800/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1727e-01 (2.4884e-01)\tAcc@1  92.97 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1810/2110]\tTime  0.432 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.5867e-01 (2.4894e-01)\tAcc@1  87.50 ( 91.23)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1820/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8992e-01 (2.4892e-01)\tAcc@1  93.75 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1830/2110]\tTime  0.416 ( 0.440)\tData  0.004 ( 0.000)\tLoss 2.7637e-01 (2.4898e-01)\tAcc@1  90.62 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1840/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.4226e-01 (2.4910e-01)\tAcc@1  87.50 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1850/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9232e-01 (2.4903e-01)\tAcc@1  93.75 ( 91.23)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1860/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4996e-01 (2.4913e-01)\tAcc@1  92.97 ( 91.22)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1870/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3063e-01 (2.4919e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1880/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.3783e-01 (2.4928e-01)\tAcc@1  95.31 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1890/2110]\tTime  0.427 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4535e-01 (2.4917e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1900/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3819e-01 (2.4931e-01)\tAcc@1  89.06 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1910/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 4.0408e-01 (2.4929e-01)\tAcc@1  87.50 ( 91.22)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1920/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9491e-01 (2.4927e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1930/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.4417e-01 (2.4932e-01)\tAcc@1  86.72 ( 91.22)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][1940/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2584e-01 (2.4930e-01)\tAcc@1  91.41 ( 91.22)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1950/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9616e-01 (2.4939e-01)\tAcc@1  90.62 ( 91.22)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][1960/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9989e-01 (2.4950e-01)\tAcc@1  92.97 ( 91.21)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1970/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7507e-01 (2.4964e-01)\tAcc@1  89.84 ( 91.20)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][1980/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6754e-01 (2.4964e-01)\tAcc@1  91.41 ( 91.21)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][1990/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0051e-01 (2.4969e-01)\tAcc@1  89.84 ( 91.21)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][2000/2110]\tTime  0.436 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.7336e-01 (2.4978e-01)\tAcc@1  87.50 ( 91.21)\tAcc@5  97.66 ( 99.68)\n","Epoch: [40][2010/2110]\tTime  0.458 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6922e-01 (2.4982e-01)\tAcc@1  87.50 ( 91.20)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][2020/2110]\tTime  0.409 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9988e-01 (2.4978e-01)\tAcc@1  89.84 ( 91.20)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][2030/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9901e-01 (2.4984e-01)\tAcc@1  92.97 ( 91.20)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][2040/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0808e-01 (2.4996e-01)\tAcc@1  89.06 ( 91.19)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][2050/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6885e-01 (2.5003e-01)\tAcc@1  91.41 ( 91.19)\tAcc@5  99.22 ( 99.68)\n","Epoch: [40][2060/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7692e-01 (2.4992e-01)\tAcc@1  92.97 ( 91.20)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][2070/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7749e-01 (2.4991e-01)\tAcc@1  89.84 ( 91.20)\tAcc@5 100.00 ( 99.68)\n","Epoch: [40][2080/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2829e-01 (2.4989e-01)\tAcc@1  92.97 ( 91.19)\tAcc@5  98.44 ( 99.68)\n","Epoch: [40][2090/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6479e-01 (2.4996e-01)\tAcc@1  90.62 ( 91.19)\tAcc@5  99.22 ( 99.67)\n","Epoch: [40][2100/2110]\tTime  0.421 ( 0.440)\tData  0.005 ( 0.000)\tLoss 1.8464e-01 (2.4992e-01)\tAcc@1  94.53 ( 91.20)\tAcc@5  99.22 ( 99.68)\n","=> Acc@1 91.197 Acc@5 99.675\n","=> Val@1 82.627\n","==> 993.25 seconds to train this epoch\n","\n","\n","----- epoch: 41, lr: 0.010000000000000002 -----\n","epoch :  41\n","Epoch: [41][   0/2110]\tTime  0.729 ( 0.729)\tData  0.213 ( 0.213)\tLoss 2.9408e-01 (2.9408e-01)\tAcc@1  89.06 ( 89.06)\tAcc@5  99.22 ( 99.22)\n","Epoch: [41][  10/2110]\tTime  0.597 ( 0.482)\tData  0.000 ( 0.020)\tLoss 2.3581e-01 (2.3074e-01)\tAcc@1  93.75 ( 92.90)\tAcc@5  99.22 ( 99.64)\n","Epoch: [41][  20/2110]\tTime  0.441 ( 0.466)\tData  0.000 ( 0.010)\tLoss 1.9321e-01 (2.1824e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][  30/2110]\tTime  0.411 ( 0.463)\tData  0.000 ( 0.007)\tLoss 2.4288e-01 (2.1921e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][  40/2110]\tTime  0.430 ( 0.458)\tData  0.000 ( 0.005)\tLoss 2.0016e-01 (2.2105e-01)\tAcc@1  92.97 ( 92.72)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][  50/2110]\tTime  0.558 ( 0.456)\tData  0.000 ( 0.004)\tLoss 2.1531e-01 (2.2280e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5  99.22 ( 99.65)\n","Epoch: [41][  60/2110]\tTime  0.415 ( 0.450)\tData  0.000 ( 0.004)\tLoss 2.2711e-01 (2.2407e-01)\tAcc@1  89.06 ( 92.37)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][  70/2110]\tTime  0.415 ( 0.449)\tData  0.000 ( 0.003)\tLoss 2.5415e-01 (2.2863e-01)\tAcc@1  88.28 ( 92.17)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][  80/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.003)\tLoss 4.3331e-01 (2.3353e-01)\tAcc@1  84.38 ( 91.90)\tAcc@5  99.22 ( 99.64)\n","Epoch: [41][  90/2110]\tTime  0.561 ( 0.450)\tData  0.000 ( 0.003)\tLoss 2.0624e-01 (2.3560e-01)\tAcc@1  94.53 ( 91.90)\tAcc@5 100.00 ( 99.64)\n","Epoch: [41][ 100/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.8094e-01 (2.3234e-01)\tAcc@1  94.53 ( 92.05)\tAcc@5 100.00 ( 99.64)\n","Epoch: [41][ 110/2110]\tTime  0.412 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.4192e-01 (2.3173e-01)\tAcc@1  90.62 ( 92.00)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][ 120/2110]\tTime  0.411 ( 0.447)\tData  0.000 ( 0.002)\tLoss 4.0949e-01 (2.3480e-01)\tAcc@1  85.16 ( 91.81)\tAcc@5  98.44 ( 99.64)\n","Epoch: [41][ 130/2110]\tTime  0.504 ( 0.447)\tData  0.000 ( 0.002)\tLoss 2.4907e-01 (2.3604e-01)\tAcc@1  92.97 ( 91.75)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][ 140/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.3293e-01 (2.3418e-01)\tAcc@1  93.75 ( 91.82)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 150/2110]\tTime  0.412 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.8576e-01 (2.3553e-01)\tAcc@1  89.84 ( 91.80)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 160/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.1081e-01 (2.3568e-01)\tAcc@1  91.41 ( 91.81)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 170/2110]\tTime  0.517 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.8468e-01 (2.3544e-01)\tAcc@1  87.50 ( 91.79)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 180/2110]\tTime  0.410 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1590e-01 (2.3589e-01)\tAcc@1  89.84 ( 91.74)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 190/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5688e-01 (2.3695e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 200/2110]\tTime  0.413 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9135e-01 (2.3626e-01)\tAcc@1  87.50 ( 91.71)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 210/2110]\tTime  0.596 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5785e-01 (2.3602e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 220/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3830e-01 (2.3582e-01)\tAcc@1  96.88 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 230/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.2160e-01 (2.3512e-01)\tAcc@1  89.06 ( 91.75)\tAcc@5  99.22 ( 99.70)\n","Epoch: [41][ 240/2110]\tTime  0.412 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4623e-01 (2.3620e-01)\tAcc@1  95.31 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 250/2110]\tTime  0.522 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.1903e-01 (2.3674e-01)\tAcc@1  88.28 ( 91.68)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 260/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5648e-01 (2.3767e-01)\tAcc@1  89.84 ( 91.64)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 270/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4381e-01 (2.3686e-01)\tAcc@1  89.06 ( 91.67)\tAcc@5 100.00 ( 99.70)\n","Epoch: [41][ 280/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.4648e-01 (2.3619e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5  98.44 ( 99.70)\n","Epoch: [41][ 290/2110]\tTime  0.558 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9666e-01 (2.3579e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [41][ 300/2110]\tTime  0.412 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7664e-01 (2.3669e-01)\tAcc@1  93.75 ( 91.66)\tAcc@5 100.00 ( 99.70)\n","Epoch: [41][ 310/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3973e-01 (2.3734e-01)\tAcc@1  92.19 ( 91.63)\tAcc@5 100.00 ( 99.70)\n","Epoch: [41][ 320/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0798e-01 (2.3790e-01)\tAcc@1  93.75 ( 91.61)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 330/2110]\tTime  0.441 ( 0.443)\tData  0.000 ( 0.001)\tLoss 4.2488e-01 (2.3898e-01)\tAcc@1  86.72 ( 91.58)\tAcc@5  97.66 ( 99.69)\n","Epoch: [41][ 340/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8180e-01 (2.3935e-01)\tAcc@1  95.31 ( 91.56)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 350/2110]\tTime  0.411 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1627e-01 (2.3887e-01)\tAcc@1  93.75 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [41][ 360/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5361e-01 (2.3844e-01)\tAcc@1  89.06 ( 91.58)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 370/2110]\tTime  0.597 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0298e-01 (2.3860e-01)\tAcc@1  89.06 ( 91.56)\tAcc@5  98.44 ( 99.69)\n","Epoch: [41][ 380/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0628e-01 (2.3884e-01)\tAcc@1  89.84 ( 91.57)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 390/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4211e-01 (2.3856e-01)\tAcc@1  91.41 ( 91.56)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 400/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3743e-01 (2.3790e-01)\tAcc@1  91.41 ( 91.60)\tAcc@5  98.44 ( 99.68)\n","Epoch: [41][ 410/2110]\tTime  0.452 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2346e-01 (2.3876e-01)\tAcc@1  90.62 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 420/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4591e-01 (2.3830e-01)\tAcc@1  90.62 ( 91.56)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 430/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6623e-01 (2.3826e-01)\tAcc@1  90.62 ( 91.56)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 440/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7795e-01 (2.3791e-01)\tAcc@1  95.31 ( 91.57)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 450/2110]\tTime  0.581 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4053e-01 (2.3837e-01)\tAcc@1  92.19 ( 91.56)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 460/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0345e-01 (2.3883e-01)\tAcc@1  87.50 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 470/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2560e-01 (2.3893e-01)\tAcc@1  89.06 ( 91.55)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 480/2110]\tTime  0.411 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9071e-01 (2.3927e-01)\tAcc@1  91.41 ( 91.55)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 490/2110]\tTime  0.587 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9035e-01 (2.3918e-01)\tAcc@1  92.97 ( 91.56)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 500/2110]\tTime  0.413 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9523e-01 (2.3953e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 510/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7623e-01 (2.3914e-01)\tAcc@1  93.75 ( 91.56)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 520/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2516e-01 (2.3991e-01)\tAcc@1  89.84 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 530/2110]\tTime  0.587 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0737e-01 (2.4049e-01)\tAcc@1  89.06 ( 91.51)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 540/2110]\tTime  0.413 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5429e-01 (2.3991e-01)\tAcc@1  95.31 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 550/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6412e-01 (2.4029e-01)\tAcc@1  89.84 ( 91.50)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 560/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.4741e-01 (2.4039e-01)\tAcc@1  88.28 ( 91.49)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 570/2110]\tTime  0.559 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2255e-01 (2.4008e-01)\tAcc@1  92.19 ( 91.50)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 580/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2864e-01 (2.4029e-01)\tAcc@1  88.28 ( 91.49)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 590/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3524e-01 (2.4018e-01)\tAcc@1  93.75 ( 91.49)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 600/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0178e-01 (2.3992e-01)\tAcc@1  92.19 ( 91.50)\tAcc@5  99.22 ( 99.69)\n","Epoch: [41][ 610/2110]\tTime  0.571 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1935e-01 (2.3945e-01)\tAcc@1  90.62 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 620/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6158e-01 (2.4002e-01)\tAcc@1  90.62 ( 91.50)\tAcc@5 100.00 ( 99.69)\n","Epoch: [41][ 630/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.1875e-01 (2.4100e-01)\tAcc@1  88.28 ( 91.47)\tAcc@5  98.44 ( 99.68)\n","Epoch: [41][ 640/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2108e-01 (2.4091e-01)\tAcc@1  89.84 ( 91.48)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 650/2110]\tTime  0.578 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8229e-01 (2.4018e-01)\tAcc@1  94.53 ( 91.51)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 660/2110]\tTime  0.411 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7054e-01 (2.4047e-01)\tAcc@1  91.41 ( 91.50)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 670/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5733e-01 (2.4050e-01)\tAcc@1  90.62 ( 91.50)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 680/2110]\tTime  0.410 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8724e-01 (2.4103e-01)\tAcc@1  94.53 ( 91.48)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 690/2110]\tTime  0.568 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5814e-01 (2.4088e-01)\tAcc@1  94.53 ( 91.49)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 700/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8128e-01 (2.4072e-01)\tAcc@1  90.62 ( 91.50)\tAcc@5  98.44 ( 99.68)\n","Epoch: [41][ 710/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9563e-01 (2.4108e-01)\tAcc@1  93.75 ( 91.49)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 720/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0887e-01 (2.4120e-01)\tAcc@1  89.84 ( 91.48)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 730/2110]\tTime  0.580 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8249e-01 (2.4108e-01)\tAcc@1  92.19 ( 91.49)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 740/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6879e-01 (2.4114e-01)\tAcc@1  87.50 ( 91.48)\tAcc@5 100.00 ( 99.68)\n","Epoch: [41][ 750/2110]\tTime  0.408 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.2403e-01 (2.4109e-01)\tAcc@1  89.06 ( 91.49)\tAcc@5  99.22 ( 99.68)\n","Epoch: [41][ 760/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0228e-01 (2.4107e-01)\tAcc@1  93.75 ( 91.49)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 770/2110]\tTime  0.498 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7882e-01 (2.4127e-01)\tAcc@1  89.84 ( 91.48)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][ 780/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0124e-01 (2.4092e-01)\tAcc@1  87.50 ( 91.49)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][ 790/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1454e-01 (2.4132e-01)\tAcc@1  91.41 ( 91.47)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 800/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4702e-01 (2.4161e-01)\tAcc@1  91.41 ( 91.46)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][ 810/2110]\tTime  0.450 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7810e-01 (2.4176e-01)\tAcc@1  89.06 ( 91.44)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][ 820/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2255e-01 (2.4157e-01)\tAcc@1  91.41 ( 91.45)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][ 830/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.3318e-01 (2.4217e-01)\tAcc@1  88.28 ( 91.42)\tAcc@5  98.44 ( 99.66)\n","Epoch: [41][ 840/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3325e-01 (2.4241e-01)\tAcc@1  91.41 ( 91.41)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 850/2110]\tTime  0.528 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9903e-01 (2.4226e-01)\tAcc@1  92.19 ( 91.40)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 860/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4885e-01 (2.4257e-01)\tAcc@1  91.41 ( 91.39)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 870/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8541e-01 (2.4321e-01)\tAcc@1  88.28 ( 91.37)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 880/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6685e-01 (2.4329e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5  98.44 ( 99.66)\n","Epoch: [41][ 890/2110]\tTime  0.430 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7716e-01 (2.4347e-01)\tAcc@1  92.97 ( 91.37)\tAcc@5  98.44 ( 99.66)\n","Epoch: [41][ 900/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1397e-01 (2.4377e-01)\tAcc@1  93.75 ( 91.36)\tAcc@5  99.22 ( 99.65)\n","Epoch: [41][ 910/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7788e-01 (2.4415e-01)\tAcc@1  89.06 ( 91.35)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][ 920/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4146e-01 (2.4401e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][ 930/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8332e-01 (2.4393e-01)\tAcc@1  93.75 ( 91.36)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 940/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5736e-01 (2.4364e-01)\tAcc@1  89.06 ( 91.37)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 950/2110]\tTime  0.448 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8906e-01 (2.4354e-01)\tAcc@1  95.31 ( 91.37)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][ 960/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0100e-01 (2.4381e-01)\tAcc@1  95.31 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][ 970/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.3992e-01 (2.4417e-01)\tAcc@1  87.50 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][ 980/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.4305e-01 (2.4424e-01)\tAcc@1  88.28 ( 91.36)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][ 990/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1555e-01 (2.4418e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1000/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9521e-01 (2.4432e-01)\tAcc@1  93.75 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1010/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2184e-01 (2.4448e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1020/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8724e-01 (2.4439e-01)\tAcc@1  94.53 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1030/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3618e-01 (2.4426e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][1040/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7616e-01 (2.4451e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1050/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2869e-01 (2.4462e-01)\tAcc@1  94.53 ( 91.35)\tAcc@5  98.44 ( 99.65)\n","Epoch: [41][1060/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9078e-01 (2.4476e-01)\tAcc@1  94.53 ( 91.35)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1070/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7269e-01 (2.4459e-01)\tAcc@1  90.62 ( 91.36)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1080/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5666e-01 (2.4458e-01)\tAcc@1  92.97 ( 91.37)\tAcc@5  99.22 ( 99.65)\n","Epoch: [41][1090/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2713e-01 (2.4449e-01)\tAcc@1  93.75 ( 91.38)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1100/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4190e-01 (2.4478e-01)\tAcc@1  90.62 ( 91.36)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1110/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4640e-01 (2.4471e-01)\tAcc@1  90.62 ( 91.37)\tAcc@5  98.44 ( 99.65)\n","Epoch: [41][1120/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0629e-01 (2.4491e-01)\tAcc@1  93.75 ( 91.35)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1130/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2882e-01 (2.4506e-01)\tAcc@1  92.19 ( 91.35)\tAcc@5 100.00 ( 99.65)\n","Epoch: [41][1140/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9852e-01 (2.4501e-01)\tAcc@1  88.28 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1150/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4337e-01 (2.4507e-01)\tAcc@1  91.41 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1160/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5552e-01 (2.4495e-01)\tAcc@1  90.62 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1170/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8971e-01 (2.4490e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1180/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9846e-01 (2.4480e-01)\tAcc@1  88.28 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1190/2110]\tTime  0.430 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4491e-01 (2.4486e-01)\tAcc@1  89.06 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1200/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7018e-01 (2.4476e-01)\tAcc@1  89.84 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1210/2110]\tTime  0.433 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4509e-01 (2.4456e-01)\tAcc@1  96.09 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1220/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1396e-01 (2.4455e-01)\tAcc@1  89.84 ( 91.36)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][1230/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3952e-01 (2.4416e-01)\tAcc@1  90.62 ( 91.37)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][1240/2110]\tTime  0.414 ( 0.440)\tData  0.003 ( 0.001)\tLoss 2.6763e-01 (2.4439e-01)\tAcc@1  89.84 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1250/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7433e-01 (2.4430e-01)\tAcc@1  96.88 ( 91.37)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][1260/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0505e-01 (2.4439e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1270/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0317e-01 (2.4441e-01)\tAcc@1  93.75 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1280/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1544e-01 (2.4441e-01)\tAcc@1  92.97 ( 91.37)\tAcc@5  99.22 ( 99.66)\n","Epoch: [41][1290/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7699e-01 (2.4435e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1300/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2718e-01 (2.4416e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1310/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3593e-01 (2.4426e-01)\tAcc@1  89.84 ( 91.36)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1320/2110]\tTime  0.439 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2376e-01 (2.4405e-01)\tAcc@1  91.41 ( 91.36)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1330/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5673e-01 (2.4402e-01)\tAcc@1  92.19 ( 91.36)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1340/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1600e-01 (2.4391e-01)\tAcc@1  92.97 ( 91.37)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1350/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1977e-01 (2.4431e-01)\tAcc@1  88.28 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1360/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1116e-01 (2.4438e-01)\tAcc@1  93.75 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1370/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4287e-01 (2.4445e-01)\tAcc@1  92.19 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1380/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1512e-01 (2.4441e-01)\tAcc@1  91.41 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1390/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0324e-01 (2.4440e-01)\tAcc@1  92.97 ( 91.34)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1400/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3333e-01 (2.4437e-01)\tAcc@1  89.84 ( 91.34)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1410/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2529e-01 (2.4432e-01)\tAcc@1  91.41 ( 91.34)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1420/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1636e-01 (2.4441e-01)\tAcc@1  88.28 ( 91.34)\tAcc@5  98.44 ( 99.66)\n","Epoch: [41][1430/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8908e-01 (2.4458e-01)\tAcc@1  89.84 ( 91.34)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1440/2110]\tTime  0.427 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1313e-01 (2.4447e-01)\tAcc@1  91.41 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1450/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.0650e-01 (2.4445e-01)\tAcc@1  85.94 ( 91.34)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1460/2110]\tTime  0.414 ( 0.440)\tData  0.001 ( 0.000)\tLoss 1.8893e-01 (2.4423e-01)\tAcc@1  94.53 ( 91.35)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1470/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8731e-01 (2.4423e-01)\tAcc@1  93.75 ( 91.35)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1480/2110]\tTime  0.471 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3996e-01 (2.4424e-01)\tAcc@1  91.41 ( 91.35)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1490/2110]\tTime  0.427 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3408e-01 (2.4450e-01)\tAcc@1  87.50 ( 91.35)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1500/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1851e-01 (2.4435e-01)\tAcc@1  92.97 ( 91.35)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1510/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5443e-01 (2.4419e-01)\tAcc@1  89.06 ( 91.36)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1520/2110]\tTime  0.480 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2964e-01 (2.4438e-01)\tAcc@1  85.16 ( 91.35)\tAcc@5  98.44 ( 99.67)\n","Epoch: [41][1530/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0409e-01 (2.4444e-01)\tAcc@1  90.62 ( 91.35)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1540/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1783e-01 (2.4445e-01)\tAcc@1  90.62 ( 91.35)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1550/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0477e-01 (2.4451e-01)\tAcc@1  92.97 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1560/2110]\tTime  0.446 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.4799e-01 (2.4446e-01)\tAcc@1  97.66 ( 91.34)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1570/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3257e-01 (2.4472e-01)\tAcc@1  92.97 ( 91.33)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1580/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8733e-01 (2.4453e-01)\tAcc@1  93.75 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1590/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6176e-01 (2.4461e-01)\tAcc@1  92.19 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1600/2110]\tTime  0.470 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2804e-01 (2.4461e-01)\tAcc@1  92.97 ( 91.34)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1610/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6824e-01 (2.4457e-01)\tAcc@1  90.62 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1620/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5890e-01 (2.4449e-01)\tAcc@1  89.06 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1630/2110]\tTime  0.411 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.7410e-01 (2.4452e-01)\tAcc@1  86.72 ( 91.34)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1640/2110]\tTime  0.587 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8099e-01 (2.4445e-01)\tAcc@1  94.53 ( 91.34)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1650/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3381e-01 (2.4447e-01)\tAcc@1  88.28 ( 91.34)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1660/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1577e-01 (2.4459e-01)\tAcc@1  86.72 ( 91.33)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1670/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2896e-01 (2.4475e-01)\tAcc@1  92.97 ( 91.33)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1680/2110]\tTime  0.531 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2115e-01 (2.4487e-01)\tAcc@1  90.62 ( 91.33)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1690/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9923e-01 (2.4477e-01)\tAcc@1  92.97 ( 91.33)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1700/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9658e-01 (2.4494e-01)\tAcc@1  91.41 ( 91.32)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1710/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2616e-01 (2.4499e-01)\tAcc@1  93.75 ( 91.32)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1720/2110]\tTime  0.457 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2648e-01 (2.4502e-01)\tAcc@1  88.28 ( 91.32)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1730/2110]\tTime  0.436 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.5060e-01 (2.4520e-01)\tAcc@1  86.72 ( 91.31)\tAcc@5  98.44 ( 99.67)\n","Epoch: [41][1740/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.6969e-01 (2.4510e-01)\tAcc@1  92.19 ( 91.31)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1750/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8313e-01 (2.4520e-01)\tAcc@1  92.19 ( 91.31)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1760/2110]\tTime  0.442 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7881e-01 (2.4545e-01)\tAcc@1  91.41 ( 91.30)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1770/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5132e-01 (2.4557e-01)\tAcc@1  90.62 ( 91.29)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1780/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8397e-01 (2.4564e-01)\tAcc@1  90.62 ( 91.29)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1790/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.5428e-01 (2.4556e-01)\tAcc@1  94.53 ( 91.29)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1800/2110]\tTime  0.555 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3385e-01 (2.4556e-01)\tAcc@1  92.19 ( 91.29)\tAcc@5 100.00 ( 99.66)\n","Epoch: [41][1810/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9700e-01 (2.4559e-01)\tAcc@1  92.19 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1820/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3411e-01 (2.4564e-01)\tAcc@1  92.97 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1830/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8006e-01 (2.4548e-01)\tAcc@1  89.84 ( 91.29)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1840/2110]\tTime  0.437 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4498e-01 (2.4550e-01)\tAcc@1  89.84 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1850/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1994e-01 (2.4548e-01)\tAcc@1  87.50 ( 91.29)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1860/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2213e-01 (2.4542e-01)\tAcc@1  86.72 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1870/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9228e-01 (2.4526e-01)\tAcc@1  89.84 ( 91.29)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1880/2110]\tTime  0.565 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9375e-01 (2.4538e-01)\tAcc@1  92.19 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1890/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0324e-01 (2.4534e-01)\tAcc@1  92.97 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1900/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8593e-01 (2.4542e-01)\tAcc@1  94.53 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1910/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2600e-01 (2.4550e-01)\tAcc@1  91.41 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1920/2110]\tTime  0.476 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4888e-01 (2.4558e-01)\tAcc@1  92.97 ( 91.27)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1930/2110]\tTime  0.422 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6995e-01 (2.4553e-01)\tAcc@1  90.62 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1940/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6032e-01 (2.4551e-01)\tAcc@1  92.19 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1950/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.6389e-01 (2.4560e-01)\tAcc@1  89.06 ( 91.28)\tAcc@5  97.66 ( 99.67)\n","Epoch: [41][1960/2110]\tTime  0.559 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9892e-01 (2.4553e-01)\tAcc@1  92.19 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1970/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8587e-01 (2.4549e-01)\tAcc@1  92.97 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][1980/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3883e-01 (2.4559e-01)\tAcc@1  91.41 ( 91.27)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][1990/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8948e-01 (2.4573e-01)\tAcc@1  88.28 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2000/2110]\tTime  0.437 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4558e-01 (2.4577e-01)\tAcc@1  91.41 ( 91.27)\tAcc@5  98.44 ( 99.67)\n","Epoch: [41][2010/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.6521e-01 (2.4571e-01)\tAcc@1  88.28 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2020/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.6288e-01 (2.4565e-01)\tAcc@1  89.06 ( 91.27)\tAcc@5  98.44 ( 99.67)\n","Epoch: [41][2030/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9609e-01 (2.4551e-01)\tAcc@1  91.41 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][2040/2110]\tTime  0.541 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5680e-01 (2.4544e-01)\tAcc@1  90.62 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2050/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.7930e-01 (2.4543e-01)\tAcc@1  93.75 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2060/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0651e-01 (2.4548e-01)\tAcc@1  92.97 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2070/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5613e-01 (2.4560e-01)\tAcc@1  89.06 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2080/2110]\tTime  0.465 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9801e-01 (2.4567e-01)\tAcc@1  85.16 ( 91.27)\tAcc@5 100.00 ( 99.67)\n","Epoch: [41][2090/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5992e-01 (2.4553e-01)\tAcc@1  91.41 ( 91.28)\tAcc@5  99.22 ( 99.67)\n","Epoch: [41][2100/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4725e-01 (2.4541e-01)\tAcc@1  91.41 ( 91.28)\tAcc@5 100.00 ( 99.67)\n","=> Acc@1 91.280 Acc@5 99.671\n","=> Val@1 82.552\n","==> 992.43 seconds to train this epoch\n","\n","\n","----- epoch: 42, lr: 0.010000000000000002 -----\n","epoch :  42\n","Epoch: [42][   0/2110]\tTime  0.712 ( 0.712)\tData  0.211 ( 0.211)\tLoss 2.5281e-01 (2.5281e-01)\tAcc@1  91.41 ( 91.41)\tAcc@5  99.22 ( 99.22)\n","Epoch: [42][  10/2110]\tTime  0.421 ( 0.466)\tData  0.000 ( 0.019)\tLoss 2.7446e-01 (2.2838e-01)\tAcc@1  92.19 ( 92.68)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][  20/2110]\tTime  0.422 ( 0.455)\tData  0.000 ( 0.010)\tLoss 2.7340e-01 (2.4116e-01)\tAcc@1  89.84 ( 91.93)\tAcc@5 100.00 ( 99.44)\n","Epoch: [42][  30/2110]\tTime  0.429 ( 0.455)\tData  0.000 ( 0.007)\tLoss 1.5619e-01 (2.4196e-01)\tAcc@1  93.75 ( 91.66)\tAcc@5 100.00 ( 99.55)\n","Epoch: [42][  40/2110]\tTime  0.421 ( 0.453)\tData  0.000 ( 0.005)\tLoss 2.7998e-01 (2.4768e-01)\tAcc@1  89.84 ( 91.62)\tAcc@5 100.00 ( 99.62)\n","Epoch: [42][  50/2110]\tTime  0.446 ( 0.449)\tData  0.000 ( 0.004)\tLoss 2.2881e-01 (2.5236e-01)\tAcc@1  91.41 ( 91.31)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][  60/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.004)\tLoss 2.7138e-01 (2.5009e-01)\tAcc@1  86.72 ( 91.20)\tAcc@5 100.00 ( 99.62)\n","Epoch: [42][  70/2110]\tTime  0.416 ( 0.448)\tData  0.002 ( 0.003)\tLoss 3.8361e-01 (2.5462e-01)\tAcc@1  86.72 ( 90.98)\tAcc@5  99.22 ( 99.61)\n","Epoch: [42][  80/2110]\tTime  0.415 ( 0.447)\tData  0.000 ( 0.003)\tLoss 1.7015e-01 (2.5065e-01)\tAcc@1  95.31 ( 91.21)\tAcc@5 100.00 ( 99.63)\n","Epoch: [42][  90/2110]\tTime  0.415 ( 0.445)\tData  0.000 ( 0.003)\tLoss 2.0962e-01 (2.4986e-01)\tAcc@1  94.53 ( 91.26)\tAcc@5 100.00 ( 99.62)\n","Epoch: [42][ 100/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.9771e-01 (2.4749e-01)\tAcc@1  87.50 ( 91.36)\tAcc@5 100.00 ( 99.63)\n","Epoch: [42][ 110/2110]\tTime  0.412 ( 0.444)\tData  0.000 ( 0.002)\tLoss 3.5352e-01 (2.4821e-01)\tAcc@1  87.50 ( 91.32)\tAcc@5  98.44 ( 99.62)\n","Epoch: [42][ 120/2110]\tTime  0.414 ( 0.444)\tData  0.000 ( 0.002)\tLoss 1.8857e-01 (2.4643e-01)\tAcc@1  95.31 ( 91.33)\tAcc@5 100.00 ( 99.63)\n","Epoch: [42][ 130/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.2709e-01 (2.4454e-01)\tAcc@1  92.97 ( 91.39)\tAcc@5  99.22 ( 99.64)\n","Epoch: [42][ 140/2110]\tTime  0.413 ( 0.442)\tData  0.000 ( 0.002)\tLoss 1.6843e-01 (2.4133e-01)\tAcc@1  94.53 ( 91.53)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 150/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.002)\tLoss 1.8992e-01 (2.4143e-01)\tAcc@1  93.75 ( 91.57)\tAcc@5 100.00 ( 99.62)\n","Epoch: [42][ 160/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.002)\tLoss 1.8706e-01 (2.4107e-01)\tAcc@1  94.53 ( 91.60)\tAcc@5  99.22 ( 99.62)\n","Epoch: [42][ 170/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.002)\tLoss 1.8710e-01 (2.4049e-01)\tAcc@1  94.53 ( 91.62)\tAcc@5 100.00 ( 99.63)\n","Epoch: [42][ 180/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.002)\tLoss 3.6504e-01 (2.4097e-01)\tAcc@1  89.84 ( 91.57)\tAcc@5  98.44 ( 99.62)\n","Epoch: [42][ 190/2110]\tTime  0.437 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0529e-01 (2.4185e-01)\tAcc@1  88.28 ( 91.55)\tAcc@5  99.22 ( 99.62)\n","Epoch: [42][ 200/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9234e-01 (2.4149e-01)\tAcc@1  89.84 ( 91.55)\tAcc@5  99.22 ( 99.63)\n","Epoch: [42][ 210/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4391e-01 (2.4169e-01)\tAcc@1  91.41 ( 91.51)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 220/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3651e-01 (2.4160e-01)\tAcc@1  96.88 ( 91.57)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 230/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.3602e-01 (2.4195e-01)\tAcc@1  88.28 ( 91.58)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 240/2110]\tTime  0.410 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6487e-01 (2.4177e-01)\tAcc@1  91.41 ( 91.59)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 250/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7778e-01 (2.3984e-01)\tAcc@1  95.31 ( 91.65)\tAcc@5  99.22 ( 99.65)\n","Epoch: [42][ 260/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6680e-01 (2.3942e-01)\tAcc@1  94.53 ( 91.68)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 270/2110]\tTime  0.411 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0107e-01 (2.3961e-01)\tAcc@1  93.75 ( 91.67)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 280/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1030e-01 (2.3957e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 290/2110]\tTime  0.437 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2498e-01 (2.3830e-01)\tAcc@1  91.41 ( 91.73)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 300/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3052e-01 (2.3741e-01)\tAcc@1  95.31 ( 91.76)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 310/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9867e-01 (2.3811e-01)\tAcc@1  88.28 ( 91.73)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 320/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7383e-01 (2.3924e-01)\tAcc@1  91.41 ( 91.70)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 330/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.5760e-01 (2.4024e-01)\tAcc@1  87.50 ( 91.67)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 340/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6826e-01 (2.4019e-01)\tAcc@1  94.53 ( 91.68)\tAcc@5  99.22 ( 99.64)\n","Epoch: [42][ 350/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3986e-01 (2.4033e-01)\tAcc@1  90.62 ( 91.68)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 360/2110]\tTime  0.446 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7081e-01 (2.4067e-01)\tAcc@1  94.53 ( 91.65)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 370/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6320e-01 (2.4037e-01)\tAcc@1  89.84 ( 91.66)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 380/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3343e-01 (2.4036e-01)\tAcc@1  90.62 ( 91.65)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 390/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9045e-01 (2.4063e-01)\tAcc@1  88.28 ( 91.63)\tAcc@5 100.00 ( 99.64)\n","Epoch: [42][ 400/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9409e-01 (2.4030e-01)\tAcc@1  92.19 ( 91.61)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 410/2110]\tTime  0.410 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2632e-01 (2.4074e-01)\tAcc@1  92.19 ( 91.60)\tAcc@5  99.22 ( 99.65)\n","Epoch: [42][ 420/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3372e-01 (2.4090e-01)\tAcc@1  89.84 ( 91.59)\tAcc@5  99.22 ( 99.65)\n","Epoch: [42][ 430/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5772e-01 (2.4050e-01)\tAcc@1  91.41 ( 91.61)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 440/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2243e-01 (2.3998e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 450/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6620e-01 (2.4010e-01)\tAcc@1  89.84 ( 91.62)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 460/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9514e-01 (2.4047e-01)\tAcc@1  89.06 ( 91.60)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 470/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9231e-01 (2.4058e-01)\tAcc@1  95.31 ( 91.60)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 480/2110]\tTime  0.475 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3912e-01 (2.4051e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 490/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1327e-01 (2.4006e-01)\tAcc@1  87.50 ( 91.61)\tAcc@5 100.00 ( 99.65)\n","Epoch: [42][ 500/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5150e-01 (2.3983e-01)\tAcc@1  93.75 ( 91.63)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 510/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.4264e-01 (2.4024e-01)\tAcc@1  88.28 ( 91.62)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 520/2110]\tTime  0.482 ( 0.440)\tData  0.007 ( 0.001)\tLoss 2.8751e-01 (2.4010e-01)\tAcc@1  87.50 ( 91.62)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 530/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8932e-01 (2.3983e-01)\tAcc@1  91.41 ( 91.63)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 540/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6590e-01 (2.4003e-01)\tAcc@1  92.97 ( 91.63)\tAcc@5  98.44 ( 99.66)\n","Epoch: [42][ 550/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3898e-01 (2.3966e-01)\tAcc@1  89.84 ( 91.64)\tAcc@5 100.00 ( 99.66)\n","Epoch: [42][ 560/2110]\tTime  0.595 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7803e-01 (2.3968e-01)\tAcc@1  89.84 ( 91.63)\tAcc@5  99.22 ( 99.66)\n","Epoch: [42][ 570/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8800e-01 (2.4018e-01)\tAcc@1  89.06 ( 91.61)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 580/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9827e-01 (2.4012e-01)\tAcc@1  89.84 ( 91.61)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 590/2110]\tTime  0.430 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6157e-01 (2.4024e-01)\tAcc@1  89.06 ( 91.60)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 600/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7498e-01 (2.4041e-01)\tAcc@1  90.62 ( 91.58)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][ 610/2110]\tTime  0.433 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5343e-01 (2.4077e-01)\tAcc@1  90.62 ( 91.57)\tAcc@5  99.22 ( 99.67)\n","Epoch: [42][ 620/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1679e-01 (2.4118e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 630/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6706e-01 (2.4097e-01)\tAcc@1  91.41 ( 91.56)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 640/2110]\tTime  0.580 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4515e-01 (2.4123e-01)\tAcc@1  90.62 ( 91.54)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 650/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9927e-01 (2.4140e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 660/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8745e-01 (2.4178e-01)\tAcc@1  87.50 ( 91.51)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 670/2110]\tTime  0.412 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3718e-01 (2.4130e-01)\tAcc@1  94.53 ( 91.54)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 680/2110]\tTime  0.433 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.3533e-01 (2.4126e-01)\tAcc@1  86.72 ( 91.53)\tAcc@5  99.22 ( 99.67)\n","Epoch: [42][ 690/2110]\tTime  0.442 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1293e-01 (2.4116e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 700/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1770e-01 (2.4128e-01)\tAcc@1  93.75 ( 91.52)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 710/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5260e-01 (2.4139e-01)\tAcc@1  89.84 ( 91.51)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 720/2110]\tTime  0.578 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9591e-01 (2.4149e-01)\tAcc@1  92.97 ( 91.51)\tAcc@5  99.22 ( 99.67)\n","Epoch: [42][ 730/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.1674e-01 (2.4154e-01)\tAcc@1  87.50 ( 91.50)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 740/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4670e-01 (2.4188e-01)\tAcc@1  91.41 ( 91.49)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 750/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3620e-01 (2.4179e-01)\tAcc@1  92.19 ( 91.49)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 760/2110]\tTime  0.471 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7254e-01 (2.4170e-01)\tAcc@1  95.31 ( 91.50)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][ 770/2110]\tTime  0.441 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.4891e-01 (2.4130e-01)\tAcc@1  95.31 ( 91.50)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 780/2110]\tTime  0.432 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0041e-01 (2.4148e-01)\tAcc@1  90.62 ( 91.49)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 790/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3074e-01 (2.4125e-01)\tAcc@1  92.19 ( 91.49)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 800/2110]\tTime  0.557 ( 0.440)\tData  0.000 ( 0.001)\tLoss 4.1363e-01 (2.4112e-01)\tAcc@1  87.50 ( 91.51)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][ 810/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9952e-01 (2.4110e-01)\tAcc@1  91.41 ( 91.51)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 820/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8825e-01 (2.4094e-01)\tAcc@1  93.75 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 830/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9161e-01 (2.4057e-01)\tAcc@1  92.19 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 840/2110]\tTime  0.435 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.4925e-01 (2.4067e-01)\tAcc@1  95.31 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 850/2110]\tTime  0.436 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.2740e-01 (2.4100e-01)\tAcc@1  88.28 ( 91.51)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 860/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0235e-01 (2.4081e-01)\tAcc@1  92.19 ( 91.51)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 870/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2065e-01 (2.4047e-01)\tAcc@1  89.84 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 880/2110]\tTime  0.516 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1022e-01 (2.3995e-01)\tAcc@1  93.75 ( 91.55)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][ 890/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5978e-01 (2.4045e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][ 900/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8405e-01 (2.4068e-01)\tAcc@1  91.41 ( 91.52)\tAcc@5  97.66 ( 99.68)\n","Epoch: [42][ 910/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.7021e-01 (2.4076e-01)\tAcc@1  91.41 ( 91.52)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][ 920/2110]\tTime  0.439 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4807e-01 (2.4049e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][ 930/2110]\tTime  0.430 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6482e-01 (2.4069e-01)\tAcc@1  92.97 ( 91.53)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][ 940/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.8709e-01 (2.4089e-01)\tAcc@1  88.28 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][ 950/2110]\tTime  0.427 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7052e-01 (2.4054e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 960/2110]\tTime  0.537 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4074e-01 (2.4072e-01)\tAcc@1  89.06 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 970/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2481e-01 (2.4071e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][ 980/2110]\tTime  0.411 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2728e-01 (2.4071e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][ 990/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7580e-01 (2.4065e-01)\tAcc@1  94.53 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1000/2110]\tTime  0.431 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3195e-01 (2.4040e-01)\tAcc@1  93.75 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1010/2110]\tTime  0.423 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7424e-01 (2.4015e-01)\tAcc@1  93.75 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1020/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6106e-01 (2.4009e-01)\tAcc@1  91.41 ( 91.56)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1030/2110]\tTime  0.423 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1634e-01 (2.4034e-01)\tAcc@1  89.06 ( 91.55)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1040/2110]\tTime  0.574 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1649e-01 (2.4026e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1050/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.6754e-01 (2.4009e-01)\tAcc@1  93.75 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1060/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9418e-01 (2.3993e-01)\tAcc@1  88.28 ( 91.56)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1070/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1206e-01 (2.3992e-01)\tAcc@1  92.19 ( 91.56)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1080/2110]\tTime  0.443 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4856e-01 (2.4014e-01)\tAcc@1  89.06 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1090/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6125e-01 (2.4019e-01)\tAcc@1  87.50 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1100/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9288e-01 (2.4015e-01)\tAcc@1  93.75 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1110/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0679e-01 (2.4019e-01)\tAcc@1  90.62 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1120/2110]\tTime  0.597 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9830e-01 (2.4025e-01)\tAcc@1  94.53 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1130/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.6766e-01 (2.3994e-01)\tAcc@1  92.97 ( 91.56)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1140/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.0375e-01 (2.4007e-01)\tAcc@1  90.62 ( 91.56)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1150/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.8998e-01 (2.3988e-01)\tAcc@1  96.09 ( 91.57)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1160/2110]\tTime  0.434 ( 0.439)\tData  0.002 ( 0.001)\tLoss 1.8802e-01 (2.3974e-01)\tAcc@1  94.53 ( 91.57)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1170/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1199e-01 (2.3964e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1180/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1527e-01 (2.3969e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1190/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1093e-01 (2.3979e-01)\tAcc@1  94.53 ( 91.57)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1200/2110]\tTime  0.597 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.3731e-01 (2.4013e-01)\tAcc@1  87.50 ( 91.56)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1210/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0573e-01 (2.4025e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1220/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5794e-01 (2.4037e-01)\tAcc@1  90.62 ( 91.55)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1230/2110]\tTime  0.425 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0696e-01 (2.4047e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1240/2110]\tTime  0.447 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4768e-01 (2.4056e-01)\tAcc@1  90.62 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1250/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7663e-01 (2.4084e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][1260/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.4797e-01 (2.4068e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][1270/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.6288e-01 (2.4076e-01)\tAcc@1  85.94 ( 91.54)\tAcc@5 100.00 ( 99.67)\n","Epoch: [42][1280/2110]\tTime  0.593 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.7012e-01 (2.4076e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1290/2110]\tTime  0.424 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8884e-01 (2.4080e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1300/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2626e-01 (2.4093e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1310/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.2948e-01 (2.4105e-01)\tAcc@1  90.62 ( 91.52)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][1320/2110]\tTime  0.452 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.2564e-01 (2.4103e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1330/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5761e-01 (2.4080e-01)\tAcc@1  91.41 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1340/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.8084e-01 (2.4085e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1350/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.5380e-01 (2.4080e-01)\tAcc@1  92.19 ( 91.52)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1360/2110]\tTime  0.542 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1282e-01 (2.4076e-01)\tAcc@1  91.41 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1370/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.8089e-01 (2.4074e-01)\tAcc@1  86.72 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1380/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.8333e-01 (2.4076e-01)\tAcc@1  85.94 ( 91.53)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][1390/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.0516e-01 (2.4086e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1400/2110]\tTime  0.453 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9471e-01 (2.4070e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1410/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.6789e-01 (2.4070e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1420/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.2392e-01 (2.4058e-01)\tAcc@1  96.09 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1430/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2331e-01 (2.4075e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1440/2110]\tTime  0.581 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.9368e-01 (2.4060e-01)\tAcc@1  86.72 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1450/2110]\tTime  0.422 ( 0.438)\tData  0.000 ( 0.001)\tLoss 2.4076e-01 (2.4059e-01)\tAcc@1  92.19 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1460/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9874e-01 (2.4043e-01)\tAcc@1  91.41 ( 91.55)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1470/2110]\tTime  0.431 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1986e-01 (2.4043e-01)\tAcc@1  93.75 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1480/2110]\tTime  0.454 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.0487e-01 (2.4050e-01)\tAcc@1  92.19 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1490/2110]\tTime  0.446 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.5416e-01 (2.4058e-01)\tAcc@1  94.53 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1500/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.7922e-01 (2.4044e-01)\tAcc@1  90.62 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1510/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.3651e-01 (2.4065e-01)\tAcc@1  87.50 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1520/2110]\tTime  0.582 ( 0.439)\tData  0.004 ( 0.001)\tLoss 1.6964e-01 (2.4045e-01)\tAcc@1  92.97 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1530/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3943e-01 (2.4084e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1540/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.2091e-01 (2.4070e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1550/2110]\tTime  0.410 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.5765e-01 (2.4048e-01)\tAcc@1  86.72 ( 91.54)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][1560/2110]\tTime  0.452 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.9170e-01 (2.4057e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1570/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.5094e-01 (2.4052e-01)\tAcc@1  95.31 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1580/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7944e-01 (2.4041e-01)\tAcc@1  95.31 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1590/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.7457e-01 (2.4057e-01)\tAcc@1  88.28 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1600/2110]\tTime  0.586 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.1260e-01 (2.4056e-01)\tAcc@1  93.75 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1610/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.1618e-01 (2.4040e-01)\tAcc@1  87.50 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1620/2110]\tTime  0.443 ( 0.439)\tData  0.000 ( 0.001)\tLoss 1.7646e-01 (2.4035e-01)\tAcc@1  92.19 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1630/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.001)\tLoss 2.3607e-01 (2.4034e-01)\tAcc@1  89.84 ( 91.54)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1640/2110]\tTime  0.501 ( 0.439)\tData  0.000 ( 0.001)\tLoss 3.4335e-01 (2.4043e-01)\tAcc@1  89.06 ( 91.54)\tAcc@5  98.44 ( 99.68)\n","Epoch: [42][1650/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2288e-01 (2.4050e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1660/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.8517e-01 (2.4061e-01)\tAcc@1  89.06 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1670/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5922e-01 (2.4060e-01)\tAcc@1  91.41 ( 91.53)\tAcc@5  99.22 ( 99.68)\n","Epoch: [42][1680/2110]\tTime  0.576 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.0293e-01 (2.4054e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1690/2110]\tTime  0.426 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5017e-01 (2.4053e-01)\tAcc@1  89.84 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1700/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1594e-01 (2.4058e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1710/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.5218e-01 (2.4048e-01)\tAcc@1  96.88 ( 91.53)\tAcc@5 100.00 ( 99.68)\n","Epoch: [42][1720/2110]\tTime  0.450 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5396e-01 (2.4037e-01)\tAcc@1  92.19 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1730/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.9851e-01 (2.4038e-01)\tAcc@1  87.50 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1740/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.9509e-01 (2.4049e-01)\tAcc@1  90.62 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1750/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7577e-01 (2.4040e-01)\tAcc@1  90.62 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1760/2110]\tTime  0.429 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1318e-01 (2.4036e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1770/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6079e-01 (2.4041e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1780/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.5397e-01 (2.4026e-01)\tAcc@1  95.31 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1790/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5481e-01 (2.4031e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1800/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3182e-01 (2.4009e-01)\tAcc@1  92.19 ( 91.55)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1810/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.4316e-01 (2.4006e-01)\tAcc@1  88.28 ( 91.55)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1820/2110]\tTime  0.428 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7819e-01 (2.4002e-01)\tAcc@1  89.06 ( 91.55)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1830/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.0988e-01 (2.4020e-01)\tAcc@1  89.84 ( 91.55)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1840/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.0090e-01 (2.4018e-01)\tAcc@1  92.19 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1850/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5428e-01 (2.4031e-01)\tAcc@1  92.97 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1860/2110]\tTime  0.414 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3665e-01 (2.4033e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1870/2110]\tTime  0.425 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3092e-01 (2.4045e-01)\tAcc@1  91.41 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1880/2110]\tTime  0.434 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.2906e-01 (2.4061e-01)\tAcc@1  88.28 ( 91.54)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1890/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.2759e-01 (2.4069e-01)\tAcc@1  86.72 ( 91.53)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1900/2110]\tTime  0.425 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1163e-01 (2.4062e-01)\tAcc@1  93.75 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1910/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2007e-01 (2.4068e-01)\tAcc@1  92.97 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1920/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7037e-01 (2.4081e-01)\tAcc@1  88.28 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1930/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.0071e-01 (2.4089e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1940/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6615e-01 (2.4084e-01)\tAcc@1  89.06 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1950/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7916e-01 (2.4078e-01)\tAcc@1  92.19 ( 91.53)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1960/2110]\tTime  0.419 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2581e-01 (2.4077e-01)\tAcc@1  94.53 ( 91.53)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][1970/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2460e-01 (2.4090e-01)\tAcc@1  92.19 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1980/2110]\tTime  0.417 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7824e-01 (2.4087e-01)\tAcc@1  87.50 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][1990/2110]\tTime  0.426 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.9524e-01 (2.4088e-01)\tAcc@1  95.31 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2000/2110]\tTime  0.412 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.5175e-01 (2.4088e-01)\tAcc@1  90.62 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2010/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.2359e-01 (2.4080e-01)\tAcc@1  92.19 ( 91.52)\tAcc@5  98.44 ( 99.69)\n","Epoch: [42][2020/2110]\tTime  0.413 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.3972e-01 (2.4072e-01)\tAcc@1  93.75 ( 91.52)\tAcc@5  98.44 ( 99.69)\n","Epoch: [42][2030/2110]\tTime  0.415 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.1137e-01 (2.4075e-01)\tAcc@1  94.53 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2040/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 3.3101e-01 (2.4088e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2050/2110]\tTime  0.421 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.6347e-01 (2.4069e-01)\tAcc@1  92.97 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2060/2110]\tTime  0.418 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.4513e-01 (2.4083e-01)\tAcc@1  88.28 ( 91.52)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][2070/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7585e-01 (2.4079e-01)\tAcc@1  89.06 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2080/2110]\tTime  0.420 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.6262e-01 (2.4087e-01)\tAcc@1  90.62 ( 91.52)\tAcc@5 100.00 ( 99.69)\n","Epoch: [42][2090/2110]\tTime  0.416 ( 0.439)\tData  0.000 ( 0.000)\tLoss 2.7661e-01 (2.4081e-01)\tAcc@1  90.62 ( 91.52)\tAcc@5  99.22 ( 99.69)\n","Epoch: [42][2100/2110]\tTime  0.422 ( 0.439)\tData  0.000 ( 0.000)\tLoss 1.8647e-01 (2.4070e-01)\tAcc@1  90.62 ( 91.53)\tAcc@5 100.00 ( 99.69)\n","=> Acc@1 91.521 Acc@5 99.687\n","=> Val@1 82.433\n","==> 993.18 seconds to train this epoch\n","\n","\n","----- epoch: 43, lr: 0.010000000000000002 -----\n","epoch :  43\n","Epoch: [43][   0/2110]\tTime  0.825 ( 0.825)\tData  0.217 ( 0.217)\tLoss 1.9383e-01 (1.9383e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.22)\n","Epoch: [43][  10/2110]\tTime  0.430 ( 0.469)\tData  0.000 ( 0.020)\tLoss 3.2561e-01 (2.1962e-01)\tAcc@1  88.28 ( 92.12)\tAcc@5  99.22 ( 99.64)\n","Epoch: [43][  20/2110]\tTime  0.438 ( 0.466)\tData  0.000 ( 0.011)\tLoss 2.7684e-01 (2.3647e-01)\tAcc@1  88.28 ( 91.70)\tAcc@5 100.00 ( 99.67)\n","Epoch: [43][  30/2110]\tTime  0.444 ( 0.470)\tData  0.000 ( 0.007)\tLoss 2.5757e-01 (2.3529e-01)\tAcc@1  91.41 ( 91.58)\tAcc@5 100.00 ( 99.62)\n","Epoch: [43][  40/2110]\tTime  0.582 ( 0.469)\tData  0.000 ( 0.006)\tLoss 3.0959e-01 (2.4231e-01)\tAcc@1  89.84 ( 91.37)\tAcc@5  98.44 ( 99.58)\n","Epoch: [43][  50/2110]\tTime  0.429 ( 0.463)\tData  0.000 ( 0.005)\tLoss 3.2732e-01 (2.4354e-01)\tAcc@1  87.50 ( 91.30)\tAcc@5  99.22 ( 99.62)\n","Epoch: [43][  60/2110]\tTime  0.414 ( 0.461)\tData  0.000 ( 0.004)\tLoss 4.6958e-01 (2.4553e-01)\tAcc@1  80.47 ( 91.23)\tAcc@5 100.00 ( 99.65)\n","Epoch: [43][  70/2110]\tTime  0.421 ( 0.458)\tData  0.000 ( 0.003)\tLoss 2.4651e-01 (2.4500e-01)\tAcc@1  90.62 ( 91.20)\tAcc@5  99.22 ( 99.66)\n","Epoch: [43][  80/2110]\tTime  0.564 ( 0.455)\tData  0.000 ( 0.003)\tLoss 2.6740e-01 (2.4450e-01)\tAcc@1  90.62 ( 91.26)\tAcc@5 100.00 ( 99.68)\n","Epoch: [43][  90/2110]\tTime  0.418 ( 0.452)\tData  0.000 ( 0.003)\tLoss 1.8937e-01 (2.4012e-01)\tAcc@1  94.53 ( 91.39)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 100/2110]\tTime  0.438 ( 0.451)\tData  0.000 ( 0.003)\tLoss 4.5436e-01 (2.4025e-01)\tAcc@1  85.16 ( 91.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 110/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.002)\tLoss 1.4806e-01 (2.3713e-01)\tAcc@1  95.31 ( 91.54)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 120/2110]\tTime  0.435 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.8089e-01 (2.3349e-01)\tAcc@1  92.19 ( 91.67)\tAcc@5 100.00 ( 99.75)\n","Epoch: [43][ 130/2110]\tTime  0.416 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.0457e-01 (2.3085e-01)\tAcc@1  96.88 ( 91.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [43][ 140/2110]\tTime  0.412 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.7492e-01 (2.3109e-01)\tAcc@1  95.31 ( 91.77)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 150/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.8973e-01 (2.3090e-01)\tAcc@1  94.53 ( 91.75)\tAcc@5 100.00 ( 99.75)\n","Epoch: [43][ 160/2110]\tTime  0.587 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.9686e-01 (2.3096e-01)\tAcc@1  94.53 ( 91.80)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 170/2110]\tTime  0.424 ( 0.447)\tData  0.007 ( 0.002)\tLoss 2.0792e-01 (2.3222e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 180/2110]\tTime  0.414 ( 0.446)\tData  0.000 ( 0.002)\tLoss 3.0659e-01 (2.3406e-01)\tAcc@1  90.62 ( 91.65)\tAcc@5  99.22 ( 99.74)\n","Epoch: [43][ 190/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.9208e-01 (2.3405e-01)\tAcc@1  93.75 ( 91.65)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 200/2110]\tTime  0.516 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.7074e-01 (2.3402e-01)\tAcc@1  92.97 ( 91.66)\tAcc@5 100.00 ( 99.74)\n","Epoch: [43][ 210/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5255e-01 (2.3519e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 220/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8911e-01 (2.3574e-01)\tAcc@1  86.72 ( 91.57)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 230/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8549e-01 (2.3581e-01)\tAcc@1  92.97 ( 91.60)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 240/2110]\tTime  0.601 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6333e-01 (2.3558e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 250/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7655e-01 (2.3585e-01)\tAcc@1  90.62 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][ 260/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3291e-01 (2.3701e-01)\tAcc@1  89.84 ( 91.54)\tAcc@5  99.22 ( 99.69)\n","Epoch: [43][ 270/2110]\tTime  0.413 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7950e-01 (2.3541e-01)\tAcc@1  92.97 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][ 280/2110]\tTime  0.514 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1360e-01 (2.3529e-01)\tAcc@1  91.41 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][ 290/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1690e-01 (2.3526e-01)\tAcc@1  92.97 ( 91.60)\tAcc@5  98.44 ( 99.70)\n","Epoch: [43][ 300/2110]\tTime  0.414 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.3204e-01 (2.3519e-01)\tAcc@1  85.94 ( 91.60)\tAcc@5  98.44 ( 99.69)\n","Epoch: [43][ 310/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2315e-01 (2.3572e-01)\tAcc@1  91.41 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][ 320/2110]\tTime  0.542 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7822e-01 (2.3604e-01)\tAcc@1  89.84 ( 91.56)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 330/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.1803e-01 (2.3606e-01)\tAcc@1  96.09 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 340/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5379e-01 (2.3672e-01)\tAcc@1  90.62 ( 91.54)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 350/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1059e-01 (2.3674e-01)\tAcc@1  90.62 ( 91.55)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 360/2110]\tTime  0.508 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6436e-01 (2.3598e-01)\tAcc@1  94.53 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 370/2110]\tTime  0.411 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5809e-01 (2.3542e-01)\tAcc@1  89.84 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 380/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2587e-01 (2.3558e-01)\tAcc@1  92.97 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 390/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5455e-01 (2.3561e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][ 400/2110]\tTime  0.461 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0850e-01 (2.3625e-01)\tAcc@1  87.50 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][ 410/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7335e-01 (2.3574e-01)\tAcc@1  92.97 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 420/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2893e-01 (2.3545e-01)\tAcc@1  96.88 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 430/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0773e-01 (2.3512e-01)\tAcc@1  91.41 ( 91.63)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 440/2110]\tTime  0.568 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7049e-01 (2.3469e-01)\tAcc@1  94.53 ( 91.64)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 450/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9107e-01 (2.3517e-01)\tAcc@1  92.97 ( 91.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 460/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0622e-01 (2.3533e-01)\tAcc@1  86.72 ( 91.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 470/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8627e-01 (2.3495e-01)\tAcc@1  93.75 ( 91.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 480/2110]\tTime  0.577 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.4378e-01 (2.3567e-01)\tAcc@1  88.28 ( 91.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [43][ 490/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3931e-01 (2.3502e-01)\tAcc@1  93.75 ( 91.66)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 500/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7380e-01 (2.3510e-01)\tAcc@1  91.41 ( 91.66)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 510/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3984e-01 (2.3514e-01)\tAcc@1  93.75 ( 91.66)\tAcc@5  99.22 ( 99.73)\n","Epoch: [43][ 520/2110]\tTime  0.458 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.4709e-01 (2.3480e-01)\tAcc@1  94.53 ( 91.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [43][ 530/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2812e-01 (2.3515e-01)\tAcc@1  92.19 ( 91.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 540/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7719e-01 (2.3557e-01)\tAcc@1  95.31 ( 91.66)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 550/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5845e-01 (2.3591e-01)\tAcc@1  93.75 ( 91.66)\tAcc@5  98.44 ( 99.72)\n","Epoch: [43][ 560/2110]\tTime  0.581 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.4200e-01 (2.3566e-01)\tAcc@1  95.31 ( 91.66)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 570/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4845e-01 (2.3531e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 580/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0365e-01 (2.3475e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 590/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5387e-01 (2.3527e-01)\tAcc@1  90.62 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 600/2110]\tTime  0.451 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9565e-01 (2.3563e-01)\tAcc@1  92.19 ( 91.67)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 610/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6668e-01 (2.3554e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 620/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2836e-01 (2.3518e-01)\tAcc@1  92.19 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 630/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8169e-01 (2.3516e-01)\tAcc@1  94.53 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 640/2110]\tTime  0.571 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0623e-01 (2.3544e-01)\tAcc@1  86.72 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 650/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2420e-01 (2.3598e-01)\tAcc@1  94.53 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 660/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9144e-01 (2.3556e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 670/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6664e-01 (2.3591e-01)\tAcc@1  93.75 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 680/2110]\tTime  0.469 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4719e-01 (2.3577e-01)\tAcc@1  90.62 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 690/2110]\tTime  0.435 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1535e-01 (2.3551e-01)\tAcc@1  92.19 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 700/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7850e-01 (2.3548e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 710/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3202e-01 (2.3551e-01)\tAcc@1  90.62 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 720/2110]\tTime  0.572 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7802e-01 (2.3570e-01)\tAcc@1  92.19 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 730/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4414e-01 (2.3563e-01)\tAcc@1  92.97 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 740/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8047e-01 (2.3562e-01)\tAcc@1  93.75 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 750/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1676e-01 (2.3547e-01)\tAcc@1  92.19 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 760/2110]\tTime  0.457 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6300e-01 (2.3509e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 770/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3206e-01 (2.3506e-01)\tAcc@1  90.62 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 780/2110]\tTime  0.417 ( 0.442)\tData  0.001 ( 0.001)\tLoss 2.4549e-01 (2.3510e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 790/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6028e-01 (2.3487e-01)\tAcc@1  92.97 ( 91.71)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 800/2110]\tTime  0.571 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7036e-01 (2.3469e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 810/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5646e-01 (2.3452e-01)\tAcc@1  92.19 ( 91.73)\tAcc@5  98.44 ( 99.72)\n","Epoch: [43][ 820/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5486e-01 (2.3469e-01)\tAcc@1  89.84 ( 91.73)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 830/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4081e-01 (2.3509e-01)\tAcc@1  91.41 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 840/2110]\tTime  0.516 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5158e-01 (2.3490e-01)\tAcc@1  90.62 ( 91.71)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 850/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6672e-01 (2.3473e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][ 860/2110]\tTime  0.432 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3319e-01 (2.3473e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 870/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 4.1507e-01 (2.3472e-01)\tAcc@1  82.81 ( 91.72)\tAcc@5  99.22 ( 99.72)\n","Epoch: [43][ 880/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3817e-01 (2.3480e-01)\tAcc@1  94.53 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 890/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.8144e-01 (2.3475e-01)\tAcc@1  82.03 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 900/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2615e-01 (2.3471e-01)\tAcc@1  92.19 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 910/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7369e-01 (2.3500e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 920/2110]\tTime  0.444 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2851e-01 (2.3522e-01)\tAcc@1  92.19 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 930/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3520e-01 (2.3501e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 940/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2009e-01 (2.3507e-01)\tAcc@1  92.19 ( 91.68)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 950/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8524e-01 (2.3510e-01)\tAcc@1  93.75 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 960/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4005e-01 (2.3523e-01)\tAcc@1  91.41 ( 91.67)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 970/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8259e-01 (2.3545e-01)\tAcc@1  91.41 ( 91.67)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][ 980/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4074e-01 (2.3540e-01)\tAcc@1  89.84 ( 91.66)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][ 990/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6001e-01 (2.3567e-01)\tAcc@1  90.62 ( 91.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1000/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6461e-01 (2.3565e-01)\tAcc@1  90.62 ( 91.66)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1010/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3564e-01 (2.3568e-01)\tAcc@1  92.19 ( 91.66)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1020/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5851e-01 (2.3547e-01)\tAcc@1  89.84 ( 91.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1030/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7983e-01 (2.3562e-01)\tAcc@1  89.84 ( 91.65)\tAcc@5  98.44 ( 99.71)\n","Epoch: [43][1040/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4864e-01 (2.3569e-01)\tAcc@1  92.97 ( 91.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1050/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1647e-01 (2.3567e-01)\tAcc@1  92.97 ( 91.65)\tAcc@5  98.44 ( 99.71)\n","Epoch: [43][1060/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0444e-01 (2.3581e-01)\tAcc@1  95.31 ( 91.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1070/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0572e-01 (2.3562e-01)\tAcc@1  90.62 ( 91.66)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1080/2110]\tTime  0.443 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3662e-01 (2.3585e-01)\tAcc@1  89.84 ( 91.65)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1090/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8355e-01 (2.3615e-01)\tAcc@1  92.97 ( 91.64)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1100/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6534e-01 (2.3626e-01)\tAcc@1  89.06 ( 91.63)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1110/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8439e-01 (2.3629e-01)\tAcc@1  94.53 ( 91.63)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1120/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1129e-01 (2.3633e-01)\tAcc@1  90.62 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1130/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9408e-01 (2.3645e-01)\tAcc@1  88.28 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1140/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6538e-01 (2.3640e-01)\tAcc@1  93.75 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1150/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4922e-01 (2.3655e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1160/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0416e-01 (2.3632e-01)\tAcc@1  92.97 ( 91.63)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1170/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1865e-01 (2.3634e-01)\tAcc@1  93.75 ( 91.63)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][1180/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2150e-01 (2.3626e-01)\tAcc@1  90.62 ( 91.63)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1190/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6587e-01 (2.3621e-01)\tAcc@1  92.19 ( 91.64)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1200/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5198e-01 (2.3649e-01)\tAcc@1  90.62 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1210/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4970e-01 (2.3652e-01)\tAcc@1  92.97 ( 91.63)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1220/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1300e-01 (2.3671e-01)\tAcc@1  86.72 ( 91.62)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1230/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8471e-01 (2.3675e-01)\tAcc@1  89.06 ( 91.62)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1240/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2014e-01 (2.3667e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1250/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.3966e-01 (2.3684e-01)\tAcc@1  88.28 ( 91.61)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1260/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7969e-01 (2.3692e-01)\tAcc@1  92.19 ( 91.61)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1270/2110]\tTime  0.423 ( 0.441)\tData  0.001 ( 0.001)\tLoss 2.6050e-01 (2.3688e-01)\tAcc@1  91.41 ( 91.61)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1280/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8192e-01 (2.3685e-01)\tAcc@1  88.28 ( 91.61)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][1290/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6002e-01 (2.3703e-01)\tAcc@1  90.62 ( 91.60)\tAcc@5 100.00 ( 99.72)\n","Epoch: [43][1300/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6658e-01 (2.3707e-01)\tAcc@1  89.06 ( 91.60)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1310/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1936e-01 (2.3719e-01)\tAcc@1  85.94 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1320/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5999e-01 (2.3715e-01)\tAcc@1  93.75 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1330/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3406e-01 (2.3735e-01)\tAcc@1  92.97 ( 91.59)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1340/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8377e-01 (2.3739e-01)\tAcc@1  91.41 ( 91.59)\tAcc@5  98.44 ( 99.71)\n","Epoch: [43][1350/2110]\tTime  0.468 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9892e-01 (2.3752e-01)\tAcc@1  89.06 ( 91.58)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1360/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.6198e-01 (2.3782e-01)\tAcc@1  89.84 ( 91.57)\tAcc@5  98.44 ( 99.70)\n","Epoch: [43][1370/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5785e-01 (2.3783e-01)\tAcc@1  91.41 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1380/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8887e-01 (2.3788e-01)\tAcc@1  96.09 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1390/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1643e-01 (2.3777e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1400/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8472e-01 (2.3772e-01)\tAcc@1  92.97 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1410/2110]\tTime  0.461 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8701e-01 (2.3772e-01)\tAcc@1  94.53 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1420/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3240e-01 (2.3769e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1430/2110]\tTime  0.599 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6692e-01 (2.3766e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1440/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3759e-01 (2.3754e-01)\tAcc@1  90.62 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1450/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6102e-01 (2.3753e-01)\tAcc@1  93.75 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1460/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9786e-01 (2.3748e-01)\tAcc@1  91.41 ( 91.59)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1470/2110]\tTime  0.488 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5510e-01 (2.3751e-01)\tAcc@1  96.09 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1480/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8258e-01 (2.3737e-01)\tAcc@1  91.41 ( 91.60)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1490/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8128e-01 (2.3733e-01)\tAcc@1  92.19 ( 91.59)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1500/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4310e-01 (2.3737e-01)\tAcc@1  88.28 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1510/2110]\tTime  0.563 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7402e-01 (2.3733e-01)\tAcc@1  92.97 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1520/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6148e-01 (2.3745e-01)\tAcc@1  94.53 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1530/2110]\tTime  0.413 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4448e-01 (2.3760e-01)\tAcc@1  91.41 ( 91.58)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1540/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.4693e-01 (2.3768e-01)\tAcc@1  91.41 ( 91.58)\tAcc@5  98.44 ( 99.70)\n","Epoch: [43][1550/2110]\tTime  0.478 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8296e-01 (2.3758e-01)\tAcc@1  85.94 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1560/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7212e-01 (2.3759e-01)\tAcc@1  89.06 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1570/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.0110e-01 (2.3774e-01)\tAcc@1  89.06 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1580/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.0991e-01 (2.3775e-01)\tAcc@1  96.09 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1590/2110]\tTime  0.594 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2937e-01 (2.3775e-01)\tAcc@1  89.84 ( 91.57)\tAcc@5  98.44 ( 99.70)\n","Epoch: [43][1600/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.8285e-01 (2.3771e-01)\tAcc@1  96.09 ( 91.57)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1610/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3466e-01 (2.3769e-01)\tAcc@1  89.84 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1620/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5442e-01 (2.3766e-01)\tAcc@1  90.62 ( 91.58)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1630/2110]\tTime  0.469 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.6571e-01 (2.3736e-01)\tAcc@1  95.31 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1640/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9912e-01 (2.3723e-01)\tAcc@1  94.53 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1650/2110]\tTime  0.431 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2087e-01 (2.3733e-01)\tAcc@1  87.50 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1660/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.7586e-01 (2.3726e-01)\tAcc@1  89.06 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1670/2110]\tTime  0.559 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0538e-01 (2.3738e-01)\tAcc@1  91.41 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1680/2110]\tTime  0.423 ( 0.440)\tData  0.000 ( 0.001)\tLoss 4.0029e-01 (2.3746e-01)\tAcc@1  85.94 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1690/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5487e-01 (2.3748e-01)\tAcc@1  89.84 ( 91.59)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1700/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6331e-01 (2.3762e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1710/2110]\tTime  0.484 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8992e-01 (2.3771e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1720/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.3467e-01 (2.3763e-01)\tAcc@1  90.62 ( 91.58)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1730/2110]\tTime  0.429 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.0948e-01 (2.3769e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1740/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2839e-01 (2.3759e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5  99.22 ( 99.71)\n","Epoch: [43][1750/2110]\tTime  0.438 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2541e-01 (2.3765e-01)\tAcc@1  92.97 ( 91.58)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1760/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.2439e-01 (2.3760e-01)\tAcc@1  94.53 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1770/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7367e-01 (2.3765e-01)\tAcc@1  94.53 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1780/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2830e-01 (2.3764e-01)\tAcc@1  93.75 ( 91.58)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1790/2110]\tTime  0.467 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.1863e-01 (2.3760e-01)\tAcc@1  91.41 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1800/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.2064e-01 (2.3758e-01)\tAcc@1  87.50 ( 91.57)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1810/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6267e-01 (2.3741e-01)\tAcc@1  89.06 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1820/2110]\tTime  0.428 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.2474e-01 (2.3737e-01)\tAcc@1  89.84 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1830/2110]\tTime  0.575 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.9678e-01 (2.3734e-01)\tAcc@1  94.53 ( 91.58)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1840/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.6231e-01 (2.3710e-01)\tAcc@1  92.19 ( 91.59)\tAcc@5 100.00 ( 99.71)\n","Epoch: [43][1850/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.5186e-01 (2.3711e-01)\tAcc@1  90.62 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1860/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.7431e-01 (2.3701e-01)\tAcc@1  93.75 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1870/2110]\tTime  0.473 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.8818e-01 (2.3712e-01)\tAcc@1  89.84 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1880/2110]\tTime  0.416 ( 0.440)\tData  0.000 ( 0.001)\tLoss 2.9699e-01 (2.3714e-01)\tAcc@1  89.84 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1890/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.4684e-01 (2.3696e-01)\tAcc@1  89.06 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1900/2110]\tTime  0.421 ( 0.440)\tData  0.000 ( 0.001)\tLoss 1.4315e-01 (2.3695e-01)\tAcc@1  93.75 ( 91.60)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1910/2110]\tTime  0.609 ( 0.440)\tData  0.000 ( 0.001)\tLoss 3.7278e-01 (2.3685e-01)\tAcc@1  87.50 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1920/2110]\tTime  0.442 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.1068e-01 (2.3679e-01)\tAcc@1  92.19 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1930/2110]\tTime  0.415 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3448e-01 (2.3660e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1940/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.2563e-01 (2.3648e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1950/2110]\tTime  0.475 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.5176e-01 (2.3650e-01)\tAcc@1  88.28 ( 91.61)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1960/2110]\tTime  0.420 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.2709e-01 (2.3651e-01)\tAcc@1  92.19 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1970/2110]\tTime  0.417 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3383e-01 (2.3648e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][1980/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0927e-01 (2.3637e-01)\tAcc@1  90.62 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][1990/2110]\tTime  0.598 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.5079e-01 (2.3622e-01)\tAcc@1  94.53 ( 91.63)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2000/2110]\tTime  0.419 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.1162e-01 (2.3628e-01)\tAcc@1  90.62 ( 91.62)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][2010/2110]\tTime  0.426 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.0660e-01 (2.3629e-01)\tAcc@1  94.53 ( 91.62)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][2020/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3493e-01 (2.3648e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2030/2110]\tTime  0.473 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.8085e-01 (2.3646e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2040/2110]\tTime  0.425 ( 0.440)\tData  0.000 ( 0.000)\tLoss 3.3022e-01 (2.3647e-01)\tAcc@1  89.06 ( 91.62)\tAcc@5  99.22 ( 99.70)\n","Epoch: [43][2050/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.7099e-01 (2.3654e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2060/2110]\tTime  0.424 ( 0.440)\tData  0.000 ( 0.000)\tLoss 1.9591e-01 (2.3647e-01)\tAcc@1  92.19 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2070/2110]\tTime  0.564 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.8696e-01 (2.3642e-01)\tAcc@1  87.50 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2080/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.4114e-01 (2.3648e-01)\tAcc@1  89.84 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2090/2110]\tTime  0.414 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.3124e-01 (2.3646e-01)\tAcc@1  93.75 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [43][2100/2110]\tTime  0.418 ( 0.440)\tData  0.000 ( 0.000)\tLoss 2.9713e-01 (2.3660e-01)\tAcc@1  90.62 ( 91.61)\tAcc@5  99.22 ( 99.70)\n","=> Acc@1 91.611 Acc@5 99.702\n","=> Val@1 82.574\n","==> 993.20 seconds to train this epoch\n","\n","\n","----- epoch: 44, lr: 0.010000000000000002 -----\n","epoch :  44\n","Epoch: [44][   0/2110]\tTime  0.731 ( 0.731)\tData  0.212 ( 0.212)\tLoss 2.6062e-01 (2.6062e-01)\tAcc@1  89.84 ( 89.84)\tAcc@5 100.00 (100.00)\n","Epoch: [44][  10/2110]\tTime  0.426 ( 0.467)\tData  0.000 ( 0.020)\tLoss 1.7159e-01 (2.2085e-01)\tAcc@1  91.41 ( 91.48)\tAcc@5 100.00 ( 99.79)\n","Epoch: [44][  20/2110]\tTime  0.419 ( 0.458)\tData  0.000 ( 0.010)\tLoss 3.1379e-01 (2.2222e-01)\tAcc@1  90.62 ( 91.89)\tAcc@5  99.22 ( 99.81)\n","Epoch: [44][  30/2110]\tTime  0.416 ( 0.456)\tData  0.000 ( 0.007)\tLoss 2.2978e-01 (2.3238e-01)\tAcc@1  89.06 ( 91.66)\tAcc@5 100.00 ( 99.62)\n","Epoch: [44][  40/2110]\tTime  0.413 ( 0.449)\tData  0.000 ( 0.006)\tLoss 2.2598e-01 (2.3713e-01)\tAcc@1  92.19 ( 91.58)\tAcc@5 100.00 ( 99.56)\n","Epoch: [44][  50/2110]\tTime  0.415 ( 0.448)\tData  0.000 ( 0.005)\tLoss 2.6483e-01 (2.3300e-01)\tAcc@1  90.62 ( 91.73)\tAcc@5 100.00 ( 99.65)\n","Epoch: [44][  60/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.004)\tLoss 2.7883e-01 (2.3069e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5  99.22 ( 99.67)\n","Epoch: [44][  70/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.003)\tLoss 2.1616e-01 (2.3217e-01)\tAcc@1  91.41 ( 91.62)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][  80/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.003)\tLoss 3.0504e-01 (2.3346e-01)\tAcc@1  89.06 ( 91.59)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][  90/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.003)\tLoss 1.4480e-01 (2.2915e-01)\tAcc@1  96.09 ( 91.74)\tAcc@5 100.00 ( 99.73)\n","Epoch: [44][ 100/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.7906e-01 (2.2911e-01)\tAcc@1  92.97 ( 91.75)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 110/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.9150e-01 (2.2786e-01)\tAcc@1  91.41 ( 91.82)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 120/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.002)\tLoss 1.8812e-01 (2.2741e-01)\tAcc@1  93.75 ( 91.89)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 130/2110]\tTime  0.412 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.2723e-01 (2.2880e-01)\tAcc@1  95.31 ( 91.86)\tAcc@5  99.22 ( 99.67)\n","Epoch: [44][ 140/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.002)\tLoss 1.7895e-01 (2.2980e-01)\tAcc@1  95.31 ( 91.87)\tAcc@5 100.00 ( 99.68)\n","Epoch: [44][ 150/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.5170e-01 (2.3008e-01)\tAcc@1  87.50 ( 91.85)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 160/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.002)\tLoss 1.5587e-01 (2.2936e-01)\tAcc@1  93.75 ( 91.91)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 170/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.2060e-01 (2.2934e-01)\tAcc@1  93.75 ( 91.90)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][ 180/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.5348e-01 (2.2947e-01)\tAcc@1  91.41 ( 91.88)\tAcc@5  99.22 ( 99.72)\n","Epoch: [44][ 190/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5237e-01 (2.3112e-01)\tAcc@1  89.84 ( 91.86)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 200/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.4482e-01 (2.3169e-01)\tAcc@1  96.88 ( 91.87)\tAcc@5  99.22 ( 99.72)\n","Epoch: [44][ 210/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.2178e-01 (2.3294e-01)\tAcc@1  89.84 ( 91.79)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 220/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.2717e-01 (2.3418e-01)\tAcc@1  86.72 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 230/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.8986e-01 (2.3456e-01)\tAcc@1  88.28 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 240/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 4.0524e-01 (2.3468e-01)\tAcc@1  87.50 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 250/2110]\tTime  0.453 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7175e-01 (2.3439e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 260/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.4847e-01 (2.3501e-01)\tAcc@1  85.94 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 270/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2554e-01 (2.3456e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 280/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8632e-01 (2.3456e-01)\tAcc@1  88.28 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 290/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3822e-01 (2.3406e-01)\tAcc@1  90.62 ( 91.68)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 300/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1525e-01 (2.3380e-01)\tAcc@1  93.75 ( 91.68)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 310/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2264e-01 (2.3370e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 320/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0548e-01 (2.3375e-01)\tAcc@1  92.97 ( 91.65)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 330/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7540e-01 (2.3380e-01)\tAcc@1  91.41 ( 91.65)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 340/2110]\tTime  0.421 ( 0.444)\tData  0.008 ( 0.001)\tLoss 2.3052e-01 (2.3369e-01)\tAcc@1  91.41 ( 91.67)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 350/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.8632e-01 (2.3402e-01)\tAcc@1  90.62 ( 91.65)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 360/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.1851e-01 (2.3332e-01)\tAcc@1  87.50 ( 91.67)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 370/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4943e-01 (2.3272e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 380/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6580e-01 (2.3373e-01)\tAcc@1  90.62 ( 91.64)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 390/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8226e-01 (2.3302e-01)\tAcc@1  95.31 ( 91.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 400/2110]\tTime  0.438 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1103e-01 (2.3195e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5 100.00 ( 99.73)\n","Epoch: [44][ 410/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6303e-01 (2.3215e-01)\tAcc@1  93.75 ( 91.69)\tAcc@5 100.00 ( 99.72)\n","Epoch: [44][ 420/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.8642e-01 (2.3260e-01)\tAcc@1  86.72 ( 91.70)\tAcc@5  97.66 ( 99.72)\n","Epoch: [44][ 430/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9777e-01 (2.3260e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 440/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6438e-01 (2.3219e-01)\tAcc@1  93.75 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 450/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5884e-01 (2.3209e-01)\tAcc@1  89.84 ( 91.72)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 460/2110]\tTime  0.434 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0932e-01 (2.3245e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][ 470/2110]\tTime  0.478 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9553e-01 (2.3229e-01)\tAcc@1  91.41 ( 91.70)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][ 480/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.9306e-01 (2.3244e-01)\tAcc@1  89.06 ( 91.70)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][ 490/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.9831e-01 (2.3257e-01)\tAcc@1  90.62 ( 91.71)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 500/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0145e-01 (2.3275e-01)\tAcc@1  92.97 ( 91.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 510/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7442e-01 (2.3218e-01)\tAcc@1  92.97 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][ 520/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4265e-01 (2.3306e-01)\tAcc@1  89.84 ( 91.69)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 530/2110]\tTime  0.431 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0413e-01 (2.3314e-01)\tAcc@1  89.84 ( 91.70)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 540/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8525e-01 (2.3267e-01)\tAcc@1  93.75 ( 91.73)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 550/2110]\tTime  0.612 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0758e-01 (2.3316e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 560/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.4921e-01 (2.3315e-01)\tAcc@1  88.28 ( 91.73)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 570/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5087e-01 (2.3321e-01)\tAcc@1  92.19 ( 91.73)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 580/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3661e-01 (2.3365e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 590/2110]\tTime  0.439 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3611e-01 (2.3355e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 600/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1057e-01 (2.3343e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 610/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.5503e-01 (2.3399e-01)\tAcc@1  85.94 ( 91.69)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 620/2110]\tTime  0.436 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4092e-01 (2.3394e-01)\tAcc@1  89.06 ( 91.68)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 630/2110]\tTime  0.564 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5596e-01 (2.3378e-01)\tAcc@1  90.62 ( 91.69)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 640/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7243e-01 (2.3387e-01)\tAcc@1  90.62 ( 91.68)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 650/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8041e-01 (2.3396e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 660/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0317e-01 (2.3457e-01)\tAcc@1  91.41 ( 91.66)\tAcc@5  97.66 ( 99.69)\n","Epoch: [44][ 670/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8098e-01 (2.3458e-01)\tAcc@1  94.53 ( 91.66)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 680/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3004e-01 (2.3503e-01)\tAcc@1  94.53 ( 91.65)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 690/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.2220e-01 (2.3545e-01)\tAcc@1  91.41 ( 91.63)\tAcc@5  98.44 ( 99.68)\n","Epoch: [44][ 700/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6408e-01 (2.3524e-01)\tAcc@1  88.28 ( 91.63)\tAcc@5 100.00 ( 99.68)\n","Epoch: [44][ 710/2110]\tTime  0.574 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.2052e-01 (2.3529e-01)\tAcc@1  86.72 ( 91.62)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 720/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6090e-01 (2.3494e-01)\tAcc@1  89.06 ( 91.64)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 730/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0779e-01 (2.3489e-01)\tAcc@1  93.75 ( 91.65)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 740/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1560e-01 (2.3472e-01)\tAcc@1  92.97 ( 91.67)\tAcc@5 100.00 ( 99.68)\n","Epoch: [44][ 750/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1318e-01 (2.3469e-01)\tAcc@1  91.41 ( 91.67)\tAcc@5  98.44 ( 99.68)\n","Epoch: [44][ 760/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5784e-01 (2.3450e-01)\tAcc@1  94.53 ( 91.68)\tAcc@5 100.00 ( 99.68)\n","Epoch: [44][ 770/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6417e-01 (2.3411e-01)\tAcc@1  94.53 ( 91.70)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 780/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0729e-01 (2.3428e-01)\tAcc@1  93.75 ( 91.69)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 790/2110]\tTime  0.587 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3851e-01 (2.3384e-01)\tAcc@1  94.53 ( 91.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 800/2110]\tTime  0.427 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7690e-01 (2.3411e-01)\tAcc@1  86.72 ( 91.69)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 810/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.3180e-01 (2.3405e-01)\tAcc@1  88.28 ( 91.70)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 820/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 4.1802e-01 (2.3413e-01)\tAcc@1  87.50 ( 91.70)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 830/2110]\tTime  0.496 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6863e-01 (2.3439e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 840/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5846e-01 (2.3432e-01)\tAcc@1  89.84 ( 91.70)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 850/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5528e-01 (2.3436e-01)\tAcc@1  90.62 ( 91.70)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 860/2110]\tTime  0.417 ( 0.442)\tData  0.001 ( 0.001)\tLoss 2.2836e-01 (2.3461e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 870/2110]\tTime  0.572 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1587e-01 (2.3460e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 880/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2286e-01 (2.3466e-01)\tAcc@1  93.75 ( 91.70)\tAcc@5  98.44 ( 99.68)\n","Epoch: [44][ 890/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2888e-01 (2.3487e-01)\tAcc@1  92.19 ( 91.69)\tAcc@5  99.22 ( 99.68)\n","Epoch: [44][ 900/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6518e-01 (2.3477e-01)\tAcc@1  94.53 ( 91.70)\tAcc@5 100.00 ( 99.68)\n","Epoch: [44][ 910/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0428e-01 (2.3457e-01)\tAcc@1  93.75 ( 91.71)\tAcc@5  99.22 ( 99.69)\n","Epoch: [44][ 920/2110]\tTime  0.420 ( 0.442)\tData  0.001 ( 0.001)\tLoss 2.3321e-01 (2.3456e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 930/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9957e-01 (2.3439e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 940/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7587e-01 (2.3460e-01)\tAcc@1  93.75 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 950/2110]\tTime  0.583 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0862e-01 (2.3461e-01)\tAcc@1  89.84 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 960/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5384e-01 (2.3439e-01)\tAcc@1  93.75 ( 91.73)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 970/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0150e-01 (2.3409e-01)\tAcc@1  92.97 ( 91.74)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 980/2110]\tTime  0.452 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0759e-01 (2.3411e-01)\tAcc@1  92.97 ( 91.75)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][ 990/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.1761e-01 (2.3456e-01)\tAcc@1  87.50 ( 91.73)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][1000/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9519e-01 (2.3467e-01)\tAcc@1  93.75 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][1010/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5357e-01 (2.3497e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][1020/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2548e-01 (2.3482e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][1030/2110]\tTime  0.578 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6079e-01 (2.3471e-01)\tAcc@1  94.53 ( 91.72)\tAcc@5 100.00 ( 99.69)\n","Epoch: [44][1040/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4241e-01 (2.3453e-01)\tAcc@1  95.31 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1050/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1790e-01 (2.3451e-01)\tAcc@1  95.31 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1060/2110]\tTime  0.413 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9684e-01 (2.3454e-01)\tAcc@1  92.97 ( 91.74)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1070/2110]\tTime  0.439 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.3929e-01 (2.3480e-01)\tAcc@1  88.28 ( 91.73)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1080/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5337e-01 (2.3456e-01)\tAcc@1  87.50 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1090/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5893e-01 (2.3447e-01)\tAcc@1  92.19 ( 91.74)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1100/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4538e-01 (2.3439e-01)\tAcc@1  92.97 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1110/2110]\tTime  0.599 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7460e-01 (2.3429e-01)\tAcc@1  90.62 ( 91.74)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1120/2110]\tTime  0.412 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7509e-01 (2.3439e-01)\tAcc@1  93.75 ( 91.74)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1130/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2714e-01 (2.3458e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1140/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2966e-01 (2.3440e-01)\tAcc@1  92.19 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1150/2110]\tTime  0.439 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9345e-01 (2.3432e-01)\tAcc@1  92.19 ( 91.74)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1160/2110]\tTime  0.444 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2313e-01 (2.3427e-01)\tAcc@1  92.19 ( 91.73)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1170/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0683e-01 (2.3411e-01)\tAcc@1  91.41 ( 91.74)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1180/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0849e-01 (2.3412e-01)\tAcc@1  92.19 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1190/2110]\tTime  0.619 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0539e-01 (2.3420e-01)\tAcc@1  89.06 ( 91.73)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1200/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0894e-01 (2.3435e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1210/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9042e-01 (2.3435e-01)\tAcc@1  92.97 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1220/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3876e-01 (2.3431e-01)\tAcc@1  90.62 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1230/2110]\tTime  0.447 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7908e-01 (2.3438e-01)\tAcc@1  94.53 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1240/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9216e-01 (2.3426e-01)\tAcc@1  89.06 ( 91.72)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1250/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3146e-01 (2.3423e-01)\tAcc@1  92.97 ( 91.72)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1260/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0889e-01 (2.3446e-01)\tAcc@1  93.75 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1270/2110]\tTime  0.585 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9173e-01 (2.3444e-01)\tAcc@1  89.84 ( 91.71)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1280/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1126e-01 (2.3407e-01)\tAcc@1  89.06 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1290/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8650e-01 (2.3405e-01)\tAcc@1  96.09 ( 91.72)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1300/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7602e-01 (2.3413e-01)\tAcc@1  93.75 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1310/2110]\tTime  0.445 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3928e-01 (2.3405e-01)\tAcc@1  98.44 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1320/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9858e-01 (2.3413e-01)\tAcc@1  89.84 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1330/2110]\tTime  0.420 ( 0.441)\tData  0.007 ( 0.001)\tLoss 2.4360e-01 (2.3412e-01)\tAcc@1  89.84 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1340/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0499e-01 (2.3422e-01)\tAcc@1  92.19 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1350/2110]\tTime  0.616 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4698e-01 (2.3433e-01)\tAcc@1  96.09 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1360/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4432e-01 (2.3434e-01)\tAcc@1  96.88 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1370/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.2465e-01 (2.3421e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1380/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2947e-01 (2.3429e-01)\tAcc@1  90.62 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1390/2110]\tTime  0.511 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0715e-01 (2.3412e-01)\tAcc@1  87.50 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1400/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2223e-01 (2.3403e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1410/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5782e-01 (2.3408e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1420/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.2207e-01 (2.3425e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1430/2110]\tTime  0.574 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3832e-01 (2.3426e-01)\tAcc@1  90.62 ( 91.72)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1440/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2066e-01 (2.3433e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1450/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8586e-01 (2.3444e-01)\tAcc@1  86.72 ( 91.71)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1460/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5159e-01 (2.3461e-01)\tAcc@1  92.97 ( 91.71)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1470/2110]\tTime  0.581 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9186e-01 (2.3443e-01)\tAcc@1  92.19 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1480/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7715e-01 (2.3470e-01)\tAcc@1  91.41 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1490/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6653e-01 (2.3464e-01)\tAcc@1  95.31 ( 91.71)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1500/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6578e-01 (2.3440e-01)\tAcc@1  89.06 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1510/2110]\tTime  0.583 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6222e-01 (2.3437e-01)\tAcc@1  93.75 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1520/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2364e-01 (2.3448e-01)\tAcc@1  92.19 ( 91.71)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1530/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0864e-01 (2.3439e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1540/2110]\tTime  0.439 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6746e-01 (2.3451e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1550/2110]\tTime  0.495 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4066e-01 (2.3454e-01)\tAcc@1  91.41 ( 91.72)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1560/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7234e-01 (2.3483e-01)\tAcc@1  91.41 ( 91.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1570/2110]\tTime  0.434 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5139e-01 (2.3499e-01)\tAcc@1  88.28 ( 91.70)\tAcc@5  98.44 ( 99.71)\n","Epoch: [44][1580/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.8366e-01 (2.3506e-01)\tAcc@1  89.84 ( 91.69)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1590/2110]\tTime  0.587 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6191e-01 (2.3503e-01)\tAcc@1  89.06 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1600/2110]\tTime  0.458 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5121e-01 (2.3509e-01)\tAcc@1  92.19 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1610/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2506e-01 (2.3511e-01)\tAcc@1  90.62 ( 91.69)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1620/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3855e-01 (2.3517e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1630/2110]\tTime  0.454 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7586e-01 (2.3514e-01)\tAcc@1  88.28 ( 91.69)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1640/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2918e-01 (2.3509e-01)\tAcc@1  89.06 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1650/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8905e-01 (2.3504e-01)\tAcc@1  92.19 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1660/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.1390e-01 (2.3523e-01)\tAcc@1  97.66 ( 91.70)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1670/2110]\tTime  0.457 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6703e-01 (2.3532e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5  98.44 ( 99.71)\n","Epoch: [44][1680/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8138e-01 (2.3539e-01)\tAcc@1  89.84 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1690/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5477e-01 (2.3540e-01)\tAcc@1  89.06 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1700/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2869e-01 (2.3528e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1710/2110]\tTime  0.440 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4547e-01 (2.3527e-01)\tAcc@1  95.31 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1720/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9279e-01 (2.3558e-01)\tAcc@1  90.62 ( 91.67)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1730/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0948e-01 (2.3563e-01)\tAcc@1  90.62 ( 91.67)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1740/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.3540e-01 (2.3542e-01)\tAcc@1  96.88 ( 91.68)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1750/2110]\tTime  0.601 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.3813e-01 (2.3540e-01)\tAcc@1  96.09 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1760/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5964e-01 (2.3543e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1770/2110]\tTime  0.434 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5903e-01 (2.3538e-01)\tAcc@1  96.09 ( 91.68)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1780/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6096e-01 (2.3537e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5  99.22 ( 99.71)\n","Epoch: [44][1790/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.000)\tLoss 9.3633e-02 (2.3532e-01)\tAcc@1  98.44 ( 91.69)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1800/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5873e-01 (2.3529e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5 100.00 ( 99.71)\n","Epoch: [44][1810/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6250e-01 (2.3545e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1820/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8437e-01 (2.3544e-01)\tAcc@1  95.31 ( 91.68)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1830/2110]\tTime  0.581 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.3341e-01 (2.3547e-01)\tAcc@1  87.50 ( 91.68)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1840/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.3574e-01 (2.3549e-01)\tAcc@1  89.84 ( 91.68)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1850/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1773e-01 (2.3550e-01)\tAcc@1  92.97 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1860/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8400e-01 (2.3558e-01)\tAcc@1  93.75 ( 91.68)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1870/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1911e-01 (2.3566e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1880/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7951e-01 (2.3566e-01)\tAcc@1  90.62 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1890/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4260e-01 (2.3551e-01)\tAcc@1  94.53 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1900/2110]\tTime  0.452 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9114e-01 (2.3544e-01)\tAcc@1  91.41 ( 91.68)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1910/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4878e-01 (2.3556e-01)\tAcc@1  92.19 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1920/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1985e-01 (2.3549e-01)\tAcc@1  90.62 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1930/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2988e-01 (2.3540e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1940/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5832e-01 (2.3546e-01)\tAcc@1  92.19 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1950/2110]\tTime  0.437 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1322e-01 (2.3544e-01)\tAcc@1  89.84 ( 91.69)\tAcc@5  98.44 ( 99.70)\n","Epoch: [44][1960/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6470e-01 (2.3535e-01)\tAcc@1  93.75 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1970/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9732e-01 (2.3541e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][1980/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8432e-01 (2.3544e-01)\tAcc@1  93.75 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][1990/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2454e-01 (2.3536e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][2000/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2432e-01 (2.3546e-01)\tAcc@1  89.06 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2010/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6783e-01 (2.3543e-01)\tAcc@1  95.31 ( 91.69)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2020/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1490e-01 (2.3526e-01)\tAcc@1  89.84 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2030/2110]\tTime  0.441 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5180e-01 (2.3531e-01)\tAcc@1  90.62 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2040/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8500e-01 (2.3527e-01)\tAcc@1  89.06 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2050/2110]\tTime  0.446 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6953e-01 (2.3529e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2060/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2149e-01 (2.3542e-01)\tAcc@1  92.97 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2070/2110]\tTime  0.412 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8529e-01 (2.3540e-01)\tAcc@1  95.31 ( 91.70)\tAcc@5 100.00 ( 99.70)\n","Epoch: [44][2080/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8696e-01 (2.3557e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][2090/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5693e-01 (2.3560e-01)\tAcc@1  91.41 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","Epoch: [44][2100/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8772e-01 (2.3567e-01)\tAcc@1  92.97 ( 91.69)\tAcc@5  99.22 ( 99.70)\n","=> Acc@1 91.685 Acc@5 99.697\n","=> Val@1 82.550\n","==> 995.49 seconds to train this epoch\n","\n","\n","----- epoch: 45, lr: 0.0010000000000000002 -----\n","epoch :  45\n","Epoch: [45][   0/2110]\tTime  0.750 ( 0.750)\tData  0.220 ( 0.220)\tLoss 2.8104e-01 (2.8104e-01)\tAcc@1  88.28 ( 88.28)\tAcc@5 100.00 (100.00)\n","Epoch: [45][  10/2110]\tTime  0.433 ( 0.476)\tData  0.000 ( 0.020)\tLoss 2.3763e-01 (2.3711e-01)\tAcc@1  91.41 ( 90.55)\tAcc@5  99.22 ( 99.50)\n","Epoch: [45][  20/2110]\tTime  0.427 ( 0.461)\tData  0.000 ( 0.011)\tLoss 1.6690e-01 (2.3025e-01)\tAcc@1  92.19 ( 91.52)\tAcc@5 100.00 ( 99.55)\n","Epoch: [45][  30/2110]\tTime  0.573 ( 0.454)\tData  0.000 ( 0.007)\tLoss 2.1903e-01 (2.3502e-01)\tAcc@1  90.62 ( 91.71)\tAcc@5 100.00 ( 99.55)\n","Epoch: [45][  40/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.006)\tLoss 1.6013e-01 (2.2709e-01)\tAcc@1  94.53 ( 91.90)\tAcc@5 100.00 ( 99.62)\n","Epoch: [45][  50/2110]\tTime  0.433 ( 0.449)\tData  0.000 ( 0.005)\tLoss 2.7793e-01 (2.2475e-01)\tAcc@1  88.28 ( 91.99)\tAcc@5 100.00 ( 99.66)\n","Epoch: [45][  60/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.004)\tLoss 1.8538e-01 (2.2304e-01)\tAcc@1  93.75 ( 91.93)\tAcc@5 100.00 ( 99.69)\n","Epoch: [45][  70/2110]\tTime  0.475 ( 0.449)\tData  0.000 ( 0.004)\tLoss 1.9609e-01 (2.2512e-01)\tAcc@1  92.97 ( 91.88)\tAcc@5 100.00 ( 99.67)\n","Epoch: [45][  80/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.003)\tLoss 2.2587e-01 (2.2713e-01)\tAcc@1  91.41 ( 91.86)\tAcc@5 100.00 ( 99.67)\n","Epoch: [45][  90/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.003)\tLoss 2.2250e-01 (2.2470e-01)\tAcc@1  91.41 ( 91.96)\tAcc@5 100.00 ( 99.68)\n","Epoch: [45][ 100/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.003)\tLoss 2.0597e-01 (2.2369e-01)\tAcc@1  93.75 ( 92.01)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 110/2110]\tTime  0.582 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.8618e-01 (2.2418e-01)\tAcc@1  92.97 ( 91.97)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 120/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.6404e-01 (2.2685e-01)\tAcc@1  94.53 ( 91.90)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 130/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.4275e-01 (2.2524e-01)\tAcc@1  91.41 ( 92.00)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 140/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.0333e-01 (2.2717e-01)\tAcc@1  92.97 ( 91.99)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 150/2110]\tTime  0.475 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.9367e-01 (2.2732e-01)\tAcc@1  89.84 ( 91.98)\tAcc@5  99.22 ( 99.69)\n","Epoch: [45][ 160/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.6211e-01 (2.2528e-01)\tAcc@1  91.41 ( 92.06)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 170/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.3570e-01 (2.2396e-01)\tAcc@1  91.41 ( 92.13)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 180/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.002)\tLoss 3.3767e-01 (2.2382e-01)\tAcc@1  89.84 ( 92.18)\tAcc@5  98.44 ( 99.70)\n","Epoch: [45][ 190/2110]\tTime  0.569 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.3319e-01 (2.2381e-01)\tAcc@1  92.19 ( 92.19)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 200/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.7124e-01 (2.2293e-01)\tAcc@1  89.06 ( 92.24)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 210/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4575e-01 (2.2251e-01)\tAcc@1  92.97 ( 92.26)\tAcc@5  98.44 ( 99.70)\n","Epoch: [45][ 220/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5179e-01 (2.2336e-01)\tAcc@1  95.31 ( 92.22)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 230/2110]\tTime  0.505 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6770e-01 (2.2387e-01)\tAcc@1  91.41 ( 92.23)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 240/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4672e-01 (2.2287e-01)\tAcc@1  91.41 ( 92.26)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 250/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.4431e-01 (2.2285e-01)\tAcc@1  94.53 ( 92.27)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 260/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.3906e-01 (2.2326e-01)\tAcc@1  89.06 ( 92.23)\tAcc@5 100.00 ( 99.70)\n","Epoch: [45][ 270/2110]\tTime  0.441 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.2001e-01 (2.2159e-01)\tAcc@1  95.31 ( 92.28)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 280/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4820e-01 (2.2148e-01)\tAcc@1  95.31 ( 92.28)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 290/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.9305e-01 (2.2146e-01)\tAcc@1  88.28 ( 92.32)\tAcc@5  99.22 ( 99.70)\n","Epoch: [45][ 300/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7642e-01 (2.2022e-01)\tAcc@1  93.75 ( 92.36)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 310/2110]\tTime  0.587 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4283e-01 (2.2094e-01)\tAcc@1  92.19 ( 92.33)\tAcc@5 100.00 ( 99.71)\n","Epoch: [45][ 320/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6110e-01 (2.2090e-01)\tAcc@1  94.53 ( 92.32)\tAcc@5 100.00 ( 99.72)\n","Epoch: [45][ 330/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2076e-01 (2.2087e-01)\tAcc@1  90.62 ( 92.30)\tAcc@5 100.00 ( 99.72)\n","Epoch: [45][ 340/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2115e-01 (2.2009e-01)\tAcc@1  92.97 ( 92.34)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 350/2110]\tTime  0.433 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6117e-01 (2.2021e-01)\tAcc@1  90.62 ( 92.32)\tAcc@5  99.22 ( 99.72)\n","Epoch: [45][ 360/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7371e-01 (2.1977e-01)\tAcc@1  93.75 ( 92.34)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 370/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4667e-01 (2.1958e-01)\tAcc@1  91.41 ( 92.34)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 380/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.4313e-01 (2.2026e-01)\tAcc@1  89.84 ( 92.34)\tAcc@5  99.22 ( 99.73)\n","Epoch: [45][ 390/2110]\tTime  0.587 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0528e-01 (2.2007e-01)\tAcc@1  92.19 ( 92.34)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 400/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2561e-01 (2.1938e-01)\tAcc@1  95.31 ( 92.37)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 410/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5231e-01 (2.1917e-01)\tAcc@1  91.41 ( 92.38)\tAcc@5  99.22 ( 99.73)\n","Epoch: [45][ 420/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0828e-01 (2.1947e-01)\tAcc@1  92.19 ( 92.38)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 430/2110]\tTime  0.436 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7725e-01 (2.1923e-01)\tAcc@1  89.84 ( 92.38)\tAcc@5 100.00 ( 99.73)\n","Epoch: [45][ 440/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3929e-01 (2.1891e-01)\tAcc@1  89.84 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 450/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7638e-01 (2.1874e-01)\tAcc@1  93.75 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 460/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6509e-01 (2.1859e-01)\tAcc@1  93.75 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 470/2110]\tTime  0.592 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0418e-01 (2.1838e-01)\tAcc@1  91.41 ( 92.43)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 480/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2172e-01 (2.1793e-01)\tAcc@1  98.44 ( 92.44)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 490/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.9660e-01 (2.1807e-01)\tAcc@1  88.28 ( 92.44)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][ 500/2110]\tTime  0.414 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7584e-01 (2.1829e-01)\tAcc@1  93.75 ( 92.43)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 510/2110]\tTime  0.448 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3563e-01 (2.1821e-01)\tAcc@1  90.62 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 520/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5802e-01 (2.1794e-01)\tAcc@1  93.75 ( 92.44)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 530/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7374e-01 (2.1807e-01)\tAcc@1  89.84 ( 92.44)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 540/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9562e-01 (2.1803e-01)\tAcc@1  96.88 ( 92.44)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 550/2110]\tTime  0.593 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2312e-01 (2.1807e-01)\tAcc@1  93.75 ( 92.44)\tAcc@5  99.22 ( 99.76)\n","Epoch: [45][ 560/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5632e-01 (2.1767e-01)\tAcc@1  95.31 ( 92.46)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 570/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3419e-01 (2.1741e-01)\tAcc@1  96.88 ( 92.46)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 580/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8637e-01 (2.1768e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 590/2110]\tTime  0.451 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3443e-01 (2.1813e-01)\tAcc@1  89.84 ( 92.43)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 600/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5207e-01 (2.1817e-01)\tAcc@1  92.97 ( 92.42)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 610/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9885e-01 (2.1804e-01)\tAcc@1  93.75 ( 92.42)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 620/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.2577e-01 (2.1790e-01)\tAcc@1  96.09 ( 92.42)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 630/2110]\tTime  0.590 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1613e-01 (2.1795e-01)\tAcc@1  88.28 ( 92.42)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 640/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7376e-01 (2.1772e-01)\tAcc@1  92.97 ( 92.44)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 650/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2246e-01 (2.1750e-01)\tAcc@1  92.19 ( 92.43)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 660/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8331e-01 (2.1767e-01)\tAcc@1  93.75 ( 92.43)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 670/2110]\tTime  0.465 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.9878e-01 (2.1760e-01)\tAcc@1  89.84 ( 92.43)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 680/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7411e-01 (2.1722e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 690/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1889e-01 (2.1717e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5  99.22 ( 99.76)\n","Epoch: [45][ 700/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5637e-01 (2.1729e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 710/2110]\tTime  0.609 ( 0.443)\tData  0.007 ( 0.001)\tLoss 1.9171e-01 (2.1700e-01)\tAcc@1  94.53 ( 92.46)\tAcc@5  99.22 ( 99.76)\n","Epoch: [45][ 720/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3498e-01 (2.1748e-01)\tAcc@1  92.97 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 730/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6893e-01 (2.1740e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 740/2110]\tTime  0.427 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5084e-01 (2.1759e-01)\tAcc@1  92.19 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 750/2110]\tTime  0.466 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3481e-01 (2.1772e-01)\tAcc@1  93.75 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 760/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4514e-01 (2.1754e-01)\tAcc@1  96.09 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 770/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9053e-01 (2.1743e-01)\tAcc@1  95.31 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 780/2110]\tTime  0.435 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3234e-01 (2.1749e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 790/2110]\tTime  0.582 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2722e-01 (2.1727e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 800/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5776e-01 (2.1683e-01)\tAcc@1  92.97 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 810/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8357e-01 (2.1659e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 820/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5353e-01 (2.1651e-01)\tAcc@1  96.88 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 830/2110]\tTime  0.589 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6325e-01 (2.1654e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][ 840/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6567e-01 (2.1661e-01)\tAcc@1  96.09 ( 92.46)\tAcc@5 100.00 ( 99.76)\n","Epoch: [45][ 850/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5645e-01 (2.1635e-01)\tAcc@1  89.84 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][ 860/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9644e-01 (2.1655e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][ 870/2110]\tTime  0.572 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5617e-01 (2.1649e-01)\tAcc@1  95.31 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 880/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0274e-01 (2.1631e-01)\tAcc@1  92.97 ( 92.47)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 890/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8043e-01 (2.1651e-01)\tAcc@1  93.75 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 900/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9904e-01 (2.1635e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 910/2110]\tTime  0.449 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0430e-01 (2.1646e-01)\tAcc@1  94.53 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 920/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1481e-01 (2.1663e-01)\tAcc@1  89.84 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 930/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4514e-01 (2.1644e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 940/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9451e-01 (2.1676e-01)\tAcc@1  92.97 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 950/2110]\tTime  0.582 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8539e-01 (2.1676e-01)\tAcc@1  93.75 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][ 960/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9196e-01 (2.1728e-01)\tAcc@1  89.06 ( 92.43)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 970/2110]\tTime  0.439 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9727e-01 (2.1751e-01)\tAcc@1  89.06 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 980/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0019e-01 (2.1746e-01)\tAcc@1  90.62 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][ 990/2110]\tTime  0.474 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4005e-01 (2.1734e-01)\tAcc@1  93.75 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1000/2110]\tTime  0.432 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7793e-01 (2.1728e-01)\tAcc@1  89.06 ( 92.42)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1010/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8843e-01 (2.1710e-01)\tAcc@1  92.97 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1020/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5662e-01 (2.1710e-01)\tAcc@1  95.31 ( 92.43)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1030/2110]\tTime  0.597 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2158e-01 (2.1717e-01)\tAcc@1  96.09 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1040/2110]\tTime  0.427 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4634e-01 (2.1736e-01)\tAcc@1  92.97 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1050/2110]\tTime  0.432 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1317e-01 (2.1733e-01)\tAcc@1  92.19 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1060/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8343e-01 (2.1747e-01)\tAcc@1  89.84 ( 92.42)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1070/2110]\tTime  0.487 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4673e-01 (2.1748e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1080/2110]\tTime  0.432 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4879e-01 (2.1736e-01)\tAcc@1  89.06 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1090/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0102e-01 (2.1746e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1100/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.0844e-01 (2.1735e-01)\tAcc@1  97.66 ( 92.43)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1110/2110]\tTime  0.459 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.3965e-01 (2.1771e-01)\tAcc@1  85.94 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1120/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2584e-01 (2.1778e-01)\tAcc@1  92.19 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1130/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2981e-01 (2.1777e-01)\tAcc@1  89.84 ( 92.40)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1140/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9675e-01 (2.1809e-01)\tAcc@1  92.19 ( 92.39)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1150/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9955e-01 (2.1809e-01)\tAcc@1  91.41 ( 92.39)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1160/2110]\tTime  0.434 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5026e-01 (2.1817e-01)\tAcc@1  90.62 ( 92.38)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1170/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8922e-01 (2.1797e-01)\tAcc@1  93.75 ( 92.38)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1180/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7730e-01 (2.1782e-01)\tAcc@1  90.62 ( 92.39)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1190/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8035e-01 (2.1778e-01)\tAcc@1  92.19 ( 92.40)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1200/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8979e-01 (2.1768e-01)\tAcc@1  92.19 ( 92.40)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1210/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3025e-01 (2.1735e-01)\tAcc@1  95.31 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1220/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7110e-01 (2.1730e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1230/2110]\tTime  0.432 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3749e-01 (2.1728e-01)\tAcc@1  93.75 ( 92.42)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1240/2110]\tTime  0.433 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5646e-01 (2.1738e-01)\tAcc@1  94.53 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1250/2110]\tTime  0.436 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5688e-01 (2.1755e-01)\tAcc@1  94.53 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1260/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4475e-01 (2.1759e-01)\tAcc@1  89.84 ( 92.40)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1270/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.3433e-01 (2.1752e-01)\tAcc@1  87.50 ( 92.40)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1280/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5827e-01 (2.1754e-01)\tAcc@1  95.31 ( 92.40)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1290/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4013e-01 (2.1754e-01)\tAcc@1  89.84 ( 92.40)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1300/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3350e-01 (2.1741e-01)\tAcc@1  95.31 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1310/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0120e-01 (2.1749e-01)\tAcc@1  92.97 ( 92.40)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1320/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0214e-01 (2.1720e-01)\tAcc@1  91.41 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1330/2110]\tTime  0.430 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8986e-01 (2.1714e-01)\tAcc@1  90.62 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1340/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3916e-01 (2.1698e-01)\tAcc@1  90.62 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1350/2110]\tTime  0.427 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9385e-01 (2.1712e-01)\tAcc@1  93.75 ( 92.41)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1360/2110]\tTime  0.440 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0386e-01 (2.1714e-01)\tAcc@1  92.19 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1370/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7069e-01 (2.1725e-01)\tAcc@1  92.97 ( 92.40)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1380/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0952e-01 (2.1719e-01)\tAcc@1  92.97 ( 92.40)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1390/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4509e-01 (2.1714e-01)\tAcc@1  90.62 ( 92.41)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1400/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6347e-01 (2.1700e-01)\tAcc@1  94.53 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1410/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0687e-01 (2.1714e-01)\tAcc@1  92.97 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1420/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7828e-01 (2.1699e-01)\tAcc@1  89.84 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1430/2110]\tTime  0.441 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6852e-01 (2.1694e-01)\tAcc@1  90.62 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1440/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5874e-01 (2.1688e-01)\tAcc@1  89.06 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1450/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8918e-01 (2.1708e-01)\tAcc@1  90.62 ( 92.41)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1460/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8319e-01 (2.1718e-01)\tAcc@1  89.06 ( 92.41)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1470/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8031e-01 (2.1715e-01)\tAcc@1  91.41 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1480/2110]\tTime  0.435 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2999e-01 (2.1713e-01)\tAcc@1  89.84 ( 92.42)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1490/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.5082e-01 (2.1713e-01)\tAcc@1  92.19 ( 92.42)\tAcc@5  99.22 ( 99.74)\n","Epoch: [45][1500/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.5692e-01 (2.1724e-01)\tAcc@1  92.19 ( 92.41)\tAcc@5 100.00 ( 99.74)\n","Epoch: [45][1510/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2531e-01 (2.1721e-01)\tAcc@1  90.62 ( 92.41)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1520/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.0488e-01 (2.1712e-01)\tAcc@1  92.19 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1530/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.6204e-01 (2.1705e-01)\tAcc@1  92.19 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1540/2110]\tTime  0.432 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9488e-01 (2.1714e-01)\tAcc@1  91.41 ( 92.41)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1550/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.4349e-01 (2.1687e-01)\tAcc@1  96.09 ( 92.42)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1560/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9320e-01 (2.1667e-01)\tAcc@1  93.75 ( 92.43)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1570/2110]\tTime  0.437 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3927e-01 (2.1660e-01)\tAcc@1  93.75 ( 92.43)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1580/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9506e-01 (2.1643e-01)\tAcc@1  92.19 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1590/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4024e-01 (2.1620e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1600/2110]\tTime  0.441 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9742e-01 (2.1616e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1610/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8029e-01 (2.1615e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1620/2110]\tTime  0.429 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1707e-01 (2.1617e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1630/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.6827e-01 (2.1616e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1640/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9364e-01 (2.1624e-01)\tAcc@1  94.53 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1650/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3248e-01 (2.1607e-01)\tAcc@1  96.88 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1660/2110]\tTime  0.430 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2613e-01 (2.1613e-01)\tAcc@1  91.41 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1670/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.0687e-01 (2.1627e-01)\tAcc@1  88.28 ( 92.44)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1680/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1472e-01 (2.1624e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1690/2110]\tTime  0.429 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9378e-01 (2.1624e-01)\tAcc@1  94.53 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1700/2110]\tTime  0.583 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1675e-01 (2.1632e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1710/2110]\tTime  0.435 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4059e-01 (2.1634e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1720/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1579e-01 (2.1645e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1730/2110]\tTime  0.451 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4464e-01 (2.1650e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1740/2110]\tTime  0.518 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.8312e-01 (2.1653e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1750/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8464e-01 (2.1650e-01)\tAcc@1  89.84 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1760/2110]\tTime  0.428 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1466e-01 (2.1654e-01)\tAcc@1  89.84 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1770/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.6898e-01 (2.1659e-01)\tAcc@1  90.62 ( 92.44)\tAcc@5  97.66 ( 99.75)\n","Epoch: [45][1780/2110]\tTime  0.587 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.0630e-01 (2.1655e-01)\tAcc@1  89.84 ( 92.44)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1790/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5228e-01 (2.1647e-01)\tAcc@1  96.09 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1800/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2749e-01 (2.1639e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1810/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2413e-01 (2.1646e-01)\tAcc@1  90.62 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1820/2110]\tTime  0.587 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.5115e-01 (2.1647e-01)\tAcc@1  90.62 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1830/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.7852e-01 (2.1639e-01)\tAcc@1  94.53 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1840/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3609e-01 (2.1654e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1850/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.9913e-01 (2.1665e-01)\tAcc@1  90.62 ( 92.44)\tAcc@5  98.44 ( 99.75)\n","Epoch: [45][1860/2110]\tTime  0.444 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5494e-01 (2.1660e-01)\tAcc@1  94.53 ( 92.44)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1870/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.2648e-01 (2.1646e-01)\tAcc@1  95.31 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1880/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3790e-01 (2.1637e-01)\tAcc@1  92.19 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1890/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.0136e-01 (2.1642e-01)\tAcc@1  89.84 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1900/2110]\tTime  0.522 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.0959e-01 (2.1645e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1910/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3991e-01 (2.1648e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1920/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.9305e-01 (2.1639e-01)\tAcc@1  88.28 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1930/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1439e-01 (2.1633e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1940/2110]\tTime  0.438 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3947e-01 (2.1630e-01)\tAcc@1  90.62 ( 92.45)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1950/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.1239e-01 (2.1626e-01)\tAcc@1  96.88 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1960/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.7115e-01 (2.1615e-01)\tAcc@1  92.19 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1970/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5272e-01 (2.1611e-01)\tAcc@1  96.09 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][1980/2110]\tTime  0.575 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.7248e-01 (2.1609e-01)\tAcc@1  93.75 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][1990/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3826e-01 (2.1603e-01)\tAcc@1  95.31 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2000/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.0849e-01 (2.1601e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2010/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1293e-01 (2.1588e-01)\tAcc@1  92.19 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2020/2110]\tTime  0.436 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.6922e-01 (2.1598e-01)\tAcc@1  96.09 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2030/2110]\tTime  0.456 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.0229e-01 (2.1602e-01)\tAcc@1  93.75 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][2040/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.6892e-01 (2.1605e-01)\tAcc@1  93.75 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2050/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2260e-01 (2.1601e-01)\tAcc@1  91.41 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][2060/2110]\tTime  0.481 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5107e-01 (2.1588e-01)\tAcc@1  95.31 ( 92.46)\tAcc@5  99.22 ( 99.75)\n","Epoch: [45][2070/2110]\tTime  0.432 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8015e-01 (2.1608e-01)\tAcc@1  93.75 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2080/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1103e-01 (2.1596e-01)\tAcc@1  91.41 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2090/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9856e-01 (2.1590e-01)\tAcc@1  92.97 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","Epoch: [45][2100/2110]\tTime  0.473 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.5153e-01 (2.1592e-01)\tAcc@1  90.62 ( 92.46)\tAcc@5 100.00 ( 99.75)\n","=> Acc@1 92.454 Acc@5 99.746\n","=> Val@1 82.711\n","==> 999.44 seconds to train this epoch\n","\n","\n","----- epoch: 46, lr: 0.0010000000000000002 -----\n","epoch :  46\n","Epoch: [46][   0/2110]\tTime  0.765 ( 0.765)\tData  0.222 ( 0.222)\tLoss 1.9626e-01 (1.9626e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5 100.00 (100.00)\n","Epoch: [46][  10/2110]\tTime  0.425 ( 0.479)\tData  0.000 ( 0.020)\tLoss 1.4140e-01 (2.2184e-01)\tAcc@1  96.88 ( 92.33)\tAcc@5 100.00 ( 99.64)\n","Epoch: [46][  20/2110]\tTime  0.420 ( 0.462)\tData  0.000 ( 0.011)\tLoss 3.1984e-01 (2.3373e-01)\tAcc@1  89.06 ( 92.04)\tAcc@5  99.22 ( 99.67)\n","Epoch: [46][  30/2110]\tTime  0.581 ( 0.456)\tData  0.000 ( 0.007)\tLoss 3.1460e-01 (2.3219e-01)\tAcc@1  89.06 ( 91.94)\tAcc@5  99.22 ( 99.67)\n","Epoch: [46][  40/2110]\tTime  0.416 ( 0.450)\tData  0.000 ( 0.006)\tLoss 2.6278e-01 (2.2162e-01)\tAcc@1  90.62 ( 92.19)\tAcc@5  99.22 ( 99.70)\n","Epoch: [46][  50/2110]\tTime  0.415 ( 0.449)\tData  0.000 ( 0.005)\tLoss 1.8651e-01 (2.1893e-01)\tAcc@1  95.31 ( 92.29)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][  60/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.004)\tLoss 2.1631e-01 (2.2240e-01)\tAcc@1  92.97 ( 92.21)\tAcc@5 100.00 ( 99.71)\n","Epoch: [46][  70/2110]\tTime  0.448 ( 0.447)\tData  0.000 ( 0.003)\tLoss 1.7611e-01 (2.2004e-01)\tAcc@1  93.75 ( 92.28)\tAcc@5  99.22 ( 99.68)\n","Epoch: [46][  80/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.003)\tLoss 1.9037e-01 (2.2198e-01)\tAcc@1  94.53 ( 92.37)\tAcc@5 100.00 ( 99.68)\n","Epoch: [46][  90/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.003)\tLoss 1.8912e-01 (2.2202e-01)\tAcc@1  94.53 ( 92.32)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 100/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.003)\tLoss 1.4784e-01 (2.1767e-01)\tAcc@1  93.75 ( 92.49)\tAcc@5 100.00 ( 99.71)\n","Epoch: [46][ 110/2110]\tTime  0.603 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.0904e-01 (2.1803e-01)\tAcc@1  92.97 ( 92.42)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 120/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.002)\tLoss 3.2684e-01 (2.1837e-01)\tAcc@1  86.72 ( 92.37)\tAcc@5  98.44 ( 99.72)\n","Epoch: [46][ 130/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.9008e-01 (2.1812e-01)\tAcc@1  90.62 ( 92.39)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 140/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.1011e-01 (2.1746e-01)\tAcc@1  91.41 ( 92.45)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 150/2110]\tTime  0.531 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.3536e-01 (2.1737e-01)\tAcc@1  91.41 ( 92.41)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 160/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.002)\tLoss 1.8600e-01 (2.1652e-01)\tAcc@1  96.09 ( 92.47)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 170/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.2457e-01 (2.1426e-01)\tAcc@1  92.19 ( 92.53)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 180/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.2746e-01 (2.1437e-01)\tAcc@1  89.06 ( 92.51)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 190/2110]\tTime  0.590 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.8482e-01 (2.1468e-01)\tAcc@1  91.41 ( 92.50)\tAcc@5  98.44 ( 99.72)\n","Epoch: [46][ 200/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1460e-01 (2.1195e-01)\tAcc@1  96.09 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 210/2110]\tTime  0.414 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6053e-01 (2.1260e-01)\tAcc@1  89.06 ( 92.58)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 220/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9723e-01 (2.1138e-01)\tAcc@1  91.41 ( 92.60)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 230/2110]\tTime  0.583 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1517e-01 (2.1115e-01)\tAcc@1  93.75 ( 92.60)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][ 240/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3622e-01 (2.1081e-01)\tAcc@1  89.84 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 250/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6839e-01 (2.1232e-01)\tAcc@1  89.06 ( 92.55)\tAcc@5  98.44 ( 99.72)\n","Epoch: [46][ 260/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4710e-01 (2.1322e-01)\tAcc@1  89.06 ( 92.50)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 270/2110]\tTime  0.436 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0053e-01 (2.1235e-01)\tAcc@1  93.75 ( 92.52)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 280/2110]\tTime  0.414 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4321e-01 (2.1209e-01)\tAcc@1  96.88 ( 92.56)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 290/2110]\tTime  0.414 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7680e-01 (2.1167e-01)\tAcc@1  96.09 ( 92.60)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 300/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1004e-01 (2.1086e-01)\tAcc@1  98.44 ( 92.65)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 310/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1830e-01 (2.1143e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 320/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7794e-01 (2.1075e-01)\tAcc@1  94.53 ( 92.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 330/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7900e-01 (2.1010e-01)\tAcc@1  95.31 ( 92.70)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 340/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4865e-01 (2.1044e-01)\tAcc@1  92.19 ( 92.68)\tAcc@5  98.44 ( 99.73)\n","Epoch: [46][ 350/2110]\tTime  0.447 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4793e-01 (2.1069e-01)\tAcc@1  96.09 ( 92.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 360/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1511e-01 (2.1179e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 370/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1298e-01 (2.1149e-01)\tAcc@1  91.41 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 380/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6900e-01 (2.1137e-01)\tAcc@1  93.75 ( 92.64)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 390/2110]\tTime  0.413 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2266e-01 (2.1105e-01)\tAcc@1  89.84 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 400/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0359e-01 (2.1124e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 410/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6918e-01 (2.1070e-01)\tAcc@1  93.75 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 420/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1364e-01 (2.1028e-01)\tAcc@1  97.66 ( 92.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 430/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3556e-01 (2.1093e-01)\tAcc@1  91.41 ( 92.65)\tAcc@5  98.44 ( 99.72)\n","Epoch: [46][ 440/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9063e-01 (2.1065e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 450/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7114e-01 (2.1100e-01)\tAcc@1  92.19 ( 92.65)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 460/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6058e-01 (2.1096e-01)\tAcc@1  95.31 ( 92.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 470/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.1140e-01 (2.1117e-01)\tAcc@1  90.62 ( 92.65)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 480/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6203e-01 (2.1088e-01)\tAcc@1  94.53 ( 92.67)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 490/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7963e-01 (2.1110e-01)\tAcc@1  94.53 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 500/2110]\tTime  0.451 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0785e-01 (2.1110e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 510/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2033e-01 (2.1102e-01)\tAcc@1  90.62 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 520/2110]\tTime  0.457 ( 0.444)\tData  0.001 ( 0.001)\tLoss 2.4476e-01 (2.1165e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 530/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0696e-01 (2.1187e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 540/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4380e-01 (2.1157e-01)\tAcc@1  95.31 ( 92.64)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 550/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7366e-01 (2.1162e-01)\tAcc@1  95.31 ( 92.64)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 560/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1836e-01 (2.1138e-01)\tAcc@1  91.41 ( 92.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 570/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0447e-01 (2.1168e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 580/2110]\tTime  0.429 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.2195e-01 (2.1171e-01)\tAcc@1  89.06 ( 92.63)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 590/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4748e-01 (2.1164e-01)\tAcc@1  96.09 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 600/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2907e-01 (2.1147e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 610/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2924e-01 (2.1174e-01)\tAcc@1  90.62 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 620/2110]\tTime  0.474 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7899e-01 (2.1102e-01)\tAcc@1  95.31 ( 92.66)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 630/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5185e-01 (2.1148e-01)\tAcc@1  89.84 ( 92.64)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][ 640/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1987e-01 (2.1104e-01)\tAcc@1  92.19 ( 92.66)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][ 650/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6253e-01 (2.1105e-01)\tAcc@1  88.28 ( 92.66)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 660/2110]\tTime  0.443 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9110e-01 (2.1112e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 670/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8798e-01 (2.1125e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 680/2110]\tTime  0.430 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3959e-01 (2.1067e-01)\tAcc@1  96.88 ( 92.67)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 690/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4377e-01 (2.1049e-01)\tAcc@1  90.62 ( 92.67)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 700/2110]\tTime  0.594 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.9987e-01 (2.1073e-01)\tAcc@1  86.72 ( 92.65)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 710/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7184e-01 (2.1043e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 720/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8405e-01 (2.1052e-01)\tAcc@1  95.31 ( 92.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 730/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7085e-01 (2.1027e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 740/2110]\tTime  0.464 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8953e-01 (2.0995e-01)\tAcc@1  91.41 ( 92.70)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 750/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5613e-01 (2.1069e-01)\tAcc@1  92.19 ( 92.67)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 760/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1464e-01 (2.1123e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 770/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1037e-01 (2.1166e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 780/2110]\tTime  0.504 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.5949e-01 (2.1214e-01)\tAcc@1  89.84 ( 92.62)\tAcc@5  98.44 ( 99.73)\n","Epoch: [46][ 790/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7638e-01 (2.1226e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 800/2110]\tTime  0.434 ( 0.443)\tData  0.003 ( 0.001)\tLoss 1.3109e-01 (2.1223e-01)\tAcc@1  96.88 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 810/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2213e-01 (2.1212e-01)\tAcc@1  94.53 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 820/2110]\tTime  0.445 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.2998e-01 (2.1200e-01)\tAcc@1  94.53 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 830/2110]\tTime  0.440 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.8521e-01 (2.1250e-01)\tAcc@1  85.94 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 840/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5461e-01 (2.1284e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 850/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2341e-01 (2.1289e-01)\tAcc@1  89.06 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 860/2110]\tTime  0.569 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3239e-01 (2.1282e-01)\tAcc@1  91.41 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 870/2110]\tTime  0.454 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9559e-01 (2.1271e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 880/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7442e-01 (2.1283e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 890/2110]\tTime  0.430 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7012e-01 (2.1273e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 900/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8227e-01 (2.1287e-01)\tAcc@1  92.97 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 910/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4609e-01 (2.1282e-01)\tAcc@1  92.19 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 920/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2190e-01 (2.1272e-01)\tAcc@1  96.88 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 930/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6249e-01 (2.1280e-01)\tAcc@1  92.97 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 940/2110]\tTime  0.577 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2676e-01 (2.1268e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 950/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3680e-01 (2.1271e-01)\tAcc@1  96.88 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 960/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3991e-01 (2.1273e-01)\tAcc@1  95.31 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][ 970/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6426e-01 (2.1264e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 980/2110]\tTime  0.435 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8065e-01 (2.1273e-01)\tAcc@1  96.09 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][ 990/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.0379e-01 (2.1261e-01)\tAcc@1  98.44 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1000/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6874e-01 (2.1245e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][1010/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2333e-01 (2.1243e-01)\tAcc@1  89.06 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1020/2110]\tTime  0.594 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0726e-01 (2.1261e-01)\tAcc@1  87.50 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1030/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5582e-01 (2.1269e-01)\tAcc@1  96.88 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1040/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4692e-01 (2.1269e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1050/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0934e-01 (2.1283e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1060/2110]\tTime  0.445 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5137e-01 (2.1287e-01)\tAcc@1  91.41 ( 92.63)\tAcc@5  99.22 ( 99.72)\n","Epoch: [46][1070/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.2587e-01 (2.1315e-01)\tAcc@1  86.72 ( 92.62)\tAcc@5 100.00 ( 99.72)\n","Epoch: [46][1080/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 9.9931e-02 (2.1299e-01)\tAcc@1  97.66 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1090/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1014e-01 (2.1296e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1100/2110]\tTime  0.614 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4599e-01 (2.1301e-01)\tAcc@1  93.75 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1110/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0868e-01 (2.1273e-01)\tAcc@1  95.31 ( 92.63)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1120/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6446e-01 (2.1269e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1130/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7653e-01 (2.1262e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1140/2110]\tTime  0.442 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9356e-01 (2.1246e-01)\tAcc@1  91.41 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1150/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.6088e-01 (2.1253e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1160/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3723e-01 (2.1222e-01)\tAcc@1  95.31 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1170/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.1678e-01 (2.1236e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1180/2110]\tTime  0.594 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7374e-01 (2.1253e-01)\tAcc@1  93.75 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1190/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3754e-01 (2.1273e-01)\tAcc@1  89.84 ( 92.60)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1200/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6188e-01 (2.1265e-01)\tAcc@1  95.31 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1210/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2487e-01 (2.1261e-01)\tAcc@1  95.31 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1220/2110]\tTime  0.463 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3039e-01 (2.1276e-01)\tAcc@1  92.19 ( 92.60)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1230/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0664e-01 (2.1258e-01)\tAcc@1  89.84 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1240/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7757e-01 (2.1246e-01)\tAcc@1  92.97 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1250/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7053e-01 (2.1238e-01)\tAcc@1  96.09 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1260/2110]\tTime  0.596 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4150e-01 (2.1234e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1270/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5369e-01 (2.1226e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1280/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5734e-01 (2.1230e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1290/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9615e-01 (2.1233e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1300/2110]\tTime  0.450 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9717e-01 (2.1234e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1310/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2834e-01 (2.1234e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1320/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6245e-01 (2.1223e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1330/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.3615e-01 (2.1228e-01)\tAcc@1  91.41 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1340/2110]\tTime  0.487 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7280e-01 (2.1237e-01)\tAcc@1  94.53 ( 92.60)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1350/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6015e-01 (2.1241e-01)\tAcc@1  95.31 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1360/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5089e-01 (2.1246e-01)\tAcc@1  92.19 ( 92.60)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1370/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2646e-01 (2.1226e-01)\tAcc@1  92.19 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1380/2110]\tTime  0.580 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1173e-01 (2.1228e-01)\tAcc@1  88.28 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1390/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9912e-01 (2.1212e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1400/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1983e-01 (2.1207e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1410/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4075e-01 (2.1221e-01)\tAcc@1  89.84 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1420/2110]\tTime  0.624 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6756e-01 (2.1215e-01)\tAcc@1  95.31 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1430/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.0409e-01 (2.1217e-01)\tAcc@1  96.88 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1440/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9705e-01 (2.1210e-01)\tAcc@1  92.97 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1450/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4571e-01 (2.1198e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1460/2110]\tTime  0.453 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9830e-01 (2.1196e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1470/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6987e-01 (2.1203e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1480/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8126e-01 (2.1194e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1490/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8392e-01 (2.1205e-01)\tAcc@1  92.19 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1500/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7847e-01 (2.1217e-01)\tAcc@1  87.50 ( 92.61)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1510/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.0585e-01 (2.1224e-01)\tAcc@1  88.28 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1520/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1989e-01 (2.1226e-01)\tAcc@1  87.50 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1530/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5989e-01 (2.1236e-01)\tAcc@1  89.06 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1540/2110]\tTime  0.439 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4208e-01 (2.1231e-01)\tAcc@1  97.66 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1550/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1082e-01 (2.1223e-01)\tAcc@1  89.06 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1560/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2713e-01 (2.1212e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1570/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.0277e-01 (2.1192e-01)\tAcc@1  96.88 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1580/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9449e-01 (2.1199e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1590/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6142e-01 (2.1206e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1600/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2130e-01 (2.1213e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1610/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4089e-01 (2.1179e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1620/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0879e-01 (2.1174e-01)\tAcc@1  92.97 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1630/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6469e-01 (2.1158e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1640/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6798e-01 (2.1170e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1650/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9121e-01 (2.1161e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1660/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9332e-01 (2.1165e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1670/2110]\tTime  0.411 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.3900e-01 (2.1154e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1680/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1806e-01 (2.1165e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1690/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7263e-01 (2.1157e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1700/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8290e-01 (2.1151e-01)\tAcc@1  96.09 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1710/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2531e-01 (2.1160e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1720/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6401e-01 (2.1146e-01)\tAcc@1  93.75 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1730/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8129e-01 (2.1149e-01)\tAcc@1  92.97 ( 92.64)\tAcc@5  98.44 ( 99.73)\n","Epoch: [46][1740/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8113e-01 (2.1145e-01)\tAcc@1  93.75 ( 92.64)\tAcc@5  98.44 ( 99.73)\n","Epoch: [46][1750/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7063e-01 (2.1133e-01)\tAcc@1  88.28 ( 92.64)\tAcc@5  98.44 ( 99.73)\n","Epoch: [46][1760/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2991e-01 (2.1125e-01)\tAcc@1  90.62 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1770/2110]\tTime  0.416 ( 0.441)\tData  0.001 ( 0.000)\tLoss 2.3979e-01 (2.1132e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1780/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7361e-01 (2.1130e-01)\tAcc@1  89.06 ( 92.65)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1790/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.2247e-01 (2.1133e-01)\tAcc@1  95.31 ( 92.65)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1800/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6639e-01 (2.1138e-01)\tAcc@1  91.41 ( 92.65)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1810/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9644e-01 (2.1140e-01)\tAcc@1  92.97 ( 92.64)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1820/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1506e-01 (2.1146e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][1830/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7960e-01 (2.1163e-01)\tAcc@1  92.97 ( 92.64)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][1840/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5256e-01 (2.1179e-01)\tAcc@1  93.75 ( 92.64)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1850/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0360e-01 (2.1170e-01)\tAcc@1  90.62 ( 92.64)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1860/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4511e-01 (2.1179e-01)\tAcc@1  91.41 ( 92.63)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1870/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5751e-01 (2.1196e-01)\tAcc@1  88.28 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1880/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9798e-01 (2.1201e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1890/2110]\tTime  0.476 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2217e-01 (2.1210e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1900/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1531e-01 (2.1214e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1910/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5882e-01 (2.1215e-01)\tAcc@1  93.75 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1920/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.3115e-01 (2.1212e-01)\tAcc@1  91.41 ( 92.61)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][1930/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8232e-01 (2.1212e-01)\tAcc@1  93.75 ( 92.61)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1940/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8619e-01 (2.1200e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][1950/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.7920e-01 (2.1198e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1960/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9226e-01 (2.1192e-01)\tAcc@1  88.28 ( 92.62)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][1970/2110]\tTime  0.472 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5763e-01 (2.1191e-01)\tAcc@1  92.19 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][1980/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0850e-01 (2.1191e-01)\tAcc@1  92.19 ( 92.62)\tAcc@5 100.00 ( 99.73)\n","Epoch: [46][1990/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4331e-01 (2.1189e-01)\tAcc@1  96.09 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2000/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5168e-01 (2.1203e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5  99.22 ( 99.73)\n","Epoch: [46][2010/2110]\tTime  0.439 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5195e-01 (2.1193e-01)\tAcc@1  89.84 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2020/2110]\tTime  0.430 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6914e-01 (2.1181e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2030/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9633e-01 (2.1170e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2040/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9253e-01 (2.1177e-01)\tAcc@1  93.75 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2050/2110]\tTime  0.524 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5791e-01 (2.1183e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2060/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.3362e-01 (2.1191e-01)\tAcc@1  86.72 ( 92.62)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][2070/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0268e-01 (2.1185e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2080/2110]\tTime  0.431 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5462e-01 (2.1189e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5  99.22 ( 99.74)\n","Epoch: [46][2090/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9437e-01 (2.1184e-01)\tAcc@1  88.28 ( 92.63)\tAcc@5 100.00 ( 99.74)\n","Epoch: [46][2100/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8158e-01 (2.1185e-01)\tAcc@1  92.19 ( 92.62)\tAcc@5 100.00 ( 99.74)\n","=> Acc@1 92.623 Acc@5 99.740\n","=> Val@1 82.699\n","==> 994.82 seconds to train this epoch\n","\n","\n","----- epoch: 47, lr: 0.0010000000000000002 -----\n","epoch :  47\n","Epoch: [47][   0/2110]\tTime  0.720 ( 0.720)\tData  0.208 ( 0.208)\tLoss 2.1340e-01 (2.1340e-01)\tAcc@1  89.84 ( 89.84)\tAcc@5 100.00 (100.00)\n","Epoch: [47][  10/2110]\tTime  0.420 ( 0.475)\tData  0.000 ( 0.019)\tLoss 1.7018e-01 (1.8143e-01)\tAcc@1  92.97 ( 93.75)\tAcc@5 100.00 ( 99.93)\n","Epoch: [47][  20/2110]\tTime  0.422 ( 0.455)\tData  0.000 ( 0.010)\tLoss 2.5337e-01 (1.9284e-01)\tAcc@1  92.19 ( 93.34)\tAcc@5  99.22 ( 99.85)\n","Epoch: [47][  30/2110]\tTime  0.430 ( 0.453)\tData  0.000 ( 0.007)\tLoss 1.7680e-01 (1.9688e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5 100.00 ( 99.87)\n","Epoch: [47][  40/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.005)\tLoss 1.9463e-01 (2.0203e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5 100.00 ( 99.89)\n","Epoch: [47][  50/2110]\tTime  0.433 ( 0.451)\tData  0.000 ( 0.004)\tLoss 2.0241e-01 (1.9903e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.86)\n","Epoch: [47][  60/2110]\tTime  0.468 ( 0.452)\tData  0.000 ( 0.004)\tLoss 2.1001e-01 (2.0018e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5  99.22 ( 99.86)\n","Epoch: [47][  70/2110]\tTime  0.419 ( 0.450)\tData  0.000 ( 0.003)\tLoss 2.1287e-01 (2.0254e-01)\tAcc@1  89.06 ( 92.92)\tAcc@5 100.00 ( 99.87)\n","Epoch: [47][  80/2110]\tTime  0.465 ( 0.450)\tData  0.000 ( 0.003)\tLoss 3.0715e-01 (2.0596e-01)\tAcc@1  89.84 ( 92.84)\tAcc@5 100.00 ( 99.85)\n","Epoch: [47][  90/2110]\tTime  0.418 ( 0.450)\tData  0.000 ( 0.003)\tLoss 2.3948e-01 (2.0842e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5 100.00 ( 99.85)\n","Epoch: [47][ 100/2110]\tTime  0.585 ( 0.450)\tData  0.000 ( 0.002)\tLoss 1.1929e-01 (2.1090e-01)\tAcc@1  96.09 ( 92.67)\tAcc@5 100.00 ( 99.83)\n","Epoch: [47][ 110/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.3610e-01 (2.1064e-01)\tAcc@1  96.09 ( 92.62)\tAcc@5 100.00 ( 99.84)\n","Epoch: [47][ 120/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.9611e-01 (2.1058e-01)\tAcc@1  92.19 ( 92.63)\tAcc@5 100.00 ( 99.83)\n","Epoch: [47][ 130/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.0750e-01 (2.1040e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.83)\n","Epoch: [47][ 140/2110]\tTime  0.499 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.5490e-01 (2.1138e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5  99.22 ( 99.82)\n","Epoch: [47][ 150/2110]\tTime  0.418 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.9643e-01 (2.1106e-01)\tAcc@1  93.75 ( 92.67)\tAcc@5 100.00 ( 99.82)\n","Epoch: [47][ 160/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.5307e-01 (2.1034e-01)\tAcc@1  90.62 ( 92.67)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 170/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.9109e-01 (2.0977e-01)\tAcc@1  91.41 ( 92.70)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 180/2110]\tTime  0.590 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5244e-01 (2.0955e-01)\tAcc@1  94.53 ( 92.71)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 190/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2082e-01 (2.0956e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5  99.22 ( 99.80)\n","Epoch: [47][ 200/2110]\tTime  0.415 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8934e-01 (2.0986e-01)\tAcc@1  94.53 ( 92.68)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 210/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.3485e-01 (2.0999e-01)\tAcc@1  91.41 ( 92.72)\tAcc@5 100.00 ( 99.80)\n","Epoch: [47][ 220/2110]\tTime  0.521 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7689e-01 (2.1040e-01)\tAcc@1  90.62 ( 92.72)\tAcc@5 100.00 ( 99.80)\n","Epoch: [47][ 230/2110]\tTime  0.428 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.1844e-01 (2.1099e-01)\tAcc@1  88.28 ( 92.68)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 240/2110]\tTime  0.415 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1457e-01 (2.1251e-01)\tAcc@1  91.41 ( 92.62)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 250/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5176e-01 (2.1190e-01)\tAcc@1  96.09 ( 92.65)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 260/2110]\tTime  0.588 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5754e-01 (2.1127e-01)\tAcc@1  96.09 ( 92.68)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 270/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8126e-01 (2.1134e-01)\tAcc@1  96.09 ( 92.73)\tAcc@5 100.00 ( 99.80)\n","Epoch: [47][ 280/2110]\tTime  0.435 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2960e-01 (2.1086e-01)\tAcc@1  90.62 ( 92.72)\tAcc@5  99.22 ( 99.81)\n","Epoch: [47][ 290/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5214e-01 (2.1063e-01)\tAcc@1  93.75 ( 92.69)\tAcc@5 100.00 ( 99.81)\n","Epoch: [47][ 300/2110]\tTime  0.586 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.9828e-01 (2.1104e-01)\tAcc@1  90.62 ( 92.68)\tAcc@5  99.22 ( 99.80)\n","Epoch: [47][ 310/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.5372e-01 (2.1080e-01)\tAcc@1  89.06 ( 92.68)\tAcc@5  98.44 ( 99.80)\n","Epoch: [47][ 320/2110]\tTime  0.433 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5001e-01 (2.1103e-01)\tAcc@1  89.06 ( 92.66)\tAcc@5 100.00 ( 99.80)\n","Epoch: [47][ 330/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6475e-01 (2.1073e-01)\tAcc@1  92.97 ( 92.63)\tAcc@5 100.00 ( 99.80)\n","Epoch: [47][ 340/2110]\tTime  0.448 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3314e-01 (2.1125e-01)\tAcc@1  92.97 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 350/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4437e-01 (2.1192e-01)\tAcc@1  91.41 ( 92.61)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 360/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7110e-01 (2.1181e-01)\tAcc@1  92.97 ( 92.61)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 370/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8230e-01 (2.1223e-01)\tAcc@1  93.75 ( 92.60)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][ 380/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6165e-01 (2.1194e-01)\tAcc@1  94.53 ( 92.62)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 390/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2402e-01 (2.1157e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][ 400/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7069e-01 (2.1125e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 410/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.0932e-01 (2.1077e-01)\tAcc@1  89.84 ( 92.70)\tAcc@5  98.44 ( 99.77)\n","Epoch: [47][ 420/2110]\tTime  0.438 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3654e-01 (2.1099e-01)\tAcc@1  91.41 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 430/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8508e-01 (2.1150e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 440/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8564e-01 (2.1135e-01)\tAcc@1  89.84 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 450/2110]\tTime  0.415 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6337e-01 (2.1157e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 460/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2225e-01 (2.1150e-01)\tAcc@1  96.09 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 470/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2772e-01 (2.1141e-01)\tAcc@1  90.62 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 480/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2214e-01 (2.1072e-01)\tAcc@1  96.88 ( 92.70)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 490/2110]\tTime  0.439 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6099e-01 (2.1085e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 500/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0972e-01 (2.1094e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 510/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5431e-01 (2.1049e-01)\tAcc@1  94.53 ( 92.70)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 520/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8694e-01 (2.1033e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 530/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5475e-01 (2.1037e-01)\tAcc@1  95.31 ( 92.70)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 540/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3568e-01 (2.0951e-01)\tAcc@1  94.53 ( 92.73)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 550/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3278e-01 (2.0925e-01)\tAcc@1  96.88 ( 92.75)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 560/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2565e-01 (2.0895e-01)\tAcc@1  89.84 ( 92.76)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 570/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0820e-01 (2.0938e-01)\tAcc@1  93.75 ( 92.74)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 580/2110]\tTime  0.457 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1555e-01 (2.0918e-01)\tAcc@1  91.41 ( 92.73)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 590/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7432e-01 (2.0928e-01)\tAcc@1  87.50 ( 92.73)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 600/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2290e-01 (2.0925e-01)\tAcc@1  94.53 ( 92.73)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 610/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7620e-01 (2.0927e-01)\tAcc@1  93.75 ( 92.73)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 620/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6322e-01 (2.0919e-01)\tAcc@1  92.19 ( 92.73)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 630/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7036e-01 (2.0902e-01)\tAcc@1  92.97 ( 92.74)\tAcc@5  99.22 ( 99.79)\n","Epoch: [47][ 640/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5322e-01 (2.0907e-01)\tAcc@1  94.53 ( 92.73)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 650/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0298e-01 (2.0878e-01)\tAcc@1  94.53 ( 92.74)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 660/2110]\tTime  0.432 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9514e-01 (2.0871e-01)\tAcc@1  94.53 ( 92.74)\tAcc@5  98.44 ( 99.79)\n","Epoch: [47][ 670/2110]\tTime  0.428 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5803e-01 (2.0852e-01)\tAcc@1  92.19 ( 92.74)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 680/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0950e-01 (2.0875e-01)\tAcc@1  90.62 ( 92.72)\tAcc@5 100.00 ( 99.79)\n","Epoch: [47][ 690/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.5913e-01 (2.0912e-01)\tAcc@1  86.72 ( 92.71)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 700/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9050e-01 (2.0910e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 710/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2071e-01 (2.0939e-01)\tAcc@1  88.28 ( 92.68)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 720/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2501e-01 (2.0926e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 730/2110]\tTime  0.449 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5894e-01 (2.0923e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 740/2110]\tTime  0.440 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9753e-01 (2.0940e-01)\tAcc@1  91.41 ( 92.67)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 750/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3269e-01 (2.0944e-01)\tAcc@1  95.31 ( 92.67)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 760/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5401e-01 (2.0910e-01)\tAcc@1  94.53 ( 92.67)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 770/2110]\tTime  0.445 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8067e-01 (2.0900e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 780/2110]\tTime  0.439 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9327e-01 (2.0923e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 790/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1066e-01 (2.0971e-01)\tAcc@1  89.06 ( 92.64)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 800/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0228e-01 (2.0982e-01)\tAcc@1  90.62 ( 92.64)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 810/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7037e-01 (2.0998e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 820/2110]\tTime  0.439 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7658e-01 (2.1030e-01)\tAcc@1  89.06 ( 92.62)\tAcc@5  99.22 ( 99.78)\n","Epoch: [47][ 830/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2881e-01 (2.1025e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 840/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2888e-01 (2.1027e-01)\tAcc@1  92.97 ( 92.62)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 850/2110]\tTime  0.477 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6537e-01 (2.1031e-01)\tAcc@1  96.88 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 860/2110]\tTime  0.437 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3041e-01 (2.1023e-01)\tAcc@1  95.31 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 870/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6922e-01 (2.1031e-01)\tAcc@1  91.41 ( 92.63)\tAcc@5  98.44 ( 99.78)\n","Epoch: [47][ 880/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1278e-01 (2.1025e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 890/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 8.9890e-02 (2.1034e-01)\tAcc@1  97.66 ( 92.64)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 900/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9121e-01 (2.1047e-01)\tAcc@1  90.62 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 910/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9424e-01 (2.1068e-01)\tAcc@1  90.62 ( 92.62)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][ 920/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8398e-01 (2.1037e-01)\tAcc@1  93.75 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 930/2110]\tTime  0.594 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.1436e-01 (2.1028e-01)\tAcc@1  96.88 ( 92.64)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 940/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6352e-01 (2.1026e-01)\tAcc@1  94.53 ( 92.64)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 950/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9362e-01 (2.1023e-01)\tAcc@1  89.84 ( 92.63)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][ 960/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4644e-01 (2.1016e-01)\tAcc@1  89.84 ( 92.64)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][ 970/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7706e-01 (2.1029e-01)\tAcc@1  90.62 ( 92.63)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][ 980/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.1913e-01 (2.0988e-01)\tAcc@1  96.09 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][ 990/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0349e-01 (2.0996e-01)\tAcc@1  93.75 ( 92.65)\tAcc@5 100.00 ( 99.78)\n","Epoch: [47][1000/2110]\tTime  0.418 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2375e-01 (2.0999e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5  98.44 ( 99.78)\n","Epoch: [47][1010/2110]\tTime  0.594 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6752e-01 (2.0987e-01)\tAcc@1  93.75 ( 92.64)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1020/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3919e-01 (2.0975e-01)\tAcc@1  90.62 ( 92.64)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1030/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3581e-01 (2.0983e-01)\tAcc@1  92.19 ( 92.64)\tAcc@5  98.44 ( 99.77)\n","Epoch: [47][1040/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7212e-01 (2.0988e-01)\tAcc@1  91.41 ( 92.64)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1050/2110]\tTime  0.434 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4361e-01 (2.0979e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1060/2110]\tTime  0.430 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0857e-01 (2.0969e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1070/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3607e-01 (2.0951e-01)\tAcc@1  96.88 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1080/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3738e-01 (2.0927e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1090/2110]\tTime  0.566 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2297e-01 (2.0945e-01)\tAcc@1  91.41 ( 92.66)\tAcc@5  98.44 ( 99.77)\n","Epoch: [47][1100/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3357e-01 (2.0958e-01)\tAcc@1  93.75 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1110/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7152e-01 (2.0975e-01)\tAcc@1  94.53 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1120/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9135e-01 (2.0979e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1130/2110]\tTime  0.490 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7135e-01 (2.0971e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1140/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8572e-01 (2.0969e-01)\tAcc@1  93.75 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1150/2110]\tTime  0.436 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.5054e-01 (2.0997e-01)\tAcc@1  89.84 ( 92.65)\tAcc@5  98.44 ( 99.77)\n","Epoch: [47][1160/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.9149e-01 (2.1010e-01)\tAcc@1  92.19 ( 92.65)\tAcc@5  98.44 ( 99.77)\n","Epoch: [47][1170/2110]\tTime  0.560 ( 0.442)\tData  0.001 ( 0.001)\tLoss 2.4344e-01 (2.1012e-01)\tAcc@1  91.41 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1180/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.4997e-01 (2.1008e-01)\tAcc@1  92.97 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1190/2110]\tTime  0.429 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0833e-01 (2.0988e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1200/2110]\tTime  0.417 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1156e-01 (2.1016e-01)\tAcc@1  92.19 ( 92.66)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1210/2110]\tTime  0.509 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8932e-01 (2.1025e-01)\tAcc@1  93.75 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1220/2110]\tTime  0.429 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1585e-01 (2.1005e-01)\tAcc@1  92.19 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1230/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6089e-01 (2.0997e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1240/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9533e-01 (2.1007e-01)\tAcc@1  92.97 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1250/2110]\tTime  0.569 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2891e-01 (2.1007e-01)\tAcc@1  94.53 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1260/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1213e-01 (2.1015e-01)\tAcc@1  91.41 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1270/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2401e-01 (2.1019e-01)\tAcc@1  90.62 ( 92.65)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1280/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9885e-01 (2.0994e-01)\tAcc@1  91.41 ( 92.66)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1290/2110]\tTime  0.487 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6084e-01 (2.0966e-01)\tAcc@1  93.75 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1300/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9349e-01 (2.0958e-01)\tAcc@1  91.41 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1310/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0504e-01 (2.0948e-01)\tAcc@1  92.19 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1320/2110]\tTime  0.433 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.1336e-01 (2.0936e-01)\tAcc@1  96.09 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1330/2110]\tTime  0.593 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5146e-01 (2.0943e-01)\tAcc@1  94.53 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1340/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8494e-01 (2.0930e-01)\tAcc@1  91.41 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1350/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.7540e-01 (2.0928e-01)\tAcc@1  94.53 ( 92.68)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1360/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0371e-01 (2.0918e-01)\tAcc@1  93.75 ( 92.69)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1370/2110]\tTime  0.457 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5894e-01 (2.0918e-01)\tAcc@1  89.84 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1380/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7047e-01 (2.0917e-01)\tAcc@1  90.62 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1390/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4505e-01 (2.0923e-01)\tAcc@1  88.28 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1400/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2210e-01 (2.0924e-01)\tAcc@1  91.41 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1410/2110]\tTime  0.460 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0634e-01 (2.0924e-01)\tAcc@1  95.31 ( 92.67)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1420/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.1986e-01 (2.0924e-01)\tAcc@1  89.06 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1430/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6789e-01 (2.0920e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1440/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0391e-01 (2.0902e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1450/2110]\tTime  0.589 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5028e-01 (2.0914e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5  99.22 ( 99.77)\n","Epoch: [47][1460/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9974e-01 (2.0918e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.77)\n","Epoch: [47][1470/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2167e-01 (2.0917e-01)\tAcc@1  89.84 ( 92.68)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1480/2110]\tTime  0.466 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4334e-01 (2.0919e-01)\tAcc@1  91.41 ( 92.67)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1490/2110]\tTime  0.449 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3583e-01 (2.0927e-01)\tAcc@1  90.62 ( 92.67)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1500/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9912e-01 (2.0943e-01)\tAcc@1  90.62 ( 92.67)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1510/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0113e-01 (2.0930e-01)\tAcc@1  89.06 ( 92.67)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1520/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2582e-01 (2.0919e-01)\tAcc@1  95.31 ( 92.67)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1530/2110]\tTime  0.595 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.3248e-01 (2.0919e-01)\tAcc@1  92.19 ( 92.68)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1540/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.6070e-01 (2.0929e-01)\tAcc@1  89.84 ( 92.68)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1550/2110]\tTime  0.414 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6395e-01 (2.0933e-01)\tAcc@1  92.19 ( 92.67)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1560/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.9905e-01 (2.0917e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1570/2110]\tTime  0.446 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.0327e-01 (2.0917e-01)\tAcc@1  93.75 ( 92.68)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1580/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.4511e-01 (2.0918e-01)\tAcc@1  89.84 ( 92.67)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1590/2110]\tTime  0.427 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.1696e-01 (2.0911e-01)\tAcc@1  91.41 ( 92.68)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1600/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.7545e-01 (2.0909e-01)\tAcc@1  94.53 ( 92.68)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1610/2110]\tTime  0.603 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.4935e-01 (2.0891e-01)\tAcc@1  93.75 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1620/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.0282e-01 (2.0902e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1630/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.8234e-01 (2.0895e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1640/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.7157e-01 (2.0903e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1650/2110]\tTime  0.452 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.4607e-01 (2.0882e-01)\tAcc@1  95.31 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1660/2110]\tTime  0.435 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.2977e-01 (2.0888e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1670/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.7641e-01 (2.0887e-01)\tAcc@1  90.62 ( 92.69)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1680/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.4572e-01 (2.0876e-01)\tAcc@1  93.75 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1690/2110]\tTime  0.447 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.5288e-01 (2.0874e-01)\tAcc@1  90.62 ( 92.69)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1700/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.5429e-01 (2.0858e-01)\tAcc@1  92.97 ( 92.70)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1710/2110]\tTime  0.445 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.2762e-01 (2.0852e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1720/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.9214e-01 (2.0860e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1730/2110]\tTime  0.470 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.0942e-01 (2.0871e-01)\tAcc@1  97.66 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1740/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.8066e-01 (2.0865e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1750/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.3206e-01 (2.0877e-01)\tAcc@1  90.62 ( 92.70)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1760/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.000)\tLoss 1.4856e-01 (2.0869e-01)\tAcc@1  96.09 ( 92.70)\tAcc@5 100.00 ( 99.76)\n","Epoch: [47][1770/2110]\tTime  0.587 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.9228e-01 (2.0867e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5  97.66 ( 99.76)\n","Epoch: [47][1780/2110]\tTime  0.446 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.0865e-01 (2.0862e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5  99.22 ( 99.76)\n","Epoch: [47][1790/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.6663e-01 (2.0873e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5  98.44 ( 99.75)\n","Epoch: [47][1800/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.000)\tLoss 2.0124e-01 (2.0874e-01)\tAcc@1  92.97 ( 92.69)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1810/2110]\tTime  0.453 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9104e-01 (2.0861e-01)\tAcc@1  90.62 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][1820/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8750e-01 (2.0856e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1830/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8223e-01 (2.0851e-01)\tAcc@1  92.19 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1840/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4610e-01 (2.0845e-01)\tAcc@1  92.97 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1850/2110]\tTime  0.581 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6789e-01 (2.0849e-01)\tAcc@1  95.31 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][1860/2110]\tTime  0.437 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0635e-01 (2.0848e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1870/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1448e-01 (2.0847e-01)\tAcc@1  91.41 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1880/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5179e-01 (2.0853e-01)\tAcc@1  91.41 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1890/2110]\tTime  0.493 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.2048e-01 (2.0844e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1900/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8278e-01 (2.0842e-01)\tAcc@1  92.97 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][1910/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5629e-01 (2.0849e-01)\tAcc@1  88.28 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1920/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9643e-01 (2.0828e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1930/2110]\tTime  0.573 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5775e-01 (2.0825e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1940/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0105e-01 (2.0832e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1950/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1684e-01 (2.0817e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][1960/2110]\tTime  0.433 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.2675e-01 (2.0823e-01)\tAcc@1  91.41 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1970/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7366e-01 (2.0817e-01)\tAcc@1  96.09 ( 92.72)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1980/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6157e-01 (2.0813e-01)\tAcc@1  94.53 ( 92.72)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][1990/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2520e-01 (2.0812e-01)\tAcc@1  91.41 ( 92.72)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][2000/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8417e-01 (2.0825e-01)\tAcc@1  93.75 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][2010/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.3240e-01 (2.0838e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5  98.44 ( 99.75)\n","Epoch: [47][2020/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9684e-01 (2.0835e-01)\tAcc@1  92.19 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][2030/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7648e-01 (2.0848e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][2040/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.3180e-01 (2.0851e-01)\tAcc@1  89.06 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][2050/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6239e-01 (2.0851e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][2060/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4777e-01 (2.0836e-01)\tAcc@1  91.41 ( 92.71)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][2070/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1781e-01 (2.0825e-01)\tAcc@1  92.19 ( 92.71)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][2080/2110]\tTime  0.431 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5134e-01 (2.0836e-01)\tAcc@1  90.62 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [47][2090/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.3492e-01 (2.0831e-01)\tAcc@1  94.53 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","Epoch: [47][2100/2110]\tTime  0.445 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4823e-01 (2.0833e-01)\tAcc@1  95.31 ( 92.70)\tAcc@5 100.00 ( 99.75)\n","=> Acc@1 92.703 Acc@5 99.754\n","=> Val@1 82.677\n","==> 996.67 seconds to train this epoch\n","\n","\n","----- epoch: 48, lr: 0.0010000000000000002 -----\n","epoch :  48\n","Epoch: [48][   0/2110]\tTime  0.720 ( 0.720)\tData  0.215 ( 0.215)\tLoss 2.3522e-01 (2.3522e-01)\tAcc@1  89.84 ( 89.84)\tAcc@5 100.00 (100.00)\n","Epoch: [48][  10/2110]\tTime  0.513 ( 0.476)\tData  0.000 ( 0.020)\tLoss 2.3865e-01 (1.9875e-01)\tAcc@1  91.41 ( 93.18)\tAcc@5 100.00 ( 99.86)\n","Epoch: [48][  20/2110]\tTime  0.440 ( 0.463)\tData  0.000 ( 0.011)\tLoss 1.6381e-01 (1.9570e-01)\tAcc@1  95.31 ( 93.30)\tAcc@5 100.00 ( 99.81)\n","Epoch: [48][  30/2110]\tTime  0.424 ( 0.459)\tData  0.000 ( 0.007)\tLoss 1.5879e-01 (1.9632e-01)\tAcc@1  94.53 ( 93.40)\tAcc@5 100.00 ( 99.80)\n","Epoch: [48][  40/2110]\tTime  0.416 ( 0.458)\tData  0.000 ( 0.006)\tLoss 2.3307e-01 (1.9766e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [48][  50/2110]\tTime  0.588 ( 0.455)\tData  0.000 ( 0.005)\tLoss 1.8837e-01 (2.0232e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5  99.22 ( 99.74)\n","Epoch: [48][  60/2110]\tTime  0.430 ( 0.453)\tData  0.000 ( 0.004)\tLoss 2.6478e-01 (2.0574e-01)\tAcc@1  90.62 ( 92.89)\tAcc@5  99.22 ( 99.72)\n","Epoch: [48][  70/2110]\tTime  0.419 ( 0.453)\tData  0.000 ( 0.003)\tLoss 2.1629e-01 (2.0343e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][  80/2110]\tTime  0.423 ( 0.453)\tData  0.000 ( 0.003)\tLoss 2.5527e-01 (2.0453e-01)\tAcc@1  90.62 ( 92.85)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][  90/2110]\tTime  0.437 ( 0.452)\tData  0.000 ( 0.003)\tLoss 1.8961e-01 (2.0563e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 100/2110]\tTime  0.441 ( 0.451)\tData  0.000 ( 0.002)\tLoss 2.2012e-01 (2.0504e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][ 110/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.002)\tLoss 1.3578e-01 (2.0335e-01)\tAcc@1  96.09 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 120/2110]\tTime  0.415 ( 0.451)\tData  0.000 ( 0.002)\tLoss 1.2452e-01 (2.0327e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 130/2110]\tTime  0.469 ( 0.451)\tData  0.000 ( 0.002)\tLoss 1.5125e-01 (2.0308e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 140/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.1943e-01 (2.0322e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 150/2110]\tTime  0.413 ( 0.449)\tData  0.000 ( 0.002)\tLoss 2.3527e-01 (2.0234e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5 100.00 ( 99.78)\n","Epoch: [48][ 160/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.002)\tLoss 2.1770e-01 (2.0056e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [48][ 170/2110]\tTime  0.531 ( 0.449)\tData  0.000 ( 0.002)\tLoss 1.9587e-01 (2.0149e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 180/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8490e-01 (2.0354e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][ 190/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.1250e-01 (2.0427e-01)\tAcc@1  89.06 ( 92.91)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 200/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7154e-01 (2.0467e-01)\tAcc@1  89.06 ( 92.89)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][ 210/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2508e-01 (2.0395e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 220/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4955e-01 (2.0454e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 230/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1425e-01 (2.0477e-01)\tAcc@1  96.09 ( 92.85)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 240/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8018e-01 (2.0490e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 250/2110]\tTime  0.568 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6114e-01 (2.0608e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 260/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5457e-01 (2.0691e-01)\tAcc@1  90.62 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 270/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.1420e-01 (2.0685e-01)\tAcc@1  85.94 ( 92.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 280/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6730e-01 (2.0628e-01)\tAcc@1  95.31 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 290/2110]\tTime  0.446 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7461e-01 (2.0589e-01)\tAcc@1  93.75 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 300/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.0580e-01 (2.0663e-01)\tAcc@1  87.50 ( 92.76)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][ 310/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8525e-01 (2.0759e-01)\tAcc@1  88.28 ( 92.70)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 320/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9408e-01 (2.0699e-01)\tAcc@1  93.75 ( 92.73)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 330/2110]\tTime  0.576 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9905e-01 (2.0737e-01)\tAcc@1  92.97 ( 92.72)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 340/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4448e-01 (2.0758e-01)\tAcc@1  92.19 ( 92.71)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 350/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6422e-01 (2.0664e-01)\tAcc@1  93.75 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 360/2110]\tTime  0.414 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2715e-01 (2.0679e-01)\tAcc@1  93.75 ( 92.74)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 370/2110]\tTime  0.441 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9019e-01 (2.0654e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 380/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.0740e-01 (2.0620e-01)\tAcc@1  96.09 ( 92.78)\tAcc@5 100.00 ( 99.77)\n","Epoch: [48][ 390/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3225e-01 (2.0640e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 400/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2251e-01 (2.0632e-01)\tAcc@1  95.31 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 410/2110]\tTime  0.571 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7331e-01 (2.0633e-01)\tAcc@1  93.75 ( 92.75)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][ 420/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.8535e-01 (2.0654e-01)\tAcc@1  94.53 ( 92.74)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 430/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7152e-01 (2.0638e-01)\tAcc@1  92.97 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 440/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1902e-01 (2.0708e-01)\tAcc@1  87.50 ( 92.73)\tAcc@5  98.44 ( 99.75)\n","Epoch: [48][ 450/2110]\tTime  0.430 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4858e-01 (2.0689e-01)\tAcc@1  91.41 ( 92.73)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 460/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6748e-01 (2.0697e-01)\tAcc@1  89.06 ( 92.73)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 470/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.8089e-01 (2.0723e-01)\tAcc@1  88.28 ( 92.72)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 480/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3265e-01 (2.0681e-01)\tAcc@1  96.88 ( 92.73)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 490/2110]\tTime  0.577 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7579e-01 (2.0700e-01)\tAcc@1  91.41 ( 92.73)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][ 500/2110]\tTime  0.415 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7782e-01 (2.0751e-01)\tAcc@1  93.75 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 510/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9541e-01 (2.0768e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5  99.22 ( 99.74)\n","Epoch: [48][ 520/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.4689e-01 (2.0804e-01)\tAcc@1  95.31 ( 92.69)\tAcc@5  99.22 ( 99.74)\n","Epoch: [48][ 530/2110]\tTime  0.584 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.1196e-01 (2.0826e-01)\tAcc@1  91.41 ( 92.69)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 540/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5363e-01 (2.0807e-01)\tAcc@1  89.84 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 550/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3287e-01 (2.0813e-01)\tAcc@1  90.62 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 560/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5211e-01 (2.0796e-01)\tAcc@1  94.53 ( 92.69)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 570/2110]\tTime  0.617 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5785e-01 (2.0782e-01)\tAcc@1  93.75 ( 92.70)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 580/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0371e-01 (2.0773e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 590/2110]\tTime  0.426 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.9465e-01 (2.0780e-01)\tAcc@1  94.53 ( 92.71)\tAcc@5  99.22 ( 99.74)\n","Epoch: [48][ 600/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8790e-01 (2.0774e-01)\tAcc@1  89.06 ( 92.72)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 610/2110]\tTime  0.447 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5347e-01 (2.0799e-01)\tAcc@1  92.97 ( 92.71)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][ 620/2110]\tTime  0.428 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8954e-01 (2.0784e-01)\tAcc@1  92.19 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 630/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.0581e-01 (2.0775e-01)\tAcc@1  93.75 ( 92.72)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 640/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.6093e-01 (2.0802e-01)\tAcc@1  89.06 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 650/2110]\tTime  0.460 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.0901e-01 (2.0792e-01)\tAcc@1  96.88 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 660/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6415e-01 (2.0771e-01)\tAcc@1  95.31 ( 92.72)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 670/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5470e-01 (2.0733e-01)\tAcc@1  88.28 ( 92.73)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 680/2110]\tTime  0.425 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.7891e-01 (2.0792e-01)\tAcc@1  90.62 ( 92.71)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 690/2110]\tTime  0.461 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6668e-01 (2.0781e-01)\tAcc@1  94.53 ( 92.71)\tAcc@5  99.22 ( 99.74)\n","Epoch: [48][ 700/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5202e-01 (2.0751e-01)\tAcc@1  96.09 ( 92.72)\tAcc@5 100.00 ( 99.74)\n","Epoch: [48][ 710/2110]\tTime  0.421 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.4997e-01 (2.0748e-01)\tAcc@1  91.41 ( 92.72)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 720/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6571e-01 (2.0757e-01)\tAcc@1  95.31 ( 92.72)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 730/2110]\tTime  0.596 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8156e-01 (2.0711e-01)\tAcc@1  88.28 ( 92.74)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 740/2110]\tTime  0.431 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.1738e-01 (2.0660e-01)\tAcc@1  92.97 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 750/2110]\tTime  0.415 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8494e-01 (2.0645e-01)\tAcc@1  92.19 ( 92.76)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 760/2110]\tTime  0.416 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.5840e-01 (2.0635e-01)\tAcc@1  95.31 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 770/2110]\tTime  0.462 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8132e-01 (2.0636e-01)\tAcc@1  93.75 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 780/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.5068e-01 (2.0669e-01)\tAcc@1  90.62 ( 92.74)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 790/2110]\tTime  0.438 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.6896e-01 (2.0639e-01)\tAcc@1  94.53 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 800/2110]\tTime  0.433 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2483e-01 (2.0627e-01)\tAcc@1  91.41 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 810/2110]\tTime  0.604 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.3146e-01 (2.0597e-01)\tAcc@1  96.09 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 820/2110]\tTime  0.419 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2201e-01 (2.0577e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 830/2110]\tTime  0.430 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3614e-01 (2.0564e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][ 840/2110]\tTime  0.420 ( 0.442)\tData  0.000 ( 0.001)\tLoss 3.0780e-01 (2.0571e-01)\tAcc@1  89.84 ( 92.79)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][ 850/2110]\tTime  0.452 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.8154e-01 (2.0579e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5  98.44 ( 99.75)\n","Epoch: [48][ 860/2110]\tTime  0.423 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.3000e-01 (2.0616e-01)\tAcc@1  88.28 ( 92.77)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 870/2110]\tTime  0.422 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.2305e-01 (2.0600e-01)\tAcc@1  95.31 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 880/2110]\tTime  0.424 ( 0.442)\tData  0.000 ( 0.001)\tLoss 1.8059e-01 (2.0593e-01)\tAcc@1  92.97 ( 92.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 890/2110]\tTime  0.580 ( 0.442)\tData  0.000 ( 0.001)\tLoss 2.2327e-01 (2.0573e-01)\tAcc@1  89.84 ( 92.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 900/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5881e-01 (2.0578e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 910/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1931e-01 (2.0579e-01)\tAcc@1  91.41 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 920/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6249e-01 (2.0611e-01)\tAcc@1  89.84 ( 92.75)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 930/2110]\tTime  0.445 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3121e-01 (2.0601e-01)\tAcc@1  90.62 ( 92.75)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 940/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2170e-01 (2.0598e-01)\tAcc@1  92.19 ( 92.75)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 950/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0602e-01 (2.0602e-01)\tAcc@1  92.97 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 960/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6075e-01 (2.0628e-01)\tAcc@1  93.75 ( 92.76)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 970/2110]\tTime  0.577 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4386e-01 (2.0623e-01)\tAcc@1  89.84 ( 92.76)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][ 980/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9020e-01 (2.0617e-01)\tAcc@1  90.62 ( 92.77)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][ 990/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9286e-01 (2.0622e-01)\tAcc@1  93.75 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1000/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6263e-01 (2.0638e-01)\tAcc@1  91.41 ( 92.76)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1010/2110]\tTime  0.463 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8175e-01 (2.0625e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1020/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6630e-01 (2.0607e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1030/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2070e-01 (2.0597e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1040/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7724e-01 (2.0588e-01)\tAcc@1  95.31 ( 92.79)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1050/2110]\tTime  0.585 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5922e-01 (2.0609e-01)\tAcc@1  87.50 ( 92.78)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1060/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8243e-01 (2.0589e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1070/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6572e-01 (2.0597e-01)\tAcc@1  90.62 ( 92.79)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1080/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3827e-01 (2.0600e-01)\tAcc@1  92.97 ( 92.79)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1090/2110]\tTime  0.461 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5063e-01 (2.0595e-01)\tAcc@1  93.75 ( 92.79)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1100/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1254e-01 (2.0610e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1110/2110]\tTime  0.433 ( 0.441)\tData  0.009 ( 0.001)\tLoss 1.7134e-01 (2.0610e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1120/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0165e-01 (2.0610e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1130/2110]\tTime  0.587 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.6310e-01 (2.0607e-01)\tAcc@1  89.84 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1140/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8640e-01 (2.0605e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1150/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8187e-01 (2.0625e-01)\tAcc@1  92.97 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1160/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9135e-01 (2.0644e-01)\tAcc@1  87.50 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1170/2110]\tTime  0.456 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9206e-01 (2.0643e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1180/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.7493e-01 (2.0629e-01)\tAcc@1  91.41 ( 92.80)\tAcc@5  99.22 ( 99.75)\n","Epoch: [48][1190/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7815e-01 (2.0625e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1200/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.9914e-01 (2.0625e-01)\tAcc@1  89.84 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1210/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0972e-01 (2.0644e-01)\tAcc@1  91.41 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1220/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.8419e-01 (2.0646e-01)\tAcc@1  92.97 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1230/2110]\tTime  0.432 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7077e-01 (2.0652e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1240/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6715e-01 (2.0635e-01)\tAcc@1  94.53 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [48][1250/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7780e-01 (2.0627e-01)\tAcc@1  94.53 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1260/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.5783e-01 (2.0655e-01)\tAcc@1  88.28 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1270/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4260e-01 (2.0655e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1280/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7537e-01 (2.0653e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1290/2110]\tTime  0.432 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.1065e-01 (2.0672e-01)\tAcc@1  86.72 ( 92.77)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1300/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6424e-01 (2.0646e-01)\tAcc@1  94.53 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1310/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.9002e-01 (2.0664e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1320/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3476e-01 (2.0654e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1330/2110]\tTime  0.441 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3766e-01 (2.0665e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1340/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.4340e-01 (2.0647e-01)\tAcc@1  94.53 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1350/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.4045e-01 (2.0654e-01)\tAcc@1  92.19 ( 92.78)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1360/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2840e-01 (2.0657e-01)\tAcc@1  89.84 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1370/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.5444e-01 (2.0664e-01)\tAcc@1  89.84 ( 92.77)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1380/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.6854e-01 (2.0654e-01)\tAcc@1  93.75 ( 92.77)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1390/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.0988e-01 (2.0661e-01)\tAcc@1  90.62 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1400/2110]\tTime  0.450 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.5470e-01 (2.0660e-01)\tAcc@1  93.75 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1410/2110]\tTime  0.446 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.3169e-01 (2.0678e-01)\tAcc@1  94.53 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1420/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.2270e-01 (2.0682e-01)\tAcc@1  92.19 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1430/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.001)\tLoss 3.4886e-01 (2.0713e-01)\tAcc@1  88.28 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1440/2110]\tTime  0.415 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3345e-01 (2.0700e-01)\tAcc@1  90.62 ( 92.76)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1450/2110]\tTime  0.422 ( 0.441)\tData  0.000 ( 0.001)\tLoss 1.7253e-01 (2.0701e-01)\tAcc@1  94.53 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1460/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.1038e-01 (2.0734e-01)\tAcc@1  90.62 ( 92.74)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1470/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.3665e-01 (2.0743e-01)\tAcc@1  92.19 ( 92.74)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1480/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.3442e-01 (2.0734e-01)\tAcc@1  96.88 ( 92.74)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1490/2110]\tTime  0.449 ( 0.441)\tData  0.000 ( 0.001)\tLoss 2.0969e-01 (2.0729e-01)\tAcc@1  94.53 ( 92.75)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1500/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.2519e-01 (2.0712e-01)\tAcc@1  95.31 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1510/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9184e-01 (2.0713e-01)\tAcc@1  89.84 ( 92.75)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1520/2110]\tTime  0.433 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1144e-01 (2.0714e-01)\tAcc@1  89.06 ( 92.75)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1530/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.1312e-01 (2.0717e-01)\tAcc@1  89.06 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1540/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6728e-01 (2.0703e-01)\tAcc@1  95.31 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1550/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6940e-01 (2.0687e-01)\tAcc@1  94.53 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1560/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5569e-01 (2.0668e-01)\tAcc@1  94.53 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1570/2110]\tTime  0.434 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0579e-01 (2.0687e-01)\tAcc@1  93.75 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1580/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7182e-01 (2.0686e-01)\tAcc@1  95.31 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1590/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8780e-01 (2.0711e-01)\tAcc@1  93.75 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1600/2110]\tTime  0.431 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5840e-01 (2.0715e-01)\tAcc@1  92.19 ( 92.75)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1610/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4903e-01 (2.0709e-01)\tAcc@1  92.97 ( 92.76)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1620/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6135e-01 (2.0690e-01)\tAcc@1  95.31 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1630/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.3199e-01 (2.0677e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1640/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5818e-01 (2.0677e-01)\tAcc@1  93.75 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1650/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.1691e-01 (2.0673e-01)\tAcc@1  96.88 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1660/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5983e-01 (2.0663e-01)\tAcc@1  96.09 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1670/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8658e-01 (2.0663e-01)\tAcc@1  92.19 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1680/2110]\tTime  0.437 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7414e-01 (2.0655e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1690/2110]\tTime  0.419 ( 0.441)\tData  0.002 ( 0.000)\tLoss 1.5216e-01 (2.0653e-01)\tAcc@1  94.53 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1700/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.5584e-01 (2.0662e-01)\tAcc@1  96.09 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1710/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7441e-01 (2.0650e-01)\tAcc@1  92.97 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1720/2110]\tTime  0.438 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.2657e-01 (2.0640e-01)\tAcc@1  96.88 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1730/2110]\tTime  0.418 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4714e-01 (2.0654e-01)\tAcc@1  92.19 ( 92.77)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1740/2110]\tTime  0.429 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0928e-01 (2.0663e-01)\tAcc@1  92.19 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1750/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.5089e-01 (2.0656e-01)\tAcc@1  90.62 ( 92.77)\tAcc@5  98.44 ( 99.76)\n","Epoch: [48][1760/2110]\tTime  0.582 ( 0.441)\tData  0.000 ( 0.000)\tLoss 3.6115e-01 (2.0673e-01)\tAcc@1  87.50 ( 92.76)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][1770/2110]\tTime  0.442 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4391e-01 (2.0674e-01)\tAcc@1  95.31 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1780/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7568e-01 (2.0669e-01)\tAcc@1  93.75 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1790/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6068e-01 (2.0655e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1800/2110]\tTime  0.439 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7260e-01 (2.0642e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1810/2110]\tTime  0.430 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.1800e-01 (2.0636e-01)\tAcc@1  98.44 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1820/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6610e-01 (2.0627e-01)\tAcc@1  92.97 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1830/2110]\tTime  0.428 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6954e-01 (2.0621e-01)\tAcc@1  89.06 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1840/2110]\tTime  0.588 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6624e-01 (2.0624e-01)\tAcc@1  95.31 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1850/2110]\tTime  0.414 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9647e-01 (2.0619e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1860/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7725e-01 (2.0605e-01)\tAcc@1  93.75 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1870/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8203e-01 (2.0596e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1880/2110]\tTime  0.431 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8501e-01 (2.0607e-01)\tAcc@1  90.62 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1890/2110]\tTime  0.427 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.6320e-01 (2.0614e-01)\tAcc@1  89.06 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1900/2110]\tTime  0.424 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9212e-01 (2.0609e-01)\tAcc@1  92.19 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1910/2110]\tTime  0.413 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0125e-01 (2.0608e-01)\tAcc@1  90.62 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1920/2110]\tTime  0.569 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.2682e-01 (2.0595e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1930/2110]\tTime  0.421 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.1352e-01 (2.0586e-01)\tAcc@1  96.09 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1940/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.2975e-01 (2.0591e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1950/2110]\tTime  0.435 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6141e-01 (2.0586e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1960/2110]\tTime  0.434 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.4549e-01 (2.0574e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1970/2110]\tTime  0.423 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.0777e-01 (2.0581e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1980/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.4371e-01 (2.0594e-01)\tAcc@1  91.41 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][1990/2110]\tTime  0.425 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.6020e-01 (2.0590e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][2000/2110]\tTime  0.580 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.7046e-01 (2.0576e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][2010/2110]\tTime  0.426 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9785e-01 (2.0574e-01)\tAcc@1  93.75 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][2020/2110]\tTime  0.419 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9950e-01 (2.0574e-01)\tAcc@1  88.28 ( 92.81)\tAcc@5  98.44 ( 99.76)\n","Epoch: [48][2030/2110]\tTime  0.417 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.8736e-01 (2.0554e-01)\tAcc@1  89.84 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][2040/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8912e-01 (2.0549e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][2050/2110]\tTime  0.426 ( 0.441)\tData  0.007 ( 0.000)\tLoss 2.4572e-01 (2.0538e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][2060/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8931e-01 (2.0548e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][2070/2110]\tTime  0.436 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.9074e-01 (2.0544e-01)\tAcc@1  89.84 ( 92.83)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][2080/2110]\tTime  0.577 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.9909e-01 (2.0555e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [48][2090/2110]\tTime  0.416 ( 0.441)\tData  0.000 ( 0.000)\tLoss 1.8847e-01 (2.0558e-01)\tAcc@1  93.75 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [48][2100/2110]\tTime  0.420 ( 0.441)\tData  0.000 ( 0.000)\tLoss 2.1478e-01 (2.0569e-01)\tAcc@1  95.31 ( 92.81)\tAcc@5  98.44 ( 99.76)\n","=> Acc@1 92.811 Acc@5 99.755\n","=> Val@1 82.732\n","==> 994.93 seconds to train this epoch\n","\n","\n","----- epoch: 49, lr: 0.0010000000000000002 -----\n","epoch :  49\n","Epoch: [49][   0/2110]\tTime  0.725 ( 0.725)\tData  0.219 ( 0.219)\tLoss 2.2478e-01 (2.2478e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.22)\n","Epoch: [49][  10/2110]\tTime  0.514 ( 0.481)\tData  0.000 ( 0.020)\tLoss 1.2683e-01 (2.3453e-01)\tAcc@1  96.88 ( 91.90)\tAcc@5 100.00 ( 99.72)\n","Epoch: [49][  20/2110]\tTime  0.421 ( 0.465)\tData  0.000 ( 0.011)\tLoss 2.1036e-01 (2.2637e-01)\tAcc@1  90.62 ( 92.19)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][  30/2110]\tTime  0.439 ( 0.457)\tData  0.000 ( 0.007)\tLoss 2.6120e-01 (2.2607e-01)\tAcc@1  90.62 ( 92.26)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][  40/2110]\tTime  0.416 ( 0.452)\tData  0.000 ( 0.006)\tLoss 1.5843e-01 (2.1176e-01)\tAcc@1  92.97 ( 92.68)\tAcc@5 100.00 ( 99.83)\n","Epoch: [49][  50/2110]\tTime  0.571 ( 0.450)\tData  0.000 ( 0.005)\tLoss 1.6843e-01 (2.0981e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5 100.00 ( 99.82)\n","Epoch: [49][  60/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.004)\tLoss 1.8196e-01 (2.0679e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5 100.00 ( 99.81)\n","Epoch: [49][  70/2110]\tTime  0.416 ( 0.447)\tData  0.000 ( 0.003)\tLoss 1.7739e-01 (2.0157e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  99.22 ( 99.80)\n","Epoch: [49][  80/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.003)\tLoss 2.1058e-01 (2.0487e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][  90/2110]\tTime  0.538 ( 0.447)\tData  0.000 ( 0.003)\tLoss 1.0692e-01 (2.0268e-01)\tAcc@1  96.88 ( 93.00)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 100/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.003)\tLoss 2.0280e-01 (2.0120e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.81)\n","Epoch: [49][ 110/2110]\tTime  0.452 ( 0.447)\tData  0.000 ( 0.002)\tLoss 2.1253e-01 (2.0121e-01)\tAcc@1  91.41 ( 93.14)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 120/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.002)\tLoss 2.7286e-01 (2.0245e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 130/2110]\tTime  0.583 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.3844e-01 (2.0217e-01)\tAcc@1  96.09 ( 93.02)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 140/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.6200e-01 (2.0135e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.80)\n","Epoch: [49][ 150/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.5199e-01 (2.0145e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.80)\n","Epoch: [49][ 160/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.5477e-01 (2.0163e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 170/2110]\tTime  0.510 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.1171e-01 (2.0108e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 180/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.3994e-01 (2.0002e-01)\tAcc@1  97.66 ( 93.10)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 190/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.002)\tLoss 3.9666e-01 (2.0064e-01)\tAcc@1  87.50 ( 93.03)\tAcc@5  99.22 ( 99.79)\n","Epoch: [49][ 200/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3487e-01 (2.0076e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 210/2110]\tTime  0.587 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8168e-01 (2.0081e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 220/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8154e-01 (2.0024e-01)\tAcc@1  96.09 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [49][ 230/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5498e-01 (2.0099e-01)\tAcc@1  89.06 ( 92.99)\tAcc@5 100.00 ( 99.79)\n","Epoch: [49][ 240/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3454e-01 (2.0192e-01)\tAcc@1  96.09 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 250/2110]\tTime  0.590 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4465e-01 (2.0231e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [49][ 260/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1146e-01 (2.0291e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5  98.44 ( 99.77)\n","Epoch: [49][ 270/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7535e-01 (2.0152e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 280/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7289e-01 (2.0088e-01)\tAcc@1  95.31 ( 92.98)\tAcc@5  99.22 ( 99.78)\n","Epoch: [49][ 290/2110]\tTime  0.495 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2050e-01 (2.0155e-01)\tAcc@1  90.62 ( 92.93)\tAcc@5  99.22 ( 99.78)\n","Epoch: [49][ 300/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6267e-01 (2.0087e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 310/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6330e-01 (2.0046e-01)\tAcc@1  89.84 ( 92.97)\tAcc@5  99.22 ( 99.78)\n","Epoch: [49][ 320/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1075e-01 (2.0026e-01)\tAcc@1  91.41 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 330/2110]\tTime  0.594 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3055e-01 (2.0150e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 340/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8767e-01 (2.0166e-01)\tAcc@1  94.53 ( 92.92)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 350/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6026e-01 (2.0158e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [49][ 360/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7086e-01 (2.0123e-01)\tAcc@1  96.88 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [49][ 370/2110]\tTime  0.535 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0919e-01 (2.0136e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 380/2110]\tTime  0.438 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9106e-01 (2.0073e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 390/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4402e-01 (2.0069e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5  98.44 ( 99.77)\n","Epoch: [49][ 400/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5847e-01 (2.0142e-01)\tAcc@1  90.62 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [49][ 410/2110]\tTime  0.622 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6487e-01 (2.0080e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 420/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6327e-01 (2.0011e-01)\tAcc@1  95.31 ( 92.99)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 430/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0195e-01 (1.9998e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 440/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3815e-01 (2.0020e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 450/2110]\tTime  0.444 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2574e-01 (1.9988e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 460/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5058e-01 (1.9995e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 470/2110]\tTime  0.433 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4919e-01 (2.0054e-01)\tAcc@1  89.84 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 480/2110]\tTime  0.437 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.0579e-01 (2.0060e-01)\tAcc@1  97.66 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 490/2110]\tTime  0.415 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5041e-01 (2.0024e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 500/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1085e-01 (1.9982e-01)\tAcc@1  97.66 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 510/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4230e-01 (1.9991e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 520/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6446e-01 (2.0025e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 530/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4219e-01 (2.0036e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 540/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3826e-01 (2.0088e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 550/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0782e-01 (2.0132e-01)\tAcc@1  90.62 ( 92.99)\tAcc@5 100.00 ( 99.77)\n","Epoch: [49][ 560/2110]\tTime  0.433 ( 0.446)\tData  0.000 ( 0.001)\tLoss 3.2643e-01 (2.0115e-01)\tAcc@1  89.06 ( 93.01)\tAcc@5  99.22 ( 99.77)\n","Epoch: [49][ 570/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9965e-01 (2.0117e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 580/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9823e-01 (2.0117e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 590/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6466e-01 (2.0174e-01)\tAcc@1  92.97 ( 92.99)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 600/2110]\tTime  0.414 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8991e-01 (2.0193e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 610/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2153e-01 (2.0172e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 620/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4544e-01 (2.0178e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 630/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7184e-01 (2.0139e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 640/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9785e-01 (2.0151e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 650/2110]\tTime  0.438 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5479e-01 (2.0148e-01)\tAcc@1  90.62 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 660/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0171e-01 (2.0145e-01)\tAcc@1  89.06 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 670/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8995e-01 (2.0155e-01)\tAcc@1  92.19 ( 92.99)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 680/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2619e-01 (2.0184e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 690/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6137e-01 (2.0178e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 700/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6686e-01 (2.0152e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 710/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0748e-01 (2.0182e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 720/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4412e-01 (2.0171e-01)\tAcc@1  96.09 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 730/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8823e-01 (2.0164e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 740/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0661e-01 (2.0156e-01)\tAcc@1  94.53 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 750/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3721e-01 (2.0167e-01)\tAcc@1  90.62 ( 92.98)\tAcc@5  99.22 ( 99.76)\n","Epoch: [49][ 760/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1718e-01 (2.0172e-01)\tAcc@1  96.09 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 770/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8223e-01 (2.0190e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 780/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6274e-01 (2.0178e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 790/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2611e-01 (2.0177e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 800/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3590e-01 (2.0170e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 810/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9317e-01 (2.0150e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [49][ 820/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0010e-01 (2.0168e-01)\tAcc@1  91.41 ( 92.97)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][ 830/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0607e-01 (2.0155e-01)\tAcc@1  92.19 ( 92.98)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 840/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.3640e-01 (2.0204e-01)\tAcc@1  89.06 ( 92.96)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 850/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2860e-01 (2.0189e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 860/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1542e-01 (2.0201e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 870/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.4280e-01 (2.0239e-01)\tAcc@1  89.06 ( 92.96)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][ 880/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1179e-01 (2.0230e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 890/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0995e-01 (2.0228e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 900/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3858e-01 (2.0225e-01)\tAcc@1  88.28 ( 92.95)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 910/2110]\tTime  0.438 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8636e-01 (2.0219e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 920/2110]\tTime  0.445 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4584e-01 (2.0239e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 930/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9308e-01 (2.0259e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 940/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1878e-01 (2.0269e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 950/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4592e-01 (2.0275e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][ 960/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6585e-01 (2.0258e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][ 970/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9141e-01 (2.0269e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][ 980/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0024e-01 (2.0242e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][ 990/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9425e-01 (2.0227e-01)\tAcc@1  89.06 ( 92.95)\tAcc@5  98.44 ( 99.74)\n","Epoch: [49][1000/2110]\tTime  0.474 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1486e-01 (2.0249e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1010/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6171e-01 (2.0242e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1020/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9718e-01 (2.0239e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1030/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9593e-01 (2.0248e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1040/2110]\tTime  0.483 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8547e-01 (2.0267e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1050/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5248e-01 (2.0263e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1060/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3327e-01 (2.0274e-01)\tAcc@1  96.09 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1070/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3867e-01 (2.0256e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1080/2110]\tTime  0.448 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8344e-01 (2.0241e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1090/2110]\tTime  0.432 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3078e-01 (2.0228e-01)\tAcc@1  95.31 ( 92.96)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1100/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8098e-01 (2.0246e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1110/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2989e-01 (2.0278e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1120/2110]\tTime  0.597 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2967e-01 (2.0289e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1130/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2093e-01 (2.0302e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][1140/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7436e-01 (2.0308e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1150/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3701e-01 (2.0306e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1160/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9325e-01 (2.0329e-01)\tAcc@1  92.97 ( 92.91)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1170/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9615e-01 (2.0332e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1180/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2415e-01 (2.0347e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1190/2110]\tTime  0.414 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4246e-01 (2.0343e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1200/2110]\tTime  0.444 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3942e-01 (2.0345e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1210/2110]\tTime  0.437 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9644e-01 (2.0346e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1220/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7408e-01 (2.0337e-01)\tAcc@1  94.53 ( 92.92)\tAcc@5  98.44 ( 99.74)\n","Epoch: [49][1230/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8859e-01 (2.0356e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1240/2110]\tTime  0.483 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9291e-01 (2.0361e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1250/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1094e-01 (2.0365e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1260/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0630e-01 (2.0374e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1270/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6677e-01 (2.0389e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1280/2110]\tTime  0.574 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3049e-01 (2.0377e-01)\tAcc@1  90.62 ( 92.89)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1290/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0996e-01 (2.0372e-01)\tAcc@1  94.53 ( 92.89)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1300/2110]\tTime  0.444 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8594e-01 (2.0387e-01)\tAcc@1  89.84 ( 92.90)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1310/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7553e-01 (2.0416e-01)\tAcc@1  96.09 ( 92.89)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1320/2110]\tTime  0.457 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7684e-01 (2.0437e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1330/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1695e-01 (2.0437e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1340/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1801e-01 (2.0435e-01)\tAcc@1  88.28 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1350/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6653e-01 (2.0449e-01)\tAcc@1  95.31 ( 92.87)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1360/2110]\tTime  0.577 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2749e-01 (2.0449e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1370/2110]\tTime  0.413 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.5312e-01 (2.0471e-01)\tAcc@1  88.28 ( 92.86)\tAcc@5  97.66 ( 99.74)\n","Epoch: [49][1380/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4806e-01 (2.0474e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1390/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0876e-01 (2.0483e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1400/2110]\tTime  0.439 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1685e-01 (2.0496e-01)\tAcc@1  91.41 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1410/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.2119e-01 (2.0515e-01)\tAcc@1  89.06 ( 92.86)\tAcc@5  98.44 ( 99.73)\n","Epoch: [49][1420/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5672e-01 (2.0518e-01)\tAcc@1  92.19 ( 92.86)\tAcc@5 100.00 ( 99.73)\n","Epoch: [49][1430/2110]\tTime  0.418 ( 0.444)\tData  0.001 ( 0.001)\tLoss 1.5466e-01 (2.0540e-01)\tAcc@1  93.75 ( 92.84)\tAcc@5 100.00 ( 99.73)\n","Epoch: [49][1440/2110]\tTime  0.576 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9475e-01 (2.0538e-01)\tAcc@1  92.97 ( 92.84)\tAcc@5  99.22 ( 99.73)\n","Epoch: [49][1450/2110]\tTime  0.435 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3350e-01 (2.0551e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5 100.00 ( 99.73)\n","Epoch: [49][1460/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3033e-01 (2.0527e-01)\tAcc@1  96.09 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1470/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6375e-01 (2.0513e-01)\tAcc@1  93.75 ( 92.84)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1480/2110]\tTime  0.455 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5976e-01 (2.0515e-01)\tAcc@1  95.31 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1490/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1304e-01 (2.0508e-01)\tAcc@1  91.41 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1500/2110]\tTime  0.434 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2711e-01 (2.0513e-01)\tAcc@1  93.75 ( 92.85)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1510/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9187e-01 (2.0508e-01)\tAcc@1  93.75 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1520/2110]\tTime  0.459 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8055e-01 (2.0506e-01)\tAcc@1  94.53 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1530/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2061e-01 (2.0484e-01)\tAcc@1  96.09 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1540/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9507e-01 (2.0480e-01)\tAcc@1  94.53 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1550/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.6260e-01 (2.0490e-01)\tAcc@1  89.06 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1560/2110]\tTime  0.450 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5130e-01 (2.0479e-01)\tAcc@1  95.31 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1570/2110]\tTime  0.431 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0130e-01 (2.0477e-01)\tAcc@1  92.97 ( 92.85)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1580/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6406e-01 (2.0473e-01)\tAcc@1  93.75 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1590/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6743e-01 (2.0483e-01)\tAcc@1  92.19 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1600/2110]\tTime  0.597 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.1967e-01 (2.0465e-01)\tAcc@1  96.09 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1610/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7495e-01 (2.0454e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1620/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5008e-01 (2.0460e-01)\tAcc@1  97.66 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1630/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2878e-01 (2.0461e-01)\tAcc@1  97.66 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1640/2110]\tTime  0.483 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9872e-01 (2.0449e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1650/2110]\tTime  0.431 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3197e-01 (2.0442e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1660/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5306e-01 (2.0449e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1670/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.4409e-01 (2.0450e-01)\tAcc@1  85.94 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1680/2110]\tTime  0.625 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5849e-01 (2.0462e-01)\tAcc@1  87.50 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1690/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0434e-01 (2.0467e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1700/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1473e-01 (2.0461e-01)\tAcc@1  93.75 ( 92.87)\tAcc@5  98.44 ( 99.74)\n","Epoch: [49][1710/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.9854e-01 (2.0468e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1720/2110]\tTime  0.478 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7205e-01 (2.0487e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1730/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9249e-01 (2.0495e-01)\tAcc@1  94.53 ( 92.86)\tAcc@5  99.22 ( 99.74)\n","Epoch: [49][1740/2110]\tTime  0.437 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3443e-01 (2.0509e-01)\tAcc@1  90.62 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1750/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0837e-01 (2.0512e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1760/2110]\tTime  0.594 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8396e-01 (2.0484e-01)\tAcc@1  95.31 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1770/2110]\tTime  0.429 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9084e-01 (2.0473e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5  98.44 ( 99.74)\n","Epoch: [49][1780/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7486e-01 (2.0471e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1790/2110]\tTime  0.439 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.2623e-01 (2.0466e-01)\tAcc@1  90.62 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [49][1800/2110]\tTime  0.489 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.8949e-01 (2.0449e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1810/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6808e-01 (2.0436e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1820/2110]\tTime  0.439 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.1692e-01 (2.0436e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1830/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.2739e-01 (2.0427e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1840/2110]\tTime  0.518 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.5694e-01 (2.0438e-01)\tAcc@1  88.28 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1850/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.5849e-01 (2.0456e-01)\tAcc@1  91.41 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1860/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.3374e-01 (2.0448e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1870/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7841e-01 (2.0455e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1880/2110]\tTime  0.558 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0565e-01 (2.0462e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1890/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.5110e-01 (2.0446e-01)\tAcc@1  95.31 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1900/2110]\tTime  0.446 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9547e-01 (2.0451e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1910/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.3178e-01 (2.0459e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][1920/2110]\tTime  0.586 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.6215e-01 (2.0447e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1930/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.9625e-01 (2.0455e-01)\tAcc@1  89.84 ( 92.87)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][1940/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9401e-01 (2.0443e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1950/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.1502e-01 (2.0458e-01)\tAcc@1  95.31 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1960/2110]\tTime  0.573 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.3810e-01 (2.0455e-01)\tAcc@1  95.31 ( 92.87)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][1970/2110]\tTime  0.449 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9249e-01 (2.0465e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][1980/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.8401e-01 (2.0474e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][1990/2110]\tTime  0.440 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7043e-01 (2.0486e-01)\tAcc@1  92.19 ( 92.86)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][2000/2110]\tTime  0.458 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7604e-01 (2.0484e-01)\tAcc@1  93.75 ( 92.86)\tAcc@5  99.22 ( 99.75)\n","Epoch: [49][2010/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.4230e-01 (2.0488e-01)\tAcc@1  95.31 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2020/2110]\tTime  0.431 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.3052e-01 (2.0483e-01)\tAcc@1  96.09 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2030/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.6217e-01 (2.0491e-01)\tAcc@1  95.31 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2040/2110]\tTime  0.584 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.3569e-01 (2.0498e-01)\tAcc@1  94.53 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2050/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.1158e-01 (2.0491e-01)\tAcc@1  92.19 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2060/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9440e-01 (2.0495e-01)\tAcc@1  95.31 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2070/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.8847e-01 (2.0495e-01)\tAcc@1  90.62 ( 92.86)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][2080/2110]\tTime  0.456 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.4589e-01 (2.0491e-01)\tAcc@1  94.53 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [49][2090/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.4593e-01 (2.0496e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5  98.44 ( 99.75)\n","Epoch: [49][2100/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9363e-01 (2.0487e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","=> Acc@1 92.861 Acc@5 99.749\n","=> Val@1 82.679\n","==> 1001.98 seconds to train this epoch\n","\n","\n","----- epoch: 50, lr: 0.0010000000000000002 -----\n","epoch :  50\n","Epoch: [50][   0/2110]\tTime  0.765 ( 0.765)\tData  0.228 ( 0.228)\tLoss 1.2389e-01 (1.2389e-01)\tAcc@1  96.09 ( 96.09)\tAcc@5 100.00 (100.00)\n","Epoch: [50][  10/2110]\tTime  0.424 ( 0.461)\tData  0.000 ( 0.021)\tLoss 1.6035e-01 (2.0935e-01)\tAcc@1  94.53 ( 92.54)\tAcc@5 100.00 ( 99.72)\n","Epoch: [50][  20/2110]\tTime  0.417 ( 0.461)\tData  0.000 ( 0.011)\tLoss 2.3075e-01 (2.1473e-01)\tAcc@1  91.41 ( 92.56)\tAcc@5 100.00 ( 99.81)\n","Epoch: [50][  30/2110]\tTime  0.426 ( 0.464)\tData  0.000 ( 0.008)\tLoss 1.4231e-01 (2.1647e-01)\tAcc@1  93.75 ( 92.34)\tAcc@5 100.00 ( 99.75)\n","Epoch: [50][  40/2110]\tTime  0.418 ( 0.461)\tData  0.000 ( 0.006)\tLoss 1.7636e-01 (2.1602e-01)\tAcc@1  93.75 ( 92.34)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][  50/2110]\tTime  0.422 ( 0.457)\tData  0.000 ( 0.005)\tLoss 2.1345e-01 (2.1105e-01)\tAcc@1  95.31 ( 92.68)\tAcc@5  98.44 ( 99.75)\n","Epoch: [50][  60/2110]\tTime  0.420 ( 0.455)\tData  0.000 ( 0.004)\tLoss 2.0339e-01 (2.0924e-01)\tAcc@1  93.75 ( 92.69)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][  70/2110]\tTime  0.419 ( 0.455)\tData  0.000 ( 0.004)\tLoss 2.3275e-01 (2.1293e-01)\tAcc@1  94.53 ( 92.53)\tAcc@5  98.44 ( 99.76)\n","Epoch: [50][  80/2110]\tTime  0.433 ( 0.454)\tData  0.000 ( 0.003)\tLoss 1.1131e-01 (2.0983e-01)\tAcc@1  96.88 ( 92.66)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][  90/2110]\tTime  0.417 ( 0.453)\tData  0.000 ( 0.003)\tLoss 1.7994e-01 (2.0997e-01)\tAcc@1  94.53 ( 92.63)\tAcc@5 100.00 ( 99.75)\n","Epoch: [50][ 100/2110]\tTime  0.427 ( 0.453)\tData  0.000 ( 0.003)\tLoss 1.5861e-01 (2.0899e-01)\tAcc@1  96.09 ( 92.71)\tAcc@5 100.00 ( 99.71)\n","Epoch: [50][ 110/2110]\tTime  0.422 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.3959e-01 (2.0965e-01)\tAcc@1  96.09 ( 92.72)\tAcc@5 100.00 ( 99.68)\n","Epoch: [50][ 120/2110]\tTime  0.429 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.0407e-01 (2.0710e-01)\tAcc@1  95.31 ( 92.83)\tAcc@5 100.00 ( 99.70)\n","Epoch: [50][ 130/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.002)\tLoss 1.5119e-01 (2.0557e-01)\tAcc@1  95.31 ( 92.88)\tAcc@5 100.00 ( 99.71)\n","Epoch: [50][ 140/2110]\tTime  0.417 ( 0.451)\tData  0.000 ( 0.002)\tLoss 2.0085e-01 (2.0674e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5  99.22 ( 99.71)\n","Epoch: [50][ 150/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.002)\tLoss 1.3194e-01 (2.0603e-01)\tAcc@1  92.97 ( 92.91)\tAcc@5 100.00 ( 99.71)\n","Epoch: [50][ 160/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.002)\tLoss 1.5074e-01 (2.0422e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.73)\n","Epoch: [50][ 170/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.2958e-01 (2.0402e-01)\tAcc@1  90.62 ( 92.99)\tAcc@5 100.00 ( 99.73)\n","Epoch: [50][ 180/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.002)\tLoss 1.4415e-01 (2.0475e-01)\tAcc@1  96.09 ( 92.99)\tAcc@5 100.00 ( 99.72)\n","Epoch: [50][ 190/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7254e-01 (2.0395e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.73)\n","Epoch: [50][ 200/2110]\tTime  0.481 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.6270e-01 (2.0482e-01)\tAcc@1  89.06 ( 93.00)\tAcc@5  99.22 ( 99.72)\n","Epoch: [50][ 210/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3994e-01 (2.0325e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5 100.00 ( 99.74)\n","Epoch: [50][ 220/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9591e-01 (2.0192e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.74)\n","Epoch: [50][ 230/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7969e-01 (2.0199e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.74)\n","Epoch: [50][ 240/2110]\tTime  0.452 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7232e-01 (2.0257e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5  99.22 ( 99.74)\n","Epoch: [50][ 250/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6548e-01 (2.0231e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [50][ 260/2110]\tTime  0.442 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1599e-01 (2.0243e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [50][ 270/2110]\tTime  0.425 ( 0.447)\tData  0.001 ( 0.001)\tLoss 1.7416e-01 (2.0234e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [50][ 280/2110]\tTime  0.585 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6076e-01 (2.0170e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][ 290/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4386e-01 (2.0145e-01)\tAcc@1  96.88 ( 93.12)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 300/2110]\tTime  0.435 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2660e-01 (2.0217e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 310/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7314e-01 (2.0197e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 320/2110]\tTime  0.453 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3400e-01 (2.0307e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][ 330/2110]\tTime  0.435 ( 0.446)\tData  0.005 ( 0.001)\tLoss 2.4272e-01 (2.0301e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][ 340/2110]\tTime  0.433 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2111e-01 (2.0278e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5  99.22 ( 99.76)\n","Epoch: [50][ 350/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4844e-01 (2.0265e-01)\tAcc@1  86.72 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 360/2110]\tTime  0.585 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0683e-01 (2.0204e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][ 370/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1267e-01 (2.0123e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 380/2110]\tTime  0.440 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1646e-01 (2.0065e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 390/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8496e-01 (2.0096e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 400/2110]\tTime  0.448 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6237e-01 (2.0041e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 410/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6362e-01 (2.0067e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][ 420/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5988e-01 (2.0091e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 430/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9066e-01 (2.0094e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 440/2110]\tTime  0.564 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3562e-01 (2.0091e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 450/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7994e-01 (2.0110e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][ 460/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6592e-01 (2.0129e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 470/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0545e-01 (2.0154e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 480/2110]\tTime  0.444 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2228e-01 (2.0149e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 490/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.0437e-01 (2.0102e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 500/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5669e-01 (2.0088e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 510/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4014e-01 (2.0093e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 520/2110]\tTime  0.567 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8538e-01 (2.0117e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 530/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3523e-01 (2.0104e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 540/2110]\tTime  0.446 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7912e-01 (2.0151e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 550/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4138e-01 (2.0190e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][ 560/2110]\tTime  0.469 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4629e-01 (2.0198e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 570/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7626e-01 (2.0187e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 580/2110]\tTime  0.434 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1598e-01 (2.0182e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 590/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0107e-01 (2.0158e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 600/2110]\tTime  0.575 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3893e-01 (2.0181e-01)\tAcc@1  90.62 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 610/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3653e-01 (2.0192e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 620/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5309e-01 (2.0219e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 630/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2341e-01 (2.0229e-01)\tAcc@1  95.31 ( 93.00)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 640/2110]\tTime  0.492 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2326e-01 (2.0235e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 650/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.8065e-01 (2.0208e-01)\tAcc@1  87.50 ( 93.00)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 660/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4719e-01 (2.0213e-01)\tAcc@1  95.31 ( 92.99)\tAcc@5 100.00 ( 99.79)\n","Epoch: [50][ 670/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5663e-01 (2.0204e-01)\tAcc@1  95.31 ( 93.00)\tAcc@5 100.00 ( 99.79)\n","Epoch: [50][ 680/2110]\tTime  0.571 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4695e-01 (2.0154e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.79)\n","Epoch: [50][ 690/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7950e-01 (2.0150e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  99.22 ( 99.79)\n","Epoch: [50][ 700/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9079e-01 (2.0164e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.79)\n","Epoch: [50][ 710/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5921e-01 (2.0130e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.79)\n","Epoch: [50][ 720/2110]\tTime  0.541 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.3186e-01 (2.0173e-01)\tAcc@1  89.84 ( 93.02)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 730/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2793e-01 (2.0156e-01)\tAcc@1  96.09 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 740/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1696e-01 (2.0137e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 750/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2175e-01 (2.0148e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 760/2110]\tTime  0.483 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8126e-01 (2.0154e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 770/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5424e-01 (2.0167e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 780/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7305e-01 (2.0199e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 790/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7592e-01 (2.0194e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 800/2110]\tTime  0.515 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.1660e-01 (2.0177e-01)\tAcc@1  96.09 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][ 810/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2645e-01 (2.0204e-01)\tAcc@1  91.41 ( 92.99)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 820/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1476e-01 (2.0233e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 830/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3880e-01 (2.0221e-01)\tAcc@1  95.31 ( 92.98)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 840/2110]\tTime  0.598 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9355e-01 (2.0215e-01)\tAcc@1  91.41 ( 92.99)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 850/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8625e-01 (2.0200e-01)\tAcc@1  91.41 ( 92.99)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 860/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9196e-01 (2.0208e-01)\tAcc@1  95.31 ( 92.98)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 870/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9373e-01 (2.0213e-01)\tAcc@1  93.75 ( 92.98)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 880/2110]\tTime  0.567 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0456e-01 (2.0220e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 890/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3204e-01 (2.0223e-01)\tAcc@1  91.41 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 900/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1482e-01 (2.0199e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 910/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.1513e-01 (2.0187e-01)\tAcc@1  89.06 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 920/2110]\tTime  0.552 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3183e-01 (2.0188e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 930/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2211e-01 (2.0194e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 940/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.1247e-01 (2.0208e-01)\tAcc@1  89.06 ( 92.96)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 950/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1347e-01 (2.0225e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 960/2110]\tTime  0.580 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2401e-01 (2.0242e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 970/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2449e-01 (2.0246e-01)\tAcc@1  92.19 ( 92.95)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][ 980/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7689e-01 (2.0263e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][ 990/2110]\tTime  0.430 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7248e-01 (2.0283e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1000/2110]\tTime  0.468 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6603e-01 (2.0272e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1010/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4216e-01 (2.0281e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][1020/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3076e-01 (2.0299e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1030/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.6365e-01 (2.0287e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1040/2110]\tTime  0.594 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2398e-01 (2.0288e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1050/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.3096e-01 (2.0286e-01)\tAcc@1  85.94 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1060/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7060e-01 (2.0288e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1070/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3397e-01 (2.0278e-01)\tAcc@1  95.31 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1080/2110]\tTime  0.453 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4697e-01 (2.0280e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1090/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0638e-01 (2.0279e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1100/2110]\tTime  0.415 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7201e-01 (2.0258e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1110/2110]\tTime  0.492 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8427e-01 (2.0242e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1120/2110]\tTime  0.595 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2421e-01 (2.0248e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1130/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0101e-01 (2.0219e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1140/2110]\tTime  0.427 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4421e-01 (2.0233e-01)\tAcc@1  95.31 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1150/2110]\tTime  0.416 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2139e-01 (2.0239e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1160/2110]\tTime  0.450 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1565e-01 (2.0221e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1170/2110]\tTime  0.435 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3421e-01 (2.0225e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1180/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9879e-01 (2.0246e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1190/2110]\tTime  0.436 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.7162e-01 (2.0256e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][1200/2110]\tTime  0.583 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9687e-01 (2.0266e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1210/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0162e-01 (2.0270e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1220/2110]\tTime  0.435 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5967e-01 (2.0277e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1230/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4738e-01 (2.0278e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][1240/2110]\tTime  0.456 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.3914e-01 (2.0301e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1250/2110]\tTime  0.432 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6067e-01 (2.0302e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1260/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9091e-01 (2.0309e-01)\tAcc@1  94.53 ( 92.92)\tAcc@5  99.22 ( 99.78)\n","Epoch: [50][1270/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2250e-01 (2.0330e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5 100.00 ( 99.78)\n","Epoch: [50][1280/2110]\tTime  0.520 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5162e-01 (2.0327e-01)\tAcc@1  90.62 ( 92.92)\tAcc@5  98.44 ( 99.78)\n","Epoch: [50][1290/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9105e-01 (2.0341e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1300/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.4844e-01 (2.0360e-01)\tAcc@1  96.09 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1310/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5823e-01 (2.0346e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1320/2110]\tTime  0.445 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0502e-01 (2.0332e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1330/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2774e-01 (2.0346e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1340/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.2475e-01 (2.0353e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1350/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1357e-01 (2.0371e-01)\tAcc@1  93.75 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1360/2110]\tTime  0.448 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.5362e-01 (2.0354e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1370/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9914e-01 (2.0362e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1380/2110]\tTime  0.428 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.1183e-01 (2.0354e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1390/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0173e-01 (2.0345e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1400/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.4122e-01 (2.0353e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5  97.66 ( 99.77)\n","Epoch: [50][1410/2110]\tTime  0.430 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1943e-01 (2.0363e-01)\tAcc@1  93.75 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1420/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6176e-01 (2.0375e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1430/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.5579e-01 (2.0377e-01)\tAcc@1  89.06 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1440/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.6933e-01 (2.0378e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1450/2110]\tTime  0.423 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9975e-01 (2.0397e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1460/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.6058e-01 (2.0396e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1470/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3104e-01 (2.0388e-01)\tAcc@1  96.88 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1480/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0815e-01 (2.0397e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1490/2110]\tTime  0.436 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.7220e-01 (2.0390e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1500/2110]\tTime  0.435 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.0171e-01 (2.0408e-01)\tAcc@1  90.62 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1510/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 2.1311e-01 (2.0403e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1520/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.3194e-01 (2.0407e-01)\tAcc@1  96.88 ( 92.88)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1530/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.2425e-01 (2.0417e-01)\tAcc@1  96.09 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1540/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4422e-01 (2.0425e-01)\tAcc@1  91.41 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1550/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.7600e-01 (2.0433e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1560/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.7383e-01 (2.0429e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1570/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5144e-01 (2.0427e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1580/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.3126e-01 (2.0438e-01)\tAcc@1  88.28 ( 92.88)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1590/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3955e-01 (2.0442e-01)\tAcc@1  90.62 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1600/2110]\tTime  0.428 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5617e-01 (2.0453e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1610/2110]\tTime  0.413 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3029e-01 (2.0442e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1620/2110]\tTime  0.417 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8207e-01 (2.0446e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1630/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2480e-01 (2.0433e-01)\tAcc@1  89.84 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1640/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3104e-01 (2.0439e-01)\tAcc@1  96.88 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1650/2110]\tTime  0.428 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5169e-01 (2.0416e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1660/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9542e-01 (2.0416e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1670/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.7431e-01 (2.0412e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][1680/2110]\tTime  0.444 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2748e-01 (2.0419e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5  99.22 ( 99.76)\n","Epoch: [50][1690/2110]\tTime  0.431 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2852e-01 (2.0425e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][1700/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5878e-01 (2.0431e-01)\tAcc@1  95.31 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1710/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1092e-01 (2.0426e-01)\tAcc@1  89.84 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1720/2110]\tTime  0.437 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8353e-01 (2.0422e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1730/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5092e-01 (2.0430e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1740/2110]\tTime  0.425 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5393e-01 (2.0436e-01)\tAcc@1  95.31 ( 92.88)\tAcc@5 100.00 ( 99.76)\n","Epoch: [50][1750/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5885e-01 (2.0411e-01)\tAcc@1  94.53 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1760/2110]\tTime  0.431 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.7350e-01 (2.0407e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][1770/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.9315e-01 (2.0404e-01)\tAcc@1  86.72 ( 92.89)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1780/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3540e-01 (2.0393e-01)\tAcc@1  89.84 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1790/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.2313e-01 (2.0387e-01)\tAcc@1  96.09 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1800/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8836e-01 (2.0367e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1810/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1327e-01 (2.0360e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1820/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.0531e-01 (2.0352e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1830/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4082e-01 (2.0347e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1840/2110]\tTime  0.432 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5372e-01 (2.0363e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1850/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.3378e-01 (2.0354e-01)\tAcc@1  90.62 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1860/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8540e-01 (2.0366e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1870/2110]\tTime  0.471 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.9361e-01 (2.0364e-01)\tAcc@1  93.75 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1880/2110]\tTime  0.416 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.4266e-01 (2.0356e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1890/2110]\tTime  0.414 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.8689e-01 (2.0368e-01)\tAcc@1  90.62 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1900/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2752e-01 (2.0361e-01)\tAcc@1  92.97 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1910/2110]\tTime  0.444 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.6816e-01 (2.0350e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1920/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.8714e-01 (2.0367e-01)\tAcc@1  89.06 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1930/2110]\tTime  0.434 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.2860e-01 (2.0371e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1940/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.0948e-01 (2.0357e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1950/2110]\tTime  0.588 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2228e-01 (2.0363e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1960/2110]\tTime  0.420 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3323e-01 (2.0355e-01)\tAcc@1  96.09 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1970/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2699e-01 (2.0366e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][1980/2110]\tTime  0.421 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5011e-01 (2.0379e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][1990/2110]\tTime  0.494 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.8126e-01 (2.0381e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][2000/2110]\tTime  0.424 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.1613e-01 (2.0370e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2010/2110]\tTime  0.438 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.8324e-01 (2.0371e-01)\tAcc@1  90.62 ( 92.90)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][2020/2110]\tTime  0.418 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.5553e-01 (2.0369e-01)\tAcc@1  89.84 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2030/2110]\tTime  0.563 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3273e-01 (2.0367e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5  99.22 ( 99.77)\n","Epoch: [50][2040/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.4747e-01 (2.0360e-01)\tAcc@1  90.62 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2050/2110]\tTime  0.422 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.1642e-01 (2.0356e-01)\tAcc@1  97.66 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2060/2110]\tTime  0.427 ( 0.443)\tData  0.000 ( 0.000)\tLoss 3.1675e-01 (2.0357e-01)\tAcc@1  89.06 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2070/2110]\tTime  0.434 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.1464e-01 (2.0360e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5  98.44 ( 99.77)\n","Epoch: [50][2080/2110]\tTime  0.419 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.5052e-01 (2.0365e-01)\tAcc@1  93.75 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2090/2110]\tTime  0.435 ( 0.443)\tData  0.000 ( 0.000)\tLoss 2.2489e-01 (2.0372e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [50][2100/2110]\tTime  0.433 ( 0.443)\tData  0.000 ( 0.000)\tLoss 1.3776e-01 (2.0384e-01)\tAcc@1  96.88 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","=> Acc@1 92.901 Acc@5 99.769\n","=> Val@1 82.660\n","==> 999.74 seconds to train this epoch\n","\n","\n","----- epoch: 51, lr: 0.0010000000000000002 -----\n","epoch :  51\n","Epoch: [51][   0/2110]\tTime  0.744 ( 0.744)\tData  0.230 ( 0.230)\tLoss 2.8704e-01 (2.8704e-01)\tAcc@1  92.19 ( 92.19)\tAcc@5  99.22 ( 99.22)\n","Epoch: [51][  10/2110]\tTime  0.453 ( 0.473)\tData  0.000 ( 0.021)\tLoss 1.9061e-01 (1.9183e-01)\tAcc@1  94.53 ( 93.61)\tAcc@5  98.44 ( 99.64)\n","Epoch: [51][  20/2110]\tTime  0.437 ( 0.467)\tData  0.000 ( 0.011)\tLoss 1.1177e-01 (1.9283e-01)\tAcc@1  97.66 ( 93.56)\tAcc@5 100.00 ( 99.70)\n","Epoch: [51][  30/2110]\tTime  0.420 ( 0.458)\tData  0.000 ( 0.008)\tLoss 1.9742e-01 (1.9894e-01)\tAcc@1  94.53 ( 93.22)\tAcc@5 100.00 ( 99.75)\n","Epoch: [51][  40/2110]\tTime  0.589 ( 0.456)\tData  0.000 ( 0.006)\tLoss 1.7561e-01 (1.9442e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.79)\n","Epoch: [51][  50/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.005)\tLoss 1.3022e-01 (1.9726e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.79)\n","Epoch: [51][  60/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.004)\tLoss 2.2864e-01 (1.9791e-01)\tAcc@1  90.62 ( 92.96)\tAcc@5  99.22 ( 99.78)\n","Epoch: [51][  70/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.004)\tLoss 1.8672e-01 (1.9880e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5  99.22 ( 99.78)\n","Epoch: [51][  80/2110]\tTime  0.445 ( 0.449)\tData  0.000 ( 0.003)\tLoss 2.3972e-01 (2.0215e-01)\tAcc@1  91.41 ( 92.80)\tAcc@5 100.00 ( 99.74)\n","Epoch: [51][  90/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.003)\tLoss 1.5278e-01 (2.0367e-01)\tAcc@1  94.53 ( 92.77)\tAcc@5 100.00 ( 99.74)\n","Epoch: [51][ 100/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.003)\tLoss 1.3053e-01 (2.0048e-01)\tAcc@1  95.31 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 110/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.3285e-01 (2.0135e-01)\tAcc@1  89.84 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 120/2110]\tTime  0.481 ( 0.447)\tData  0.000 ( 0.002)\tLoss 2.7962e-01 (2.0479e-01)\tAcc@1  89.06 ( 92.72)\tAcc@5 100.00 ( 99.74)\n","Epoch: [51][ 130/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.7848e-01 (2.0336e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.74)\n","Epoch: [51][ 140/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.7712e-01 (2.0277e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 150/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.3923e-01 (2.0094e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 160/2110]\tTime  0.456 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.7122e-01 (2.0076e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5 100.00 ( 99.78)\n","Epoch: [51][ 170/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.002)\tLoss 1.7467e-01 (1.9896e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.79)\n","Epoch: [51][ 180/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.5023e-01 (1.9845e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5 100.00 ( 99.79)\n","Epoch: [51][ 190/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.4814e-01 (1.9987e-01)\tAcc@1  92.19 ( 92.89)\tAcc@5  99.22 ( 99.79)\n","Epoch: [51][ 200/2110]\tTime  0.588 ( 0.446)\tData  0.000 ( 0.002)\tLoss 2.0113e-01 (2.0076e-01)\tAcc@1  93.75 ( 92.89)\tAcc@5 100.00 ( 99.80)\n","Epoch: [51][ 210/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5605e-01 (2.0083e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.80)\n","Epoch: [51][ 220/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1015e-01 (2.0045e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5 100.00 ( 99.80)\n","Epoch: [51][ 230/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 9.7109e-02 (2.0033e-01)\tAcc@1  97.66 ( 92.89)\tAcc@5 100.00 ( 99.80)\n","Epoch: [51][ 240/2110]\tTime  0.472 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9171e-01 (2.0041e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5  99.22 ( 99.80)\n","Epoch: [51][ 250/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.7045e-01 (2.0194e-01)\tAcc@1  86.72 ( 92.83)\tAcc@5 100.00 ( 99.80)\n","Epoch: [51][ 260/2110]\tTime  0.439 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5258e-01 (2.0277e-01)\tAcc@1  90.62 ( 92.80)\tAcc@5  98.44 ( 99.79)\n","Epoch: [51][ 270/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5770e-01 (2.0181e-01)\tAcc@1  95.31 ( 92.85)\tAcc@5 100.00 ( 99.79)\n","Epoch: [51][ 280/2110]\tTime  0.608 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1986e-01 (2.0346e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.78)\n","Epoch: [51][ 290/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2519e-01 (2.0401e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5 100.00 ( 99.78)\n","Epoch: [51][ 300/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7366e-01 (2.0499e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 310/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5612e-01 (2.0469e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 320/2110]\tTime  0.449 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7897e-01 (2.0456e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 330/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.3179e-01 (2.0438e-01)\tAcc@1  95.31 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 340/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6878e-01 (2.0389e-01)\tAcc@1  93.75 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 350/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2055e-01 (2.0376e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5 100.00 ( 99.78)\n","Epoch: [51][ 360/2110]\tTime  0.591 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.9467e-01 (2.0338e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 370/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2599e-01 (2.0314e-01)\tAcc@1  91.41 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 380/2110]\tTime  0.425 ( 0.447)\tData  0.007 ( 0.001)\tLoss 1.4663e-01 (2.0294e-01)\tAcc@1  95.31 ( 92.88)\tAcc@5  99.22 ( 99.78)\n","Epoch: [51][ 390/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.8726e-01 (2.0302e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5  98.44 ( 99.77)\n","Epoch: [51][ 400/2110]\tTime  0.592 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8098e-01 (2.0272e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 410/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4779e-01 (2.0290e-01)\tAcc@1  91.41 ( 92.87)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 420/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5230e-01 (2.0316e-01)\tAcc@1  93.75 ( 92.85)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 430/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.3056e-01 (2.0336e-01)\tAcc@1  90.62 ( 92.84)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 440/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.0807e-01 (2.0347e-01)\tAcc@1  96.09 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 450/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3497e-01 (2.0339e-01)\tAcc@1  90.62 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 460/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5308e-01 (2.0356e-01)\tAcc@1  89.06 ( 92.82)\tAcc@5  98.44 ( 99.77)\n","Epoch: [51][ 470/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8260e-01 (2.0393e-01)\tAcc@1  95.31 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 480/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.9522e-01 (2.0451e-01)\tAcc@1  91.41 ( 92.79)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 490/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8429e-01 (2.0455e-01)\tAcc@1  92.19 ( 92.79)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 500/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0902e-01 (2.0470e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 510/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5884e-01 (2.0498e-01)\tAcc@1  96.88 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 520/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1110e-01 (2.0429e-01)\tAcc@1  96.88 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 530/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0483e-01 (2.0472e-01)\tAcc@1  94.53 ( 92.79)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 540/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5701e-01 (2.0466e-01)\tAcc@1  93.75 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 550/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7901e-01 (2.0543e-01)\tAcc@1  92.97 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 560/2110]\tTime  0.417 ( 0.445)\tData  0.001 ( 0.001)\tLoss 1.7840e-01 (2.0477e-01)\tAcc@1  91.41 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 570/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0813e-01 (2.0484e-01)\tAcc@1  92.19 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 580/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8816e-01 (2.0459e-01)\tAcc@1  92.97 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 590/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1755e-01 (2.0503e-01)\tAcc@1  89.84 ( 92.76)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 600/2110]\tTime  0.439 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3172e-01 (2.0488e-01)\tAcc@1  91.41 ( 92.76)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 610/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4158e-01 (2.0474e-01)\tAcc@1  96.09 ( 92.75)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 620/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1731e-01 (2.0430e-01)\tAcc@1  91.41 ( 92.77)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 630/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1245e-01 (2.0459e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 640/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8274e-01 (2.0447e-01)\tAcc@1  96.09 ( 92.78)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 650/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5473e-01 (2.0430e-01)\tAcc@1  93.75 ( 92.79)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 660/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3918e-01 (2.0400e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 670/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6935e-01 (2.0439e-01)\tAcc@1  89.06 ( 92.78)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 680/2110]\tTime  0.432 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9476e-01 (2.0439e-01)\tAcc@1  91.41 ( 92.79)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 690/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.0803e-01 (2.0456e-01)\tAcc@1  98.44 ( 92.79)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 700/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7744e-01 (2.0431e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 710/2110]\tTime  0.438 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6810e-01 (2.0433e-01)\tAcc@1  89.06 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 720/2110]\tTime  0.442 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6671e-01 (2.0463e-01)\tAcc@1  92.19 ( 92.78)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 730/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 9.2066e-02 (2.0426e-01)\tAcc@1  99.22 ( 92.79)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 740/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7600e-01 (2.0403e-01)\tAcc@1  94.53 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 750/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0795e-01 (2.0412e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 760/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7006e-01 (2.0380e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 770/2110]\tTime  0.436 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7577e-01 (2.0403e-01)\tAcc@1  92.19 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 780/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5092e-01 (2.0411e-01)\tAcc@1  92.19 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 790/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0589e-01 (2.0424e-01)\tAcc@1  93.75 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 800/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2341e-01 (2.0442e-01)\tAcc@1  94.53 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 810/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1389e-01 (2.0450e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 820/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7108e-01 (2.0457e-01)\tAcc@1  91.41 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 830/2110]\tTime  0.440 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9243e-01 (2.0456e-01)\tAcc@1  92.97 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 840/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7654e-01 (2.0473e-01)\tAcc@1  90.62 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 850/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6941e-01 (2.0450e-01)\tAcc@1  92.97 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 860/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6562e-01 (2.0415e-01)\tAcc@1  89.84 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 870/2110]\tTime  0.483 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0854e-01 (2.0426e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][ 880/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6482e-01 (2.0421e-01)\tAcc@1  86.72 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][ 890/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5744e-01 (2.0400e-01)\tAcc@1  96.09 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 900/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0154e-01 (2.0395e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 910/2110]\tTime  0.558 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.9666e-01 (2.0399e-01)\tAcc@1  88.28 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][ 920/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7868e-01 (2.0409e-01)\tAcc@1  91.41 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 930/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7068e-01 (2.0386e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 940/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1961e-01 (2.0389e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 950/2110]\tTime  0.597 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6340e-01 (2.0376e-01)\tAcc@1  89.06 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 960/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5272e-01 (2.0361e-01)\tAcc@1  96.09 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 970/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7622e-01 (2.0355e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 980/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3067e-01 (2.0349e-01)\tAcc@1  95.31 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][ 990/2110]\tTime  0.557 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9762e-01 (2.0353e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1000/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7659e-01 (2.0355e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5  97.66 ( 99.77)\n","Epoch: [51][1010/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3698e-01 (2.0352e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1020/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0284e-01 (2.0343e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1030/2110]\tTime  0.440 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3635e-01 (2.0346e-01)\tAcc@1  92.97 ( 92.84)\tAcc@5  98.44 ( 99.77)\n","Epoch: [51][1040/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3381e-01 (2.0390e-01)\tAcc@1  90.62 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1050/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1924e-01 (2.0398e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1060/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8467e-01 (2.0401e-01)\tAcc@1  92.19 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1070/2110]\tTime  0.591 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7414e-01 (2.0394e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1080/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3549e-01 (2.0385e-01)\tAcc@1  89.06 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1090/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0936e-01 (2.0393e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1100/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1703e-01 (2.0436e-01)\tAcc@1  92.97 ( 92.81)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1110/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1971e-01 (2.0444e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1120/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3161e-01 (2.0444e-01)\tAcc@1  96.09 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1130/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7433e-01 (2.0446e-01)\tAcc@1  92.97 ( 92.81)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1140/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.6355e-01 (2.0432e-01)\tAcc@1  90.62 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1150/2110]\tTime  0.534 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6550e-01 (2.0398e-01)\tAcc@1  93.75 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1160/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7255e-01 (2.0416e-01)\tAcc@1  92.97 ( 92.83)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1170/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4227e-01 (2.0433e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1180/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5801e-01 (2.0417e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1190/2110]\tTime  0.444 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1633e-01 (2.0402e-01)\tAcc@1  95.31 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1200/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2142e-01 (2.0400e-01)\tAcc@1  96.09 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1210/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3631e-01 (2.0405e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1220/2110]\tTime  0.415 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9984e-01 (2.0378e-01)\tAcc@1  94.53 ( 92.85)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1230/2110]\tTime  0.543 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2660e-01 (2.0377e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1240/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1770e-01 (2.0378e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1250/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2068e-01 (2.0374e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1260/2110]\tTime  0.431 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6721e-01 (2.0367e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1270/2110]\tTime  0.437 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1319e-01 (2.0366e-01)\tAcc@1  94.53 ( 92.84)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1280/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0484e-01 (2.0378e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1290/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3338e-01 (2.0410e-01)\tAcc@1  89.84 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1300/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5132e-01 (2.0417e-01)\tAcc@1  88.28 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1310/2110]\tTime  0.594 ( 0.444)\tData  0.000 ( 0.001)\tLoss 3.2468e-01 (2.0437e-01)\tAcc@1  85.94 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1320/2110]\tTime  0.429 ( 0.444)\tData  0.007 ( 0.001)\tLoss 1.9569e-01 (2.0414e-01)\tAcc@1  93.75 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1330/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0187e-01 (2.0410e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1340/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9639e-01 (2.0404e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1350/2110]\tTime  0.458 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4648e-01 (2.0420e-01)\tAcc@1  89.84 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1360/2110]\tTime  0.434 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.7109e-01 (2.0405e-01)\tAcc@1  89.06 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1370/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7464e-01 (2.0406e-01)\tAcc@1  91.41 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1380/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6084e-01 (2.0392e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1390/2110]\tTime  0.624 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6492e-01 (2.0387e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1400/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.0444e-01 (2.0391e-01)\tAcc@1  93.75 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1410/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5064e-01 (2.0390e-01)\tAcc@1  89.84 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1420/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8007e-01 (2.0396e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1430/2110]\tTime  0.479 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3414e-01 (2.0397e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1440/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.2690e-01 (2.0400e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1450/2110]\tTime  0.429 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9335e-01 (2.0382e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1460/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.6406e-01 (2.0377e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1470/2110]\tTime  0.482 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.2082e-01 (2.0380e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1480/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.5610e-01 (2.0358e-01)\tAcc@1  96.09 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1490/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1190e-01 (2.0372e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1500/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.4727e-01 (2.0364e-01)\tAcc@1  93.75 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1510/2110]\tTime  0.489 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4842e-01 (2.0372e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1520/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.3601e-01 (2.0381e-01)\tAcc@1  97.66 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1530/2110]\tTime  0.445 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.3202e-01 (2.0403e-01)\tAcc@1  90.62 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1540/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8899e-01 (2.0403e-01)\tAcc@1  93.75 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1550/2110]\tTime  0.620 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7030e-01 (2.0417e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1560/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.9718e-01 (2.0408e-01)\tAcc@1  90.62 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1570/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.8371e-01 (2.0411e-01)\tAcc@1  89.84 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1580/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9335e-01 (2.0418e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1590/2110]\tTime  0.551 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1712e-01 (2.0426e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1600/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5111e-01 (2.0437e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1610/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5169e-01 (2.0445e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1620/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1592e-01 (2.0439e-01)\tAcc@1  89.84 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1630/2110]\tTime  0.584 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6270e-01 (2.0430e-01)\tAcc@1  93.75 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1640/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0690e-01 (2.0416e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1650/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9732e-01 (2.0417e-01)\tAcc@1  92.97 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1660/2110]\tTime  0.432 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9426e-01 (2.0434e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1670/2110]\tTime  0.442 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.9614e-01 (2.0427e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1680/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8965e-01 (2.0433e-01)\tAcc@1  91.41 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1690/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1400e-01 (2.0421e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1700/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8542e-01 (2.0410e-01)\tAcc@1  92.19 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1710/2110]\tTime  0.460 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.4828e-01 (2.0422e-01)\tAcc@1  95.31 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1720/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.5885e-01 (2.0420e-01)\tAcc@1  90.62 ( 92.80)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1730/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0868e-01 (2.0433e-01)\tAcc@1  92.19 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1740/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9941e-01 (2.0428e-01)\tAcc@1  91.41 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1750/2110]\tTime  0.542 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.5252e-01 (2.0433e-01)\tAcc@1  96.09 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1760/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.1797e-01 (2.0433e-01)\tAcc@1  96.09 ( 92.80)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1770/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.5618e-01 (2.0419e-01)\tAcc@1  96.09 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1780/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.7467e-01 (2.0421e-01)\tAcc@1  88.28 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1790/2110]\tTime  0.534 ( 0.444)\tData  0.001 ( 0.000)\tLoss 2.1767e-01 (2.0412e-01)\tAcc@1  92.19 ( 92.81)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1800/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.0101e-01 (2.0392e-01)\tAcc@1  96.09 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1810/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.6589e-01 (2.0383e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1820/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.1608e-01 (2.0379e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1830/2110]\tTime  0.577 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.3549e-01 (2.0389e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1840/2110]\tTime  0.430 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9918e-01 (2.0403e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1850/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.1127e-01 (2.0401e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1860/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.4615e-01 (2.0393e-01)\tAcc@1  90.62 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1870/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.3634e-01 (2.0380e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][1880/2110]\tTime  0.444 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9744e-01 (2.0375e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1890/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.5962e-01 (2.0379e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1900/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.3245e-01 (2.0391e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1910/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.8493e-01 (2.0395e-01)\tAcc@1  93.75 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1920/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.2856e-01 (2.0396e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1930/2110]\tTime  0.432 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0550e-01 (2.0399e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1940/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9015e-01 (2.0391e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1950/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.4946e-01 (2.0389e-01)\tAcc@1  96.09 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][1960/2110]\tTime  0.439 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.4903e-01 (2.0389e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5  99.22 ( 99.77)\n","Epoch: [51][1970/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.6673e-01 (2.0396e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1980/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0759e-01 (2.0387e-01)\tAcc@1  90.62 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][1990/2110]\tTime  0.424 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.2831e-01 (2.0388e-01)\tAcc@1  90.62 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][2000/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.8826e-01 (2.0391e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][2010/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7813e-01 (2.0386e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][2020/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.3360e-01 (2.0375e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][2030/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.2549e-01 (2.0380e-01)\tAcc@1  92.97 ( 92.83)\tAcc@5 100.00 ( 99.77)\n","Epoch: [51][2040/2110]\tTime  0.422 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.9734e-01 (2.0385e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][2050/2110]\tTime  0.434 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.5629e-01 (2.0385e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][2060/2110]\tTime  0.435 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0139e-01 (2.0388e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][2070/2110]\tTime  0.435 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.2138e-01 (2.0393e-01)\tAcc@1  90.62 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","Epoch: [51][2080/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.0556e-01 (2.0405e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][2090/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.000)\tLoss 2.6299e-01 (2.0408e-01)\tAcc@1  89.84 ( 92.81)\tAcc@5  99.22 ( 99.76)\n","Epoch: [51][2100/2110]\tTime  0.419 ( 0.444)\tData  0.000 ( 0.000)\tLoss 1.7225e-01 (2.0396e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.76)\n","=> Acc@1 92.828 Acc@5 99.763\n","=> Val@1 82.603\n","==> 1003.24 seconds to train this epoch\n","\n","\n","----- epoch: 52, lr: 0.0010000000000000002 -----\n","epoch :  52\n","Epoch: [52][   0/2110]\tTime  0.737 ( 0.737)\tData  0.211 ( 0.211)\tLoss 1.5833e-01 (1.5833e-01)\tAcc@1  93.75 ( 93.75)\tAcc@5 100.00 (100.00)\n","Epoch: [52][  10/2110]\tTime  0.428 ( 0.473)\tData  0.000 ( 0.019)\tLoss 1.8058e-01 (1.9228e-01)\tAcc@1  92.19 ( 93.18)\tAcc@5 100.00 ( 99.86)\n","Epoch: [52][  20/2110]\tTime  0.431 ( 0.463)\tData  0.000 ( 0.010)\tLoss 2.1250e-01 (1.9700e-01)\tAcc@1  91.41 ( 93.15)\tAcc@5 100.00 ( 99.85)\n","Epoch: [52][  30/2110]\tTime  0.470 ( 0.457)\tData  0.000 ( 0.007)\tLoss 1.2198e-01 (1.9165e-01)\tAcc@1  95.31 ( 93.50)\tAcc@5 100.00 ( 99.80)\n","Epoch: [52][  40/2110]\tTime  0.420 ( 0.452)\tData  0.000 ( 0.005)\tLoss 1.8627e-01 (2.0227e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][  50/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.004)\tLoss 2.7493e-01 (2.0269e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][  60/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.004)\tLoss 1.8728e-01 (2.0542e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5  99.22 ( 99.74)\n","Epoch: [52][  70/2110]\tTime  0.584 ( 0.450)\tData  0.000 ( 0.003)\tLoss 1.2135e-01 (2.0321e-01)\tAcc@1  96.09 ( 92.98)\tAcc@5  99.22 ( 99.72)\n","Epoch: [52][  80/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.003)\tLoss 1.5632e-01 (1.9919e-01)\tAcc@1  95.31 ( 93.16)\tAcc@5 100.00 ( 99.74)\n","Epoch: [52][  90/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.003)\tLoss 2.1778e-01 (2.0014e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.74)\n","Epoch: [52][ 100/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.1240e-01 (2.0148e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 110/2110]\tTime  0.480 ( 0.448)\tData  0.000 ( 0.002)\tLoss 1.9059e-01 (2.0212e-01)\tAcc@1  92.97 ( 92.85)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 120/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.8067e-01 (2.0035e-01)\tAcc@1  94.53 ( 92.88)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][ 130/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.002)\tLoss 1.2428e-01 (2.0157e-01)\tAcc@1  95.31 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 140/2110]\tTime  0.438 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.7153e-01 (2.0224e-01)\tAcc@1  91.41 ( 92.84)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 150/2110]\tTime  0.575 ( 0.449)\tData  0.000 ( 0.002)\tLoss 1.6093e-01 (2.0020e-01)\tAcc@1  91.41 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 160/2110]\tTime  0.432 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.1045e-01 (2.0140e-01)\tAcc@1  92.97 ( 92.88)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 170/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.002)\tLoss 2.0094e-01 (2.0075e-01)\tAcc@1  90.62 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 180/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.1427e-01 (2.0203e-01)\tAcc@1  97.66 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 190/2110]\tTime  0.569 ( 0.449)\tData  0.007 ( 0.001)\tLoss 1.9644e-01 (2.0209e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 200/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.6763e-01 (2.0102e-01)\tAcc@1  89.84 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][ 210/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0412e-01 (2.0137e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.78)\n","Epoch: [52][ 220/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6563e-01 (2.0124e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5 100.00 ( 99.78)\n","Epoch: [52][ 230/2110]\tTime  0.474 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7313e-01 (2.0100e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.78)\n","Epoch: [52][ 240/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4110e-01 (2.0050e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [52][ 250/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4882e-01 (2.0079e-01)\tAcc@1  96.09 ( 93.02)\tAcc@5 100.00 ( 99.78)\n","Epoch: [52][ 260/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.7658e-01 (2.0114e-01)\tAcc@1  90.62 ( 93.00)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][ 270/2110]\tTime  0.576 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5678e-01 (2.0180e-01)\tAcc@1  89.06 ( 92.97)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 280/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.9871e-01 (2.0196e-01)\tAcc@1  89.84 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 290/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.9730e-01 (2.0212e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 300/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4678e-01 (2.0252e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 310/2110]\tTime  0.456 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1407e-01 (2.0171e-01)\tAcc@1  91.41 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 320/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7936e-01 (2.0182e-01)\tAcc@1  94.53 ( 92.98)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 330/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.8233e-01 (2.0202e-01)\tAcc@1  89.06 ( 92.99)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 340/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2779e-01 (2.0136e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 350/2110]\tTime  0.612 ( 0.447)\tData  0.005 ( 0.001)\tLoss 1.8109e-01 (2.0093e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 360/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.4559e-01 (2.0081e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 370/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2708e-01 (2.0068e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 380/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5762e-01 (2.0065e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 390/2110]\tTime  0.454 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7364e-01 (2.0121e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 400/2110]\tTime  0.437 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2873e-01 (2.0133e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 410/2110]\tTime  0.416 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9159e-01 (2.0124e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 420/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7942e-01 (2.0149e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 430/2110]\tTime  0.598 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6089e-01 (2.0175e-01)\tAcc@1  89.84 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 440/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7293e-01 (2.0171e-01)\tAcc@1  96.88 ( 93.00)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 450/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1120e-01 (2.0192e-01)\tAcc@1  95.31 ( 92.98)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 460/2110]\tTime  0.415 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4232e-01 (2.0213e-01)\tAcc@1  96.09 ( 92.98)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 470/2110]\tTime  0.483 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1379e-01 (2.0198e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 480/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2310e-01 (2.0211e-01)\tAcc@1  91.41 ( 92.99)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 490/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2748e-01 (2.0178e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 500/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.7083e-01 (2.0225e-01)\tAcc@1  90.62 ( 92.99)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 510/2110]\tTime  0.599 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7713e-01 (2.0193e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 520/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5078e-01 (2.0161e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 530/2110]\tTime  0.435 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1784e-01 (2.0190e-01)\tAcc@1  96.09 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 540/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0334e-01 (2.0162e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 550/2110]\tTime  0.497 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2515e-01 (2.0161e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 560/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2115e-01 (2.0149e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 570/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9055e-01 (2.0108e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 580/2110]\tTime  0.423 ( 0.447)\tData  0.003 ( 0.001)\tLoss 1.9681e-01 (2.0122e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 590/2110]\tTime  0.587 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6563e-01 (2.0137e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 600/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.1062e-01 (2.0153e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 610/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8714e-01 (2.0194e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 620/2110]\tTime  0.433 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6739e-01 (2.0211e-01)\tAcc@1  93.75 ( 93.00)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 630/2110]\tTime  0.562 ( 0.447)\tData  0.001 ( 0.001)\tLoss 1.8970e-01 (2.0227e-01)\tAcc@1  91.41 ( 92.99)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 640/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5258e-01 (2.0187e-01)\tAcc@1  92.97 ( 93.00)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 650/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8001e-01 (2.0215e-01)\tAcc@1  94.53 ( 92.98)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 660/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9677e-01 (2.0197e-01)\tAcc@1  90.62 ( 92.99)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 670/2110]\tTime  0.470 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3180e-01 (2.0205e-01)\tAcc@1  94.53 ( 92.99)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 680/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9587e-01 (2.0189e-01)\tAcc@1  92.97 ( 92.99)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 690/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9910e-01 (2.0179e-01)\tAcc@1  93.75 ( 92.99)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 700/2110]\tTime  0.440 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0749e-01 (2.0171e-01)\tAcc@1  92.19 ( 93.00)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 710/2110]\tTime  0.536 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8358e-01 (2.0155e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 720/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6767e-01 (2.0180e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5 100.00 ( 99.75)\n","Epoch: [52][ 730/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5162e-01 (2.0214e-01)\tAcc@1  88.28 ( 92.96)\tAcc@5  99.22 ( 99.75)\n","Epoch: [52][ 740/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2476e-01 (2.0177e-01)\tAcc@1  96.09 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 750/2110]\tTime  0.454 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9858e-01 (2.0185e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 760/2110]\tTime  0.423 ( 0.446)\tData  0.002 ( 0.001)\tLoss 1.8542e-01 (2.0197e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 770/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0228e-01 (2.0220e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 780/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5895e-01 (2.0203e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 790/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8181e-01 (2.0204e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 800/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6118e-01 (2.0197e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 810/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2145e-01 (2.0185e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 820/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2300e-01 (2.0211e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 830/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0518e-01 (2.0218e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 840/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8257e-01 (2.0206e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 850/2110]\tTime  0.460 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2657e-01 (2.0230e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 860/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9624e-01 (2.0209e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 870/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3816e-01 (2.0192e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 880/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5936e-01 (2.0204e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 890/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3974e-01 (2.0203e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][ 900/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6706e-01 (2.0228e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 910/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1900e-01 (2.0244e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 920/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8688e-01 (2.0236e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 930/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4720e-01 (2.0265e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][ 940/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5528e-01 (2.0278e-01)\tAcc@1  90.62 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 950/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0910e-01 (2.0264e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 960/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6735e-01 (2.0261e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 970/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2411e-01 (2.0270e-01)\tAcc@1  90.62 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][ 980/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0756e-01 (2.0290e-01)\tAcc@1  92.97 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][ 990/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.2643e-01 (2.0284e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1000/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1659e-01 (2.0324e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1010/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2901e-01 (2.0346e-01)\tAcc@1  91.41 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1020/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1416e-01 (2.0358e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1030/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9280e-01 (2.0352e-01)\tAcc@1  92.97 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1040/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8793e-01 (2.0308e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1050/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7513e-01 (2.0274e-01)\tAcc@1  90.62 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1060/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4603e-01 (2.0252e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1070/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7283e-01 (2.0265e-01)\tAcc@1  90.62 ( 92.91)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1080/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0868e-01 (2.0301e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1090/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8933e-01 (2.0291e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1100/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5575e-01 (2.0306e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1110/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3822e-01 (2.0320e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1120/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5746e-01 (2.0318e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1130/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0081e-01 (2.0316e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1140/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3981e-01 (2.0316e-01)\tAcc@1  89.06 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1150/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5992e-01 (2.0308e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1160/2110]\tTime  0.478 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0667e-01 (2.0299e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1170/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.0841e-01 (2.0313e-01)\tAcc@1  84.38 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1180/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9926e-01 (2.0291e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1190/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 3.2361e-01 (2.0295e-01)\tAcc@1  89.06 ( 92.91)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1200/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2629e-01 (2.0308e-01)\tAcc@1  89.84 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1210/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6893e-01 (2.0300e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1220/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9371e-01 (2.0313e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1230/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0408e-01 (2.0313e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1240/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2692e-01 (2.0316e-01)\tAcc@1  96.09 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1250/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.9749e-01 (2.0321e-01)\tAcc@1  87.50 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1260/2110]\tTime  0.445 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9685e-01 (2.0296e-01)\tAcc@1  90.62 ( 92.89)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1270/2110]\tTime  0.435 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1594e-01 (2.0299e-01)\tAcc@1  95.31 ( 92.89)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1280/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5021e-01 (2.0284e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1290/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0385e-01 (2.0254e-01)\tAcc@1  94.53 ( 92.92)\tAcc@5  99.22 ( 99.76)\n","Epoch: [52][1300/2110]\tTime  0.577 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5361e-01 (2.0238e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1310/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0794e-01 (2.0247e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1320/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3296e-01 (2.0261e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [52][1330/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0380e-01 (2.0256e-01)\tAcc@1  94.53 ( 92.92)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1340/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5012e-01 (2.0252e-01)\tAcc@1  89.06 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1350/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0902e-01 (2.0247e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1360/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0873e-01 (2.0262e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1370/2110]\tTime  0.439 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0734e-01 (2.0249e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1380/2110]\tTime  0.588 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8372e-01 (2.0239e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1390/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.0809e-01 (2.0258e-01)\tAcc@1  88.28 ( 92.92)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1400/2110]\tTime  0.416 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1234e-01 (2.0248e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1410/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9286e-01 (2.0252e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5  98.44 ( 99.77)\n","Epoch: [52][1420/2110]\tTime  0.453 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5948e-01 (2.0241e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1430/2110]\tTime  0.445 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2336e-01 (2.0235e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1440/2110]\tTime  0.430 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8937e-01 (2.0235e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1450/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.7181e-01 (2.0234e-01)\tAcc@1  88.28 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1460/2110]\tTime  0.583 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4628e-01 (2.0223e-01)\tAcc@1  90.62 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1470/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.1948e-01 (2.0216e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1480/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1484e-01 (2.0211e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1490/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5938e-01 (2.0190e-01)\tAcc@1  94.53 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1500/2110]\tTime  0.446 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6054e-01 (2.0203e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1510/2110]\tTime  0.431 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0020e-01 (2.0219e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1520/2110]\tTime  0.433 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2690e-01 (2.0227e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1530/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7257e-01 (2.0234e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1540/2110]\tTime  0.559 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1926e-01 (2.0233e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1550/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7746e-01 (2.0232e-01)\tAcc@1  96.09 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1560/2110]\tTime  0.454 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7845e-01 (2.0245e-01)\tAcc@1  95.31 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1570/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5417e-01 (2.0231e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1580/2110]\tTime  0.488 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0645e-01 (2.0218e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1590/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4693e-01 (2.0235e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1600/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0139e-01 (2.0231e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1610/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.6046e-01 (2.0239e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5  98.44 ( 99.77)\n","Epoch: [52][1620/2110]\tTime  0.601 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.0847e-01 (2.0237e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1630/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.3417e-01 (2.0222e-01)\tAcc@1  90.62 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1640/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.2830e-01 (2.0217e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1650/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5169e-01 (2.0205e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1660/2110]\tTime  0.496 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.6643e-01 (2.0196e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1670/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4999e-01 (2.0199e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5  98.44 ( 99.77)\n","Epoch: [52][1680/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1721e-01 (2.0194e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1690/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.2244e-01 (2.0181e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1700/2110]\tTime  0.585 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.2463e-01 (2.0178e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1710/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8845e-01 (2.0180e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1720/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1626e-01 (2.0177e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1730/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8663e-01 (2.0166e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1740/2110]\tTime  0.566 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.7907e-01 (2.0169e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1750/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.6505e-01 (2.0182e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1760/2110]\tTime  0.440 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1153e-01 (2.0179e-01)\tAcc@1  89.06 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1770/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.6892e-01 (2.0175e-01)\tAcc@1  89.06 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1780/2110]\tTime  0.611 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.3176e-01 (2.0177e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5  98.44 ( 99.77)\n","Epoch: [52][1790/2110]\tTime  0.432 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.4129e-01 (2.0197e-01)\tAcc@1  96.09 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1800/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.4229e-01 (2.0186e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1810/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.1465e-01 (2.0196e-01)\tAcc@1  97.66 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1820/2110]\tTime  0.518 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.6766e-01 (2.0192e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1830/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.0401e-01 (2.0190e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1840/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5791e-01 (2.0199e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1850/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.9294e-01 (2.0187e-01)\tAcc@1  95.31 ( 92.93)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1860/2110]\tTime  0.459 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.4766e-01 (2.0173e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1870/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.4701e-01 (2.0175e-01)\tAcc@1  96.09 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1880/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.6613e-01 (2.0179e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1890/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5285e-01 (2.0193e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1900/2110]\tTime  0.600 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5065e-01 (2.0186e-01)\tAcc@1  96.88 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1910/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.3135e-01 (2.0197e-01)\tAcc@1  98.44 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1920/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4318e-01 (2.0188e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1930/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8006e-01 (2.0185e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1940/2110]\tTime  0.454 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.1919e-01 (2.0177e-01)\tAcc@1  98.44 ( 92.93)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1950/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.1638e-01 (2.0163e-01)\tAcc@1  96.88 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1960/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.9260e-01 (2.0161e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1970/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5716e-01 (2.0164e-01)\tAcc@1  94.53 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][1980/2110]\tTime  0.515 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1234e-01 (2.0168e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][1990/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 8.1926e-02 (2.0162e-01)\tAcc@1  97.66 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2000/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.6500e-01 (2.0157e-01)\tAcc@1  92.19 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2010/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.3580e-01 (2.0161e-01)\tAcc@1  89.06 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2020/2110]\tTime  0.512 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4810e-01 (2.0159e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2030/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.9785e-01 (2.0165e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2040/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.3606e-01 (2.0164e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2050/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.2576e-01 (2.0182e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][2060/2110]\tTime  0.601 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.6934e-01 (2.0177e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2070/2110]\tTime  0.438 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1937e-01 (2.0173e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2080/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8758e-01 (2.0158e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  99.22 ( 99.77)\n","Epoch: [52][2090/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1298e-01 (2.0166e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [52][2100/2110]\tTime  0.576 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.5789e-01 (2.0162e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","=> Acc@1 92.936 Acc@5 99.769\n","=> Val@1 82.623\n","==> 1005.46 seconds to train this epoch\n","\n","\n","----- epoch: 53, lr: 0.0010000000000000002 -----\n","epoch :  53\n","Epoch: [53][   0/2110]\tTime  0.740 ( 0.740)\tData  0.218 ( 0.218)\tLoss 2.3709e-01 (2.3709e-01)\tAcc@1  91.41 ( 91.41)\tAcc@5 100.00 (100.00)\n","Epoch: [53][  10/2110]\tTime  0.419 ( 0.467)\tData  0.000 ( 0.020)\tLoss 1.8217e-01 (1.8383e-01)\tAcc@1  92.97 ( 93.68)\tAcc@5 100.00 ( 99.86)\n","Epoch: [53][  20/2110]\tTime  0.529 ( 0.472)\tData  0.000 ( 0.011)\tLoss 2.9642e-01 (1.9920e-01)\tAcc@1  89.84 ( 92.97)\tAcc@5  98.44 ( 99.63)\n","Epoch: [53][  30/2110]\tTime  0.429 ( 0.465)\tData  0.000 ( 0.007)\tLoss 1.8163e-01 (1.9526e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.72)\n","Epoch: [53][  40/2110]\tTime  0.427 ( 0.459)\tData  0.000 ( 0.006)\tLoss 1.9530e-01 (1.9497e-01)\tAcc@1  92.19 ( 93.20)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][  50/2110]\tTime  0.437 ( 0.462)\tData  0.000 ( 0.005)\tLoss 3.0879e-01 (1.9829e-01)\tAcc@1  89.06 ( 93.12)\tAcc@5  99.22 ( 99.72)\n","Epoch: [53][  60/2110]\tTime  0.433 ( 0.461)\tData  0.000 ( 0.004)\tLoss 3.3523e-01 (2.0021e-01)\tAcc@1  89.84 ( 93.14)\tAcc@5  99.22 ( 99.73)\n","Epoch: [53][  70/2110]\tTime  0.435 ( 0.458)\tData  0.000 ( 0.003)\tLoss 1.9151e-01 (1.9799e-01)\tAcc@1  94.53 ( 93.16)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][  80/2110]\tTime  0.439 ( 0.458)\tData  0.000 ( 0.003)\tLoss 1.3191e-01 (1.9806e-01)\tAcc@1  96.09 ( 93.18)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][  90/2110]\tTime  0.437 ( 0.458)\tData  0.000 ( 0.003)\tLoss 2.2371e-01 (1.9793e-01)\tAcc@1  92.97 ( 93.15)\tAcc@5  99.22 ( 99.73)\n","Epoch: [53][ 100/2110]\tTime  0.435 ( 0.459)\tData  0.000 ( 0.002)\tLoss 2.6452e-01 (1.9900e-01)\tAcc@1  89.06 ( 93.06)\tAcc@5  99.22 ( 99.71)\n","Epoch: [53][ 110/2110]\tTime  0.428 ( 0.459)\tData  0.000 ( 0.002)\tLoss 1.6085e-01 (1.9829e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 120/2110]\tTime  0.436 ( 0.458)\tData  0.000 ( 0.002)\tLoss 3.2514e-01 (1.9974e-01)\tAcc@1  88.28 ( 93.05)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 130/2110]\tTime  0.426 ( 0.457)\tData  0.000 ( 0.002)\tLoss 2.6572e-01 (2.0187e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 140/2110]\tTime  0.427 ( 0.457)\tData  0.000 ( 0.002)\tLoss 1.6407e-01 (2.0077e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 150/2110]\tTime  0.445 ( 0.457)\tData  0.000 ( 0.002)\tLoss 1.7702e-01 (1.9931e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 160/2110]\tTime  0.420 ( 0.455)\tData  0.000 ( 0.002)\tLoss 1.4643e-01 (1.9785e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][ 170/2110]\tTime  0.425 ( 0.455)\tData  0.000 ( 0.002)\tLoss 1.3969e-01 (1.9686e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [53][ 180/2110]\tTime  0.425 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.3849e-01 (1.9795e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5  97.66 ( 99.75)\n","Epoch: [53][ 190/2110]\tTime  0.422 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.0752e-01 (1.9762e-01)\tAcc@1  96.09 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 200/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.8678e-01 (1.9940e-01)\tAcc@1  90.62 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 210/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6501e-01 (1.9933e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 220/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5965e-01 (2.0003e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 230/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9749e-01 (2.0000e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 240/2110]\tTime  0.444 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1441e-01 (2.0036e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 250/2110]\tTime  0.428 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9745e-01 (2.0045e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][ 260/2110]\tTime  0.474 ( 0.451)\tData  0.000 ( 0.001)\tLoss 3.1607e-01 (2.0119e-01)\tAcc@1  91.41 ( 92.91)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 270/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1692e-01 (2.0239e-01)\tAcc@1  89.84 ( 92.84)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 280/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9649e-01 (2.0227e-01)\tAcc@1  92.97 ( 92.85)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 290/2110]\tTime  0.419 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7454e-01 (2.0334e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 300/2110]\tTime  0.502 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8039e-01 (2.0249e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 310/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7612e-01 (2.0252e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 320/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9804e-01 (2.0248e-01)\tAcc@1  94.53 ( 92.85)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 330/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4243e-01 (2.0295e-01)\tAcc@1  94.53 ( 92.84)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 340/2110]\tTime  0.573 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3384e-01 (2.0242e-01)\tAcc@1  94.53 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 350/2110]\tTime  0.417 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4776e-01 (2.0182e-01)\tAcc@1  89.84 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 360/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6204e-01 (2.0194e-01)\tAcc@1  94.53 ( 92.85)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 370/2110]\tTime  0.417 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1694e-01 (2.0193e-01)\tAcc@1  90.62 ( 92.85)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 380/2110]\tTime  0.553 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2186e-01 (2.0205e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 390/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8105e-01 (2.0236e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5  99.22 ( 99.73)\n","Epoch: [53][ 400/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9165e-01 (2.0249e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 410/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5382e-01 (2.0268e-01)\tAcc@1  92.97 ( 92.80)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 420/2110]\tTime  0.481 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.3015e-01 (2.0242e-01)\tAcc@1  91.41 ( 92.83)\tAcc@5  98.44 ( 99.73)\n","Epoch: [53][ 430/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4489e-01 (2.0256e-01)\tAcc@1  92.97 ( 92.82)\tAcc@5  98.44 ( 99.73)\n","Epoch: [53][ 440/2110]\tTime  0.440 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9932e-01 (2.0306e-01)\tAcc@1  94.53 ( 92.81)\tAcc@5  99.22 ( 99.73)\n","Epoch: [53][ 450/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9723e-01 (2.0285e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 460/2110]\tTime  0.584 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6858e-01 (2.0293e-01)\tAcc@1  89.06 ( 92.81)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 470/2110]\tTime  0.474 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6045e-01 (2.0260e-01)\tAcc@1  95.31 ( 92.82)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 480/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.0764e-01 (2.0204e-01)\tAcc@1  97.66 ( 92.85)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 490/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4736e-01 (2.0198e-01)\tAcc@1  88.28 ( 92.85)\tAcc@5  99.22 ( 99.73)\n","Epoch: [53][ 500/2110]\tTime  0.461 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6372e-01 (2.0183e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 510/2110]\tTime  0.428 ( 0.449)\tData  0.003 ( 0.001)\tLoss 2.1896e-01 (2.0169e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 520/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9438e-01 (2.0198e-01)\tAcc@1  89.84 ( 92.85)\tAcc@5 100.00 ( 99.73)\n","Epoch: [53][ 530/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0456e-01 (2.0195e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 540/2110]\tTime  0.596 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8677e-01 (2.0194e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 550/2110]\tTime  0.418 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.7048e-01 (2.0210e-01)\tAcc@1  89.06 ( 92.85)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 560/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0415e-01 (2.0192e-01)\tAcc@1  94.53 ( 92.87)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 570/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1383e-01 (2.0204e-01)\tAcc@1  92.97 ( 92.86)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 580/2110]\tTime  0.483 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7410e-01 (2.0171e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 590/2110]\tTime  0.437 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.3101e-01 (2.0167e-01)\tAcc@1  89.84 ( 92.87)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 600/2110]\tTime  0.417 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9436e-01 (2.0161e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 610/2110]\tTime  0.430 ( 0.449)\tData  0.003 ( 0.001)\tLoss 2.0130e-01 (2.0194e-01)\tAcc@1  92.19 ( 92.86)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 620/2110]\tTime  0.584 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8541e-01 (2.0146e-01)\tAcc@1  92.19 ( 92.87)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 630/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6384e-01 (2.0165e-01)\tAcc@1  94.53 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 640/2110]\tTime  0.418 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9951e-01 (2.0177e-01)\tAcc@1  91.41 ( 92.85)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 650/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0539e-01 (2.0196e-01)\tAcc@1  92.97 ( 92.83)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 660/2110]\tTime  0.456 ( 0.449)\tData  0.000 ( 0.001)\tLoss 3.1559e-01 (2.0239e-01)\tAcc@1  90.62 ( 92.83)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 670/2110]\tTime  0.417 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8242e-01 (2.0243e-01)\tAcc@1  93.75 ( 92.83)\tAcc@5 100.00 ( 99.74)\n","Epoch: [53][ 680/2110]\tTime  0.435 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.5806e-01 (2.0248e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5  99.22 ( 99.74)\n","Epoch: [53][ 690/2110]\tTime  0.418 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.7508e-01 (2.0229e-01)\tAcc@1  89.84 ( 92.84)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 700/2110]\tTime  0.486 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7906e-01 (2.0218e-01)\tAcc@1  94.53 ( 92.83)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 710/2110]\tTime  0.416 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.3408e-01 (2.0250e-01)\tAcc@1  91.41 ( 92.81)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 720/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.3751e-01 (2.0263e-01)\tAcc@1  96.88 ( 92.80)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 730/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.1445e-01 (2.0224e-01)\tAcc@1  96.09 ( 92.82)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 740/2110]\tTime  0.549 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1748e-01 (2.0210e-01)\tAcc@1  94.53 ( 92.82)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 750/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5923e-01 (2.0204e-01)\tAcc@1  91.41 ( 92.82)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 760/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.2699e-01 (2.0202e-01)\tAcc@1  92.19 ( 92.83)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 770/2110]\tTime  0.449 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.4617e-01 (2.0223e-01)\tAcc@1  92.19 ( 92.82)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 780/2110]\tTime  0.451 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3124e-01 (2.0189e-01)\tAcc@1  96.09 ( 92.84)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 790/2110]\tTime  0.442 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.6121e-01 (2.0203e-01)\tAcc@1  92.19 ( 92.84)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 800/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.2964e-01 (2.0208e-01)\tAcc@1  92.19 ( 92.85)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 810/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3733e-01 (2.0186e-01)\tAcc@1  96.09 ( 92.86)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 820/2110]\tTime  0.535 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5546e-01 (2.0127e-01)\tAcc@1  96.09 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 830/2110]\tTime  0.418 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.5869e-01 (2.0119e-01)\tAcc@1  87.50 ( 92.88)\tAcc@5  98.44 ( 99.75)\n","Epoch: [53][ 840/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7945e-01 (2.0113e-01)\tAcc@1  93.75 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 850/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2222e-01 (2.0120e-01)\tAcc@1  92.97 ( 92.87)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 860/2110]\tTime  0.454 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0615e-01 (2.0152e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 870/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6642e-01 (2.0134e-01)\tAcc@1  96.09 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 880/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1051e-01 (2.0134e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 890/2110]\tTime  0.445 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5461e-01 (2.0121e-01)\tAcc@1  92.19 ( 92.89)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 900/2110]\tTime  0.611 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8859e-01 (2.0131e-01)\tAcc@1  95.31 ( 92.89)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 910/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6788e-01 (2.0123e-01)\tAcc@1  96.09 ( 92.90)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 920/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.0341e-01 (2.0113e-01)\tAcc@1  92.19 ( 92.90)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 930/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2741e-01 (2.0138e-01)\tAcc@1  91.41 ( 92.89)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 940/2110]\tTime  0.469 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.0754e-01 (2.0142e-01)\tAcc@1  89.06 ( 92.89)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 950/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7868e-01 (2.0143e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][ 960/2110]\tTime  0.442 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.6440e-01 (2.0157e-01)\tAcc@1  89.84 ( 92.88)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 970/2110]\tTime  0.428 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.9150e-01 (2.0140e-01)\tAcc@1  88.28 ( 92.90)\tAcc@5  98.44 ( 99.75)\n","Epoch: [53][ 980/2110]\tTime  0.588 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.4746e-01 (2.0130e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][ 990/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3201e-01 (2.0090e-01)\tAcc@1  96.09 ( 92.92)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1000/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6659e-01 (2.0093e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1010/2110]\tTime  0.437 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.2160e-01 (2.0068e-01)\tAcc@1  96.09 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1020/2110]\tTime  0.549 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.2057e-01 (2.0065e-01)\tAcc@1  89.06 ( 92.94)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][1030/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8219e-01 (2.0071e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1040/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8406e-01 (2.0048e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1050/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.6182e-01 (2.0089e-01)\tAcc@1  92.19 ( 92.92)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1060/2110]\tTime  0.451 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9047e-01 (2.0069e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1070/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.2384e-01 (2.0080e-01)\tAcc@1  96.09 ( 92.92)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1080/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4188e-01 (2.0068e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.75)\n","Epoch: [53][1090/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9667e-01 (2.0072e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5  99.22 ( 99.75)\n","Epoch: [53][1100/2110]\tTime  0.536 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5337e-01 (2.0062e-01)\tAcc@1  88.28 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1110/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8961e-01 (2.0069e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1120/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6459e-01 (2.0065e-01)\tAcc@1  96.09 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1130/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0295e-01 (2.0056e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1140/2110]\tTime  0.448 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9749e-01 (2.0064e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1150/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8390e-01 (2.0065e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1160/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0253e-01 (2.0062e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1170/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6762e-01 (2.0055e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1180/2110]\tTime  0.592 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6530e-01 (2.0041e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1190/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5079e-01 (2.0065e-01)\tAcc@1  89.84 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1200/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9247e-01 (2.0043e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1210/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.1194e-01 (2.0056e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1220/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4808e-01 (2.0025e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1230/2110]\tTime  0.447 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5117e-01 (2.0011e-01)\tAcc@1  97.66 ( 92.96)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1240/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5798e-01 (1.9995e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1250/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5942e-01 (1.9982e-01)\tAcc@1  96.09 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1260/2110]\tTime  0.448 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5362e-01 (1.9998e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1270/2110]\tTime  0.416 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.8138e-01 (2.0006e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1280/2110]\tTime  0.429 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7810e-01 (2.0004e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1290/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7240e-01 (2.0005e-01)\tAcc@1  89.84 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1300/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8718e-01 (2.0008e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1310/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5291e-01 (1.9985e-01)\tAcc@1  89.06 ( 92.98)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1320/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5861e-01 (1.9996e-01)\tAcc@1  90.62 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1330/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3263e-01 (1.9980e-01)\tAcc@1  95.31 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1340/2110]\tTime  0.435 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0596e-01 (2.0006e-01)\tAcc@1  92.97 ( 92.98)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1350/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3916e-01 (2.0029e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1360/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.2594e-01 (2.0042e-01)\tAcc@1  97.66 ( 92.96)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1370/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.9330e-01 (2.0063e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1380/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0886e-01 (2.0068e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1390/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0741e-01 (2.0062e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1400/2110]\tTime  0.433 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1316e-01 (2.0054e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1410/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2163e-01 (2.0067e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1420/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.0399e-01 (2.0063e-01)\tAcc@1  89.84 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1430/2110]\tTime  0.433 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.7075e-01 (2.0089e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5  98.44 ( 99.76)\n","Epoch: [53][1440/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4307e-01 (2.0096e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1450/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5408e-01 (2.0075e-01)\tAcc@1  96.88 ( 92.95)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1460/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2945e-01 (2.0066e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1470/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.4174e-01 (2.0080e-01)\tAcc@1  94.53 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1480/2110]\tTime  0.456 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2012e-01 (2.0103e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1490/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1326e-01 (2.0101e-01)\tAcc@1  92.19 ( 92.95)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1500/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.1285e-01 (2.0090e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1510/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.8677e-01 (2.0101e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1520/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4783e-01 (2.0108e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1530/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.5351e-01 (2.0109e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1540/2110]\tTime  0.435 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.0267e-01 (2.0110e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1550/2110]\tTime  0.426 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1667e-01 (2.0118e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1560/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7667e-01 (2.0125e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1570/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5252e-01 (2.0114e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1580/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2869e-01 (2.0115e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1590/2110]\tTime  0.442 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2264e-01 (2.0109e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1600/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7488e-01 (2.0118e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1610/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5206e-01 (2.0114e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1620/2110]\tTime  0.435 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0810e-01 (2.0115e-01)\tAcc@1  90.62 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1630/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2451e-01 (2.0105e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1640/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.2010e-01 (2.0106e-01)\tAcc@1  97.66 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1650/2110]\tTime  0.435 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1002e-01 (2.0087e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1660/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.4878e-01 (2.0101e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1670/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 3.5501e-01 (2.0111e-01)\tAcc@1  87.50 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1680/2110]\tTime  0.433 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.1157e-01 (2.0110e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][1690/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.6645e-01 (2.0121e-01)\tAcc@1  91.41 ( 92.93)\tAcc@5  98.44 ( 99.76)\n","Epoch: [53][1700/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0792e-01 (2.0120e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1710/2110]\tTime  0.438 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.2586e-01 (2.0120e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1720/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.4245e-01 (2.0109e-01)\tAcc@1  95.31 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1730/2110]\tTime  0.497 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.5070e-01 (2.0098e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][1740/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7488e-01 (2.0095e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1750/2110]\tTime  0.418 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.6314e-01 (2.0093e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1760/2110]\tTime  0.427 ( 0.447)\tData  0.004 ( 0.001)\tLoss 2.1087e-01 (2.0081e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1770/2110]\tTime  0.485 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.7794e-01 (2.0082e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1780/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.001)\tLoss 1.3507e-01 (2.0077e-01)\tAcc@1  97.66 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1790/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.001)\tLoss 2.0510e-01 (2.0080e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1800/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.2925e-01 (2.0088e-01)\tAcc@1  95.31 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1810/2110]\tTime  0.537 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.4358e-01 (2.0094e-01)\tAcc@1  96.09 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1820/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.2464e-01 (2.0083e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1830/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.3005e-01 (2.0090e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1840/2110]\tTime  0.430 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.8873e-01 (2.0101e-01)\tAcc@1  88.28 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1850/2110]\tTime  0.556 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.6738e-01 (2.0106e-01)\tAcc@1  95.31 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1860/2110]\tTime  0.432 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.1230e-01 (2.0091e-01)\tAcc@1  96.09 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1870/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.8141e-01 (2.0083e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1880/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.3377e-01 (2.0079e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1890/2110]\tTime  0.498 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.6240e-01 (2.0089e-01)\tAcc@1  89.06 ( 92.96)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1900/2110]\tTime  0.436 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.5791e-01 (2.0100e-01)\tAcc@1  88.28 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1910/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.3927e-01 (2.0103e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1920/2110]\tTime  0.423 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.4139e-01 (2.0117e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1930/2110]\tTime  0.583 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.5580e-01 (2.0126e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1940/2110]\tTime  0.421 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.4161e-01 (2.0121e-01)\tAcc@1  93.75 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1950/2110]\tTime  0.427 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.9351e-01 (2.0117e-01)\tAcc@1  89.06 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1960/2110]\tTime  0.417 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.0979e-01 (2.0105e-01)\tAcc@1  90.62 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1970/2110]\tTime  0.440 ( 0.447)\tData  0.000 ( 0.000)\tLoss 3.1779e-01 (2.0121e-01)\tAcc@1  88.28 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [53][1980/2110]\tTime  0.446 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.7790e-01 (2.0120e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][1990/2110]\tTime  0.431 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.9738e-01 (2.0121e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [53][2000/2110]\tTime  0.419 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.5706e-01 (2.0129e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2010/2110]\tTime  0.579 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.4655e-01 (2.0129e-01)\tAcc@1  96.09 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2020/2110]\tTime  0.422 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.7445e-01 (2.0141e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2030/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.8526e-01 (2.0148e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][2040/2110]\tTime  0.425 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.4169e-01 (2.0138e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2050/2110]\tTime  0.503 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.9488e-01 (2.0140e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2060/2110]\tTime  0.429 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.7811e-01 (2.0131e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2070/2110]\tTime  0.424 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.0665e-01 (2.0125e-01)\tAcc@1  94.53 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2080/2110]\tTime  0.437 ( 0.447)\tData  0.000 ( 0.000)\tLoss 2.4804e-01 (2.0132e-01)\tAcc@1  92.19 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","Epoch: [53][2090/2110]\tTime  0.567 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.8752e-01 (2.0137e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5  99.22 ( 99.76)\n","Epoch: [53][2100/2110]\tTime  0.420 ( 0.447)\tData  0.000 ( 0.000)\tLoss 1.4969e-01 (2.0129e-01)\tAcc@1  93.75 ( 92.93)\tAcc@5 100.00 ( 99.76)\n","=> Acc@1 92.926 Acc@5 99.764\n","=> Val@1 82.619\n","==> 1008.46 seconds to train this epoch\n","\n","\n","----- epoch: 54, lr: 0.0010000000000000002 -----\n","epoch :  54\n","Epoch: [54][   0/2110]\tTime  0.734 ( 0.734)\tData  0.222 ( 0.222)\tLoss 2.3004e-01 (2.3004e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.22)\n","Epoch: [54][  10/2110]\tTime  0.427 ( 0.476)\tData  0.000 ( 0.020)\tLoss 1.6939e-01 (1.9102e-01)\tAcc@1  92.19 ( 92.76)\tAcc@5 100.00 ( 99.72)\n","Epoch: [54][  20/2110]\tTime  0.597 ( 0.464)\tData  0.000 ( 0.011)\tLoss 2.2514e-01 (2.0764e-01)\tAcc@1  90.62 ( 92.08)\tAcc@5  99.22 ( 99.63)\n","Epoch: [54][  30/2110]\tTime  0.423 ( 0.453)\tData  0.000 ( 0.007)\tLoss 1.7707e-01 (2.0708e-01)\tAcc@1  93.75 ( 92.39)\tAcc@5 100.00 ( 99.65)\n","Epoch: [54][  40/2110]\tTime  0.429 ( 0.453)\tData  0.000 ( 0.006)\tLoss 2.2030e-01 (2.1309e-01)\tAcc@1  91.41 ( 92.24)\tAcc@5 100.00 ( 99.66)\n","Epoch: [54][  50/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.005)\tLoss 3.6565e-01 (2.1341e-01)\tAcc@1  88.28 ( 92.37)\tAcc@5  99.22 ( 99.68)\n","Epoch: [54][  60/2110]\tTime  0.443 ( 0.447)\tData  0.000 ( 0.004)\tLoss 1.6908e-01 (2.0913e-01)\tAcc@1  96.09 ( 92.61)\tAcc@5 100.00 ( 99.72)\n","Epoch: [54][  70/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.003)\tLoss 1.3198e-01 (2.0628e-01)\tAcc@1  96.09 ( 92.80)\tAcc@5 100.00 ( 99.72)\n","Epoch: [54][  80/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.003)\tLoss 1.6020e-01 (2.0221e-01)\tAcc@1  94.53 ( 92.91)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][  90/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.003)\tLoss 2.0106e-01 (2.0364e-01)\tAcc@1  92.19 ( 92.88)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 100/2110]\tTime  0.587 ( 0.445)\tData  0.000 ( 0.003)\tLoss 1.4264e-01 (2.0445e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 110/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.4381e-01 (2.0584e-01)\tAcc@1  88.28 ( 92.82)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 120/2110]\tTime  0.420 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.1227e-01 (2.0528e-01)\tAcc@1  92.97 ( 92.84)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 130/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.002)\tLoss 1.4063e-01 (2.0460e-01)\tAcc@1  96.09 ( 92.87)\tAcc@5  99.22 ( 99.74)\n","Epoch: [54][ 140/2110]\tTime  0.461 ( 0.445)\tData  0.000 ( 0.002)\tLoss 2.1950e-01 (2.0436e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5 100.00 ( 99.73)\n","Epoch: [54][ 150/2110]\tTime  0.433 ( 0.444)\tData  0.000 ( 0.002)\tLoss 1.3242e-01 (2.0384e-01)\tAcc@1  95.31 ( 92.90)\tAcc@5 100.00 ( 99.73)\n","Epoch: [54][ 160/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.002)\tLoss 1.3212e-01 (2.0274e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.73)\n","Epoch: [54][ 170/2110]\tTime  0.426 ( 0.443)\tData  0.000 ( 0.002)\tLoss 2.5837e-01 (2.0302e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.74)\n","Epoch: [54][ 180/2110]\tTime  0.585 ( 0.444)\tData  0.000 ( 0.002)\tLoss 2.0746e-01 (2.0376e-01)\tAcc@1  90.62 ( 92.93)\tAcc@5 100.00 ( 99.73)\n","Epoch: [54][ 190/2110]\tTime  0.434 ( 0.443)\tData  0.000 ( 0.001)\tLoss 1.9468e-01 (2.0503e-01)\tAcc@1  92.97 ( 92.90)\tAcc@5 100.00 ( 99.73)\n","Epoch: [54][ 200/2110]\tTime  0.418 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7004e-01 (2.0276e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5 100.00 ( 99.74)\n","Epoch: [54][ 210/2110]\tTime  0.425 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7548e-01 (2.0206e-01)\tAcc@1  94.53 ( 92.98)\tAcc@5 100.00 ( 99.74)\n","Epoch: [54][ 220/2110]\tTime  0.470 ( 0.443)\tData  0.000 ( 0.001)\tLoss 3.0558e-01 (2.0108e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5  99.22 ( 99.75)\n","Epoch: [54][ 230/2110]\tTime  0.421 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1233e-01 (2.0172e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 240/2110]\tTime  0.440 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.1175e-01 (2.0237e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5  99.22 ( 99.75)\n","Epoch: [54][ 250/2110]\tTime  0.426 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.9993e-01 (2.0216e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 260/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.8023e-01 (2.0108e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 270/2110]\tTime  0.429 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.4381e-01 (2.0091e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5  98.44 ( 99.75)\n","Epoch: [54][ 280/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5456e-01 (2.0059e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 290/2110]\tTime  0.428 ( 0.444)\tData  0.000 ( 0.001)\tLoss 2.5980e-01 (2.0028e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][ 300/2110]\tTime  0.423 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7340e-01 (2.0050e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 310/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5678e-01 (2.0109e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 320/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8743e-01 (2.0174e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 330/2110]\tTime  0.443 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0354e-01 (2.0214e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 340/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7388e-01 (2.0166e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 350/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2492e-01 (2.0105e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 360/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7419e-01 (2.0087e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 370/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5450e-01 (2.0014e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 380/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3711e-01 (2.0031e-01)\tAcc@1  97.66 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [54][ 390/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5950e-01 (2.0010e-01)\tAcc@1  89.06 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [54][ 400/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0468e-01 (1.9925e-01)\tAcc@1  93.75 ( 93.14)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 410/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8443e-01 (1.9897e-01)\tAcc@1  92.19 ( 93.14)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 420/2110]\tTime  0.427 ( 0.445)\tData  0.007 ( 0.001)\tLoss 1.8711e-01 (1.9895e-01)\tAcc@1  93.75 ( 93.13)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 430/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2100e-01 (1.9852e-01)\tAcc@1  92.19 ( 93.14)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 440/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8034e-01 (1.9903e-01)\tAcc@1  91.41 ( 93.12)\tAcc@5  98.44 ( 99.77)\n","Epoch: [54][ 450/2110]\tTime  0.417 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6110e-01 (1.9905e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 460/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4001e-01 (1.9908e-01)\tAcc@1  96.09 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [54][ 470/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4112e-01 (1.9895e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [54][ 480/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4741e-01 (1.9883e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 490/2110]\tTime  0.417 ( 0.444)\tData  0.000 ( 0.001)\tLoss 1.7976e-01 (1.9863e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 500/2110]\tTime  0.506 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0032e-01 (1.9828e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5  99.22 ( 99.77)\n","Epoch: [54][ 510/2110]\tTime  0.436 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6426e-01 (1.9862e-01)\tAcc@1  95.31 ( 93.12)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][ 520/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9096e-01 (1.9872e-01)\tAcc@1  92.19 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 530/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2690e-01 (1.9903e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 540/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3807e-01 (1.9945e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 550/2110]\tTime  0.434 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1389e-01 (2.0007e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 560/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1071e-01 (2.0022e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 570/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5524e-01 (1.9955e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 580/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.1105e-01 (1.9962e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 590/2110]\tTime  0.419 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.4764e-01 (1.9966e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 600/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5509e-01 (2.0017e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 610/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8482e-01 (1.9971e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5  99.22 ( 99.75)\n","Epoch: [54][ 620/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9941e-01 (2.0024e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 630/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6659e-01 (1.9980e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 640/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2392e-01 (1.9950e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 650/2110]\tTime  0.482 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0331e-01 (1.9934e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 660/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.6475e-01 (1.9935e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 670/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2524e-01 (1.9939e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 680/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4314e-01 (1.9938e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 690/2110]\tTime  0.445 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4415e-01 (1.9936e-01)\tAcc@1  96.09 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 700/2110]\tTime  0.436 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0863e-01 (1.9952e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 710/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0579e-01 (1.9971e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 720/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8450e-01 (1.9976e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 730/2110]\tTime  0.591 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0253e-01 (1.9966e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 740/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.001)\tLoss 3.0342e-01 (1.9941e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 750/2110]\tTime  0.424 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.3764e-01 (1.9969e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][ 760/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7563e-01 (1.9986e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 770/2110]\tTime  0.445 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.7690e-01 (1.9982e-01)\tAcc@1  96.88 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 780/2110]\tTime  0.444 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.2089e-01 (2.0019e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 790/2110]\tTime  0.440 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9082e-01 (2.0014e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 800/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2975e-01 (1.9996e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 810/2110]\tTime  0.570 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2217e-01 (1.9995e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 820/2110]\tTime  0.421 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9646e-01 (2.0028e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 830/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.4232e-01 (2.0026e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 840/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.3143e-01 (2.0002e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 850/2110]\tTime  0.497 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3001e-01 (1.9999e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 860/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4843e-01 (1.9988e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 870/2110]\tTime  0.450 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7671e-01 (1.9981e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 880/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5169e-01 (1.9990e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 890/2110]\tTime  0.482 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6474e-01 (1.9969e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 900/2110]\tTime  0.428 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.8396e-01 (1.9974e-01)\tAcc@1  89.06 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 910/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6196e-01 (1.9946e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 920/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4800e-01 (1.9946e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 930/2110]\tTime  0.517 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6602e-01 (1.9959e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 940/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1368e-01 (1.9959e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 950/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.001)\tLoss 3.0731e-01 (1.9974e-01)\tAcc@1  87.50 ( 93.05)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][ 960/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5346e-01 (1.9985e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 970/2110]\tTime  0.573 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3519e-01 (1.9972e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][ 980/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.6659e-01 (1.9984e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][ 990/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7132e-01 (2.0015e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][1000/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.5313e-01 (2.0036e-01)\tAcc@1  89.06 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][1010/2110]\tTime  0.610 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7653e-01 (2.0044e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][1020/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5336e-01 (2.0039e-01)\tAcc@1  96.09 ( 93.03)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][1030/2110]\tTime  0.422 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7686e-01 (2.0010e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [54][1040/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.7350e-01 (2.0021e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1050/2110]\tTime  0.473 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.2676e-01 (2.0004e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1060/2110]\tTime  0.441 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8369e-01 (1.9981e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1070/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9044e-01 (1.9999e-01)\tAcc@1  93.75 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1080/2110]\tTime  0.442 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0496e-01 (2.0005e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1090/2110]\tTime  0.499 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6018e-01 (2.0005e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1100/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8273e-01 (1.9993e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1110/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 3.4560e-01 (1.9992e-01)\tAcc@1  89.06 ( 93.04)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1120/2110]\tTime  0.416 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3474e-01 (1.9996e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1130/2110]\tTime  0.473 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9410e-01 (1.9993e-01)\tAcc@1  93.75 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1140/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2787e-01 (2.0003e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1150/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5641e-01 (2.0004e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1160/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3683e-01 (2.0004e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1170/2110]\tTime  0.577 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.4191e-01 (2.0015e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1180/2110]\tTime  0.418 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9183e-01 (2.0021e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1190/2110]\tTime  0.425 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.0323e-01 (2.0012e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1200/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.001)\tLoss 2.5929e-01 (2.0014e-01)\tAcc@1  90.62 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1210/2110]\tTime  0.496 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.9999e-01 (2.0009e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1220/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.8828e-01 (2.0003e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1230/2110]\tTime  0.429 ( 0.445)\tData  0.000 ( 0.001)\tLoss 1.5743e-01 (2.0011e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1240/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.2176e-01 (1.9990e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1250/2110]\tTime  0.600 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0216e-01 (2.0012e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1260/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.4394e-01 (2.0016e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1270/2110]\tTime  0.434 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7092e-01 (2.0009e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1280/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.1240e-01 (2.0027e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1290/2110]\tTime  0.463 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.3361e-01 (2.0037e-01)\tAcc@1  96.09 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1300/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7164e-01 (2.0049e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1310/2110]\tTime  0.437 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.8660e-01 (2.0056e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1320/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6654e-01 (2.0056e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1330/2110]\tTime  0.587 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.5964e-01 (2.0058e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1340/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9955e-01 (2.0034e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][1350/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7240e-01 (2.0026e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1360/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.7400e-01 (2.0035e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1370/2110]\tTime  0.570 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0617e-01 (2.0034e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1380/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0316e-01 (2.0033e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1390/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.6200e-01 (2.0038e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1400/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.3366e-01 (2.0054e-01)\tAcc@1  91.41 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1410/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0431e-01 (2.0043e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1420/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.8183e-01 (2.0049e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1430/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.001)\tLoss 2.0092e-01 (2.0021e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1440/2110]\tTime  0.442 ( 0.446)\tData  0.000 ( 0.001)\tLoss 1.9205e-01 (2.0009e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1450/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.3263e-01 (2.0012e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1460/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9222e-01 (2.0021e-01)\tAcc@1  90.62 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1470/2110]\tTime  0.433 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9887e-01 (2.0030e-01)\tAcc@1  90.62 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1480/2110]\tTime  0.425 ( 0.446)\tData  0.000 ( 0.001)\tLoss 3.1051e-01 (2.0042e-01)\tAcc@1  89.84 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1490/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.6012e-01 (2.0056e-01)\tAcc@1  90.62 ( 93.00)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1500/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.8895e-01 (2.0064e-01)\tAcc@1  93.75 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1510/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.000)\tLoss 8.3852e-02 (2.0053e-01)\tAcc@1  99.22 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1520/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.6332e-01 (2.0046e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1530/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5868e-01 (2.0032e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1540/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.2213e-01 (2.0031e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1550/2110]\tTime  0.420 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.2055e-01 (2.0034e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1560/2110]\tTime  0.432 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.5030e-01 (2.0025e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1570/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.1520e-01 (2.0029e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1580/2110]\tTime  0.422 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4404e-01 (2.0032e-01)\tAcc@1  89.84 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1590/2110]\tTime  0.427 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.8215e-01 (2.0026e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1600/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 2.4147e-01 (2.0039e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1610/2110]\tTime  0.426 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.3226e-01 (2.0012e-01)\tAcc@1  96.88 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1620/2110]\tTime  0.445 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.7000e-01 (2.0010e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1630/2110]\tTime  0.423 ( 0.445)\tData  0.000 ( 0.000)\tLoss 3.0888e-01 (2.0025e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][1640/2110]\tTime  0.441 ( 0.445)\tData  0.000 ( 0.000)\tLoss 1.0786e-01 (2.0023e-01)\tAcc@1  96.09 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1650/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.3726e-01 (2.0021e-01)\tAcc@1  96.09 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1660/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.4381e-01 (2.0019e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1670/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9702e-01 (2.0014e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1680/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.6365e-01 (2.0020e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1690/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.8695e-01 (2.0037e-01)\tAcc@1  87.50 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1700/2110]\tTime  0.431 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.8017e-01 (2.0043e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1710/2110]\tTime  0.463 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.6772e-01 (2.0049e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1720/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.4283e-01 (2.0037e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1730/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.1631e-01 (2.0025e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1740/2110]\tTime  0.435 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.4331e-01 (2.0019e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1750/2110]\tTime  0.423 ( 0.446)\tData  0.000 ( 0.000)\tLoss 3.0178e-01 (2.0034e-01)\tAcc@1  90.62 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1760/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.5115e-01 (2.0037e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1770/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.7334e-01 (2.0037e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1780/2110]\tTime  0.418 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.2136e-01 (2.0036e-01)\tAcc@1  96.09 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1790/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.0279e-01 (2.0032e-01)\tAcc@1  96.88 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1800/2110]\tTime  0.436 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.0927e-01 (2.0033e-01)\tAcc@1  98.44 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1810/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.000)\tLoss 3.1225e-01 (2.0049e-01)\tAcc@1  87.50 ( 92.99)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][1820/2110]\tTime  0.432 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.5582e-01 (2.0042e-01)\tAcc@1  88.28 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1830/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.3419e-01 (2.0028e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1840/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.2701e-01 (2.0022e-01)\tAcc@1  90.62 ( 92.99)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1850/2110]\tTime  0.442 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.0754e-01 (2.0031e-01)\tAcc@1  92.19 ( 92.99)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][1860/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.3610e-01 (2.0027e-01)\tAcc@1  92.19 ( 92.99)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1870/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.7187e-01 (2.0012e-01)\tAcc@1  93.75 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1880/2110]\tTime  0.585 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.2146e-01 (2.0005e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1890/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.4810e-01 (1.9995e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1900/2110]\tTime  0.428 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.7543e-01 (2.0002e-01)\tAcc@1  89.06 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1910/2110]\tTime  0.421 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.8522e-01 (1.9993e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1920/2110]\tTime  0.467 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.4894e-01 (2.0001e-01)\tAcc@1  95.31 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1930/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.8605e-01 (2.0011e-01)\tAcc@1  89.84 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1940/2110]\tTime  0.417 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.4263e-01 (2.0010e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5  98.44 ( 99.76)\n","Epoch: [54][1950/2110]\tTime  0.430 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.7605e-01 (2.0009e-01)\tAcc@1  93.75 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1960/2110]\tTime  0.609 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.4081e-01 (2.0007e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][1970/2110]\tTime  0.420 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9264e-01 (1.9995e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1980/2110]\tTime  0.429 ( 0.446)\tData  0.004 ( 0.000)\tLoss 1.8042e-01 (1.9988e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][1990/2110]\tTime  0.429 ( 0.446)\tData  0.001 ( 0.000)\tLoss 2.6895e-01 (1.9980e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][2000/2110]\tTime  0.504 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.5808e-01 (1.9977e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2010/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9850e-01 (1.9982e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [54][2020/2110]\tTime  0.426 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.9759e-01 (1.9986e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][2030/2110]\tTime  0.424 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.5512e-01 (1.9991e-01)\tAcc@1  89.84 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2040/2110]\tTime  0.579 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.1533e-01 (2.0013e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2050/2110]\tTime  0.419 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.3778e-01 (2.0013e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2060/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.0053e-01 (2.0021e-01)\tAcc@1  92.97 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2070/2110]\tTime  0.422 ( 0.446)\tData  0.003 ( 0.000)\tLoss 2.0546e-01 (2.0021e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5  99.22 ( 99.76)\n","Epoch: [54][2080/2110]\tTime  0.581 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.1975e-01 (2.0023e-01)\tAcc@1  91.41 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2090/2110]\tTime  0.429 ( 0.446)\tData  0.000 ( 0.000)\tLoss 1.7521e-01 (2.0022e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [54][2100/2110]\tTime  0.427 ( 0.446)\tData  0.000 ( 0.000)\tLoss 2.3988e-01 (2.0028e-01)\tAcc@1  89.84 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","=> Acc@1 93.001 Acc@5 99.764\n","=> Val@1 82.602\n","==> 1007.17 seconds to train this epoch\n","\n","\n","----- epoch: 55, lr: 0.0010000000000000002 -----\n","epoch :  55\n","Epoch: [55][   0/2110]\tTime  0.726 ( 0.726)\tData  0.226 ( 0.226)\tLoss 2.7466e-01 (2.7466e-01)\tAcc@1  88.28 ( 88.28)\tAcc@5 100.00 (100.00)\n","Epoch: [55][  10/2110]\tTime  0.509 ( 0.482)\tData  0.000 ( 0.021)\tLoss 2.0360e-01 (2.1378e-01)\tAcc@1  94.53 ( 91.76)\tAcc@5  98.44 ( 99.64)\n","Epoch: [55][  20/2110]\tTime  0.426 ( 0.467)\tData  0.000 ( 0.011)\tLoss 2.2687e-01 (2.0778e-01)\tAcc@1  92.97 ( 92.49)\tAcc@5  99.22 ( 99.70)\n","Epoch: [55][  30/2110]\tTime  0.427 ( 0.463)\tData  0.000 ( 0.008)\tLoss 1.1583e-01 (2.0749e-01)\tAcc@1  96.09 ( 92.41)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][  40/2110]\tTime  0.428 ( 0.459)\tData  0.000 ( 0.006)\tLoss 1.5117e-01 (2.0960e-01)\tAcc@1  95.31 ( 92.55)\tAcc@5 100.00 ( 99.73)\n","Epoch: [55][  50/2110]\tTime  0.579 ( 0.457)\tData  0.000 ( 0.005)\tLoss 1.9555e-01 (2.0840e-01)\tAcc@1  92.97 ( 92.45)\tAcc@5 100.00 ( 99.75)\n","Epoch: [55][  60/2110]\tTime  0.437 ( 0.455)\tData  0.000 ( 0.004)\tLoss 2.0306e-01 (2.0300e-01)\tAcc@1  90.62 ( 92.83)\tAcc@5 100.00 ( 99.74)\n","Epoch: [55][  70/2110]\tTime  0.434 ( 0.456)\tData  0.000 ( 0.004)\tLoss 2.1358e-01 (2.0582e-01)\tAcc@1  92.19 ( 92.69)\tAcc@5  99.22 ( 99.72)\n","Epoch: [55][  80/2110]\tTime  0.431 ( 0.456)\tData  0.000 ( 0.003)\tLoss 1.1430e-01 (2.0648e-01)\tAcc@1  96.88 ( 92.79)\tAcc@5 100.00 ( 99.72)\n","Epoch: [55][  90/2110]\tTime  0.591 ( 0.456)\tData  0.000 ( 0.003)\tLoss 1.7386e-01 (2.0602e-01)\tAcc@1  92.97 ( 92.79)\tAcc@5 100.00 ( 99.73)\n","Epoch: [55][ 100/2110]\tTime  0.430 ( 0.455)\tData  0.000 ( 0.003)\tLoss 2.6617e-01 (2.0746e-01)\tAcc@1  91.41 ( 92.74)\tAcc@5 100.00 ( 99.72)\n","Epoch: [55][ 110/2110]\tTime  0.431 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.1628e-01 (2.0386e-01)\tAcc@1  92.97 ( 92.93)\tAcc@5 100.00 ( 99.74)\n","Epoch: [55][ 120/2110]\tTime  0.428 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.5297e-01 (2.0314e-01)\tAcc@1  94.53 ( 92.96)\tAcc@5 100.00 ( 99.75)\n","Epoch: [55][ 130/2110]\tTime  0.462 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.0362e-01 (2.0178e-01)\tAcc@1  89.84 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 140/2110]\tTime  0.440 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.8478e-01 (2.0004e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 150/2110]\tTime  0.424 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.7163e-01 (2.0022e-01)\tAcc@1  89.84 ( 93.00)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 160/2110]\tTime  0.419 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.4956e-01 (2.0066e-01)\tAcc@1  94.53 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 170/2110]\tTime  0.590 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.7496e-01 (2.0048e-01)\tAcc@1  90.62 ( 93.01)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 180/2110]\tTime  0.420 ( 0.453)\tData  0.000 ( 0.002)\tLoss 2.1766e-01 (2.0067e-01)\tAcc@1  92.19 ( 92.98)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 190/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.002)\tLoss 1.0634e-01 (2.0048e-01)\tAcc@1  95.31 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 200/2110]\tTime  0.427 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6169e-01 (2.0019e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 210/2110]\tTime  0.481 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9741e-01 (2.0233e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 220/2110]\tTime  0.427 ( 0.451)\tData  0.001 ( 0.001)\tLoss 2.7339e-01 (2.0162e-01)\tAcc@1  92.97 ( 92.96)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 230/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.2407e-01 (2.0161e-01)\tAcc@1  91.41 ( 92.95)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][ 240/2110]\tTime  0.437 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8170e-01 (2.0206e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 250/2110]\tTime  0.588 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.3099e-01 (2.0175e-01)\tAcc@1  96.88 ( 92.92)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 260/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4489e-01 (2.0183e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 270/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0415e-01 (2.0181e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5 100.00 ( 99.79)\n","Epoch: [55][ 280/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2775e-01 (2.0244e-01)\tAcc@1  92.97 ( 92.92)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][ 290/2110]\tTime  0.534 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1281e-01 (2.0261e-01)\tAcc@1  90.62 ( 92.93)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 300/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7499e-01 (2.0105e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 310/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4979e-01 (2.0174e-01)\tAcc@1  95.31 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 320/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.0747e-01 (2.0176e-01)\tAcc@1  98.44 ( 93.00)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 330/2110]\tTime  0.587 ( 0.451)\tData  0.000 ( 0.001)\tLoss 8.8969e-02 (2.0123e-01)\tAcc@1  96.88 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 340/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6749e-01 (2.0065e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][ 350/2110]\tTime  0.422 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.6639e-01 (1.9979e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 360/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9550e-01 (1.9938e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 370/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.6225e-01 (1.9890e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 380/2110]\tTime  0.427 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8708e-01 (1.9878e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 390/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7882e-01 (1.9867e-01)\tAcc@1  94.53 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 400/2110]\tTime  0.419 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0734e-01 (1.9873e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][ 410/2110]\tTime  0.442 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.0689e-01 (1.9863e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5  97.66 ( 99.78)\n","Epoch: [55][ 420/2110]\tTime  0.457 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9311e-01 (1.9992e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 430/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6223e-01 (1.9979e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 440/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1509e-01 (1.9994e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5  98.44 ( 99.77)\n","Epoch: [55][ 450/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3222e-01 (2.0044e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 460/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8074e-01 (2.0066e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 470/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9814e-01 (2.0029e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 480/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0263e-01 (2.0028e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 490/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2326e-01 (2.0060e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 500/2110]\tTime  0.452 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5058e-01 (2.0074e-01)\tAcc@1  93.75 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 510/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.0785e-01 (2.0056e-01)\tAcc@1  97.66 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 520/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2312e-01 (2.0124e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 530/2110]\tTime  0.417 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9949e-01 (2.0141e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 540/2110]\tTime  0.419 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8778e-01 (2.0109e-01)\tAcc@1  93.75 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 550/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4314e-01 (2.0104e-01)\tAcc@1  93.75 ( 92.98)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 560/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.7445e-01 (2.0083e-01)\tAcc@1  92.19 ( 93.00)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 570/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0326e-01 (2.0096e-01)\tAcc@1  93.75 ( 92.99)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 580/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8761e-01 (2.0032e-01)\tAcc@1  93.75 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 590/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.5944e-01 (2.0068e-01)\tAcc@1  90.62 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 600/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1720e-01 (2.0052e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 610/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6558e-01 (2.0046e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 620/2110]\tTime  0.437 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0903e-01 (2.0072e-01)\tAcc@1  89.06 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 630/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.0607e-01 (2.0056e-01)\tAcc@1  96.88 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 640/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.3459e-01 (2.0046e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 650/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2411e-01 (2.0007e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 660/2110]\tTime  0.449 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.5075e-01 (2.0000e-01)\tAcc@1  87.50 ( 93.05)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 670/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9732e-01 (2.0012e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 680/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.1015e-01 (1.9989e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 690/2110]\tTime  0.432 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7923e-01 (2.0004e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 700/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0828e-01 (2.0008e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 710/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5665e-01 (2.0027e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 720/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0654e-01 (2.0025e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 730/2110]\tTime  0.417 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.9039e-01 (2.0070e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 740/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0939e-01 (2.0059e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 750/2110]\tTime  0.419 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0095e-01 (2.0039e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 760/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6077e-01 (2.0024e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 770/2110]\tTime  0.443 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4925e-01 (2.0028e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 780/2110]\tTime  0.417 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.8391e-01 (2.0024e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 790/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3448e-01 (2.0009e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 800/2110]\tTime  0.495 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.9519e-01 (2.0039e-01)\tAcc@1  90.62 ( 93.02)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 810/2110]\tTime  0.443 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0878e-01 (2.0035e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 820/2110]\tTime  0.468 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5449e-01 (2.0024e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 830/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0378e-01 (2.0045e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 840/2110]\tTime  0.476 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.2331e-01 (2.0054e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 850/2110]\tTime  0.458 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0386e-01 (2.0030e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 860/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3623e-01 (2.0007e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 870/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0265e-01 (2.0045e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][ 880/2110]\tTime  0.580 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6902e-01 (2.0043e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 890/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.5956e-01 (2.0035e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 900/2110]\tTime  0.437 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.3430e-01 (2.0069e-01)\tAcc@1  87.50 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 910/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0221e-01 (2.0055e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 920/2110]\tTime  0.495 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5218e-01 (2.0034e-01)\tAcc@1  96.09 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][ 930/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5968e-01 (2.0041e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5  99.22 ( 99.76)\n","Epoch: [55][ 940/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1415e-01 (2.0039e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 950/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6462e-01 (2.0040e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 960/2110]\tTime  0.574 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.9810e-01 (2.0038e-01)\tAcc@1  94.53 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 970/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.4282e-01 (2.0076e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5  98.44 ( 99.76)\n","Epoch: [55][ 980/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.4523e-01 (2.0059e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][ 990/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5563e-01 (2.0056e-01)\tAcc@1  96.09 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1000/2110]\tTime  0.483 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8591e-01 (2.0070e-01)\tAcc@1  95.31 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1010/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5961e-01 (2.0074e-01)\tAcc@1  87.50 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][1020/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.2197e-01 (2.0065e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5 100.00 ( 99.76)\n","Epoch: [55][1030/2110]\tTime  0.446 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.4127e-01 (2.0071e-01)\tAcc@1  92.19 ( 93.02)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1040/2110]\tTime  0.581 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.9184e-01 (2.0056e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1050/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8176e-01 (2.0065e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1060/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1346e-01 (2.0068e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1070/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 9.7133e-02 (2.0067e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1080/2110]\tTime  0.574 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.7928e-01 (2.0077e-01)\tAcc@1  89.84 ( 93.04)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1090/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1364e-01 (2.0064e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1100/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.1478e-01 (2.0045e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1110/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0641e-01 (2.0034e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1120/2110]\tTime  0.448 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0005e-01 (2.0044e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1130/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.3526e-01 (2.0043e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1140/2110]\tTime  0.418 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.4576e-01 (2.0067e-01)\tAcc@1  90.62 ( 93.04)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1150/2110]\tTime  0.437 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.3833e-01 (2.0069e-01)\tAcc@1  90.62 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1160/2110]\tTime  0.603 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.3291e-01 (2.0089e-01)\tAcc@1  91.41 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1170/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0021e-01 (2.0074e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1180/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5072e-01 (2.0058e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1190/2110]\tTime  0.442 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5076e-01 (2.0067e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1200/2110]\tTime  0.492 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5902e-01 (2.0054e-01)\tAcc@1  94.53 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1210/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5539e-01 (2.0042e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  98.44 ( 99.77)\n","Epoch: [55][1220/2110]\tTime  0.443 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.7349e-01 (2.0049e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1230/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1579e-01 (2.0064e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1240/2110]\tTime  0.648 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.0381e-01 (2.0057e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1250/2110]\tTime  0.448 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8128e-01 (2.0058e-01)\tAcc@1  93.75 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1260/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0461e-01 (2.0062e-01)\tAcc@1  95.31 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1270/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.4463e-01 (2.0057e-01)\tAcc@1  96.88 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1280/2110]\tTime  0.487 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5585e-01 (2.0023e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1290/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5109e-01 (2.0030e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1300/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 3.3975e-01 (2.0027e-01)\tAcc@1  88.28 ( 93.05)\tAcc@5  98.44 ( 99.77)\n","Epoch: [55][1310/2110]\tTime  0.437 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1348e-01 (2.0025e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1320/2110]\tTime  0.607 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.7002e-01 (2.0017e-01)\tAcc@1  88.28 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1330/2110]\tTime  0.440 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6314e-01 (2.0014e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1340/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.4831e-01 (1.9993e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1350/2110]\tTime  0.429 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6971e-01 (1.9986e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1360/2110]\tTime  0.605 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.7428e-01 (2.0002e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1370/2110]\tTime  0.429 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3412e-01 (2.0013e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1380/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8237e-01 (2.0006e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1390/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6853e-01 (1.9986e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1400/2110]\tTime  0.472 ( 0.448)\tData  0.000 ( 0.001)\tLoss 8.8938e-02 (1.9964e-01)\tAcc@1  96.88 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1410/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.2414e-01 (1.9951e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1420/2110]\tTime  0.435 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1915e-01 (1.9941e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5  98.44 ( 99.77)\n","Epoch: [55][1430/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0523e-01 (1.9931e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1440/2110]\tTime  0.583 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0296e-01 (1.9925e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1450/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.3266e-01 (1.9924e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1460/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0425e-01 (1.9947e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1470/2110]\tTime  0.418 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8776e-01 (1.9962e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1480/2110]\tTime  0.480 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8113e-01 (1.9953e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1490/2110]\tTime  0.434 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.0288e-01 (1.9947e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1500/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5377e-01 (1.9950e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  98.44 ( 99.77)\n","Epoch: [55][1510/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.7011e-01 (1.9956e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1520/2110]\tTime  0.586 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6015e-01 (1.9959e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1530/2110]\tTime  0.444 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6744e-01 (1.9977e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1540/2110]\tTime  0.433 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1459e-01 (1.9979e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1550/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.8495e-01 (1.9988e-01)\tAcc@1  89.06 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1560/2110]\tTime  0.520 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.1161e-01 (1.9988e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1570/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.2411e-01 (1.9982e-01)\tAcc@1  96.88 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1580/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.4824e-01 (1.9989e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1590/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.8225e-01 (1.9992e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1600/2110]\tTime  0.607 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.7119e-01 (1.9990e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1610/2110]\tTime  0.429 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.6689e-01 (1.9991e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1620/2110]\tTime  0.446 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.4376e-01 (1.9993e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1630/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.5444e-01 (2.0005e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1640/2110]\tTime  0.542 ( 0.448)\tData  0.000 ( 0.001)\tLoss 2.3881e-01 (2.0022e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1650/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.0431e-01 (2.0011e-01)\tAcc@1  97.66 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1660/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.5947e-01 (2.0011e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1670/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.8009e-01 (1.9991e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1680/2110]\tTime  0.449 ( 0.448)\tData  0.000 ( 0.001)\tLoss 1.9703e-01 (1.9985e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1690/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.7587e-01 (1.9994e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1700/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.9386e-01 (1.9978e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1710/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.5966e-01 (1.9976e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1720/2110]\tTime  0.431 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.0154e-01 (1.9967e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1730/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.8696e-01 (1.9979e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1740/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.5847e-01 (1.9973e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1750/2110]\tTime  0.506 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.8069e-01 (1.9968e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1760/2110]\tTime  0.420 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.9122e-01 (1.9964e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1770/2110]\tTime  0.435 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.2571e-01 (1.9961e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1780/2110]\tTime  0.436 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.0214e-01 (1.9950e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [55][1790/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.2806e-01 (1.9967e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1800/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.7993e-01 (1.9971e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][1810/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.2897e-01 (1.9953e-01)\tAcc@1  96.09 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1820/2110]\tTime  0.430 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.6158e-01 (1.9944e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1830/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.2330e-01 (1.9947e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1840/2110]\tTime  0.429 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.8256e-01 (1.9936e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1850/2110]\tTime  0.424 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.1083e-01 (1.9925e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1860/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.1373e-01 (1.9930e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1870/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.8546e-01 (1.9931e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1880/2110]\tTime  0.445 ( 0.448)\tData  0.000 ( 0.000)\tLoss 3.1051e-01 (1.9930e-01)\tAcc@1  89.06 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][1890/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.9006e-01 (1.9938e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][1900/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.000)\tLoss 9.4749e-02 (1.9940e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1910/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.9146e-01 (1.9929e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1920/2110]\tTime  0.421 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.0863e-01 (1.9933e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][1930/2110]\tTime  0.436 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.6776e-01 (1.9927e-01)\tAcc@1  89.06 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1940/2110]\tTime  0.419 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.5147e-01 (1.9940e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1950/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.1250e-01 (1.9942e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1960/2110]\tTime  0.432 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.8509e-01 (1.9944e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1970/2110]\tTime  0.439 ( 0.448)\tData  0.000 ( 0.000)\tLoss 8.5894e-02 (1.9937e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][1980/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.4264e-01 (1.9928e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][1990/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.0211e-01 (1.9925e-01)\tAcc@1  96.88 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2000/2110]\tTime  0.426 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.4232e-01 (1.9927e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][2010/2110]\tTime  0.433 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.0740e-01 (1.9926e-01)\tAcc@1  96.88 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2020/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.5714e-01 (1.9924e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][2030/2110]\tTime  0.433 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.4160e-01 (1.9916e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2040/2110]\tTime  0.422 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.7160e-01 (1.9918e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2050/2110]\tTime  0.427 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.4437e-01 (1.9924e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][2060/2110]\tTime  0.423 ( 0.448)\tData  0.000 ( 0.000)\tLoss 1.5322e-01 (1.9918e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2070/2110]\tTime  0.494 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.3251e-01 (1.9917e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [55][2080/2110]\tTime  0.428 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.1343e-01 (1.9916e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [55][2090/2110]\tTime  0.430 ( 0.448)\tData  0.000 ( 0.000)\tLoss 2.2010e-01 (1.9918e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [55][2100/2110]\tTime  0.425 ( 0.448)\tData  0.000 ( 0.000)\tLoss 3.1477e-01 (1.9926e-01)\tAcc@1  88.28 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","=> Acc@1 93.067 Acc@5 99.773\n","=> Val@1 82.576\n","==> 1010.91 seconds to train this epoch\n","\n","\n","----- epoch: 56, lr: 0.0010000000000000002 -----\n","epoch :  56\n","Epoch: [56][   0/2110]\tTime  0.822 ( 0.822)\tData  0.230 ( 0.230)\tLoss 1.6553e-01 (1.6553e-01)\tAcc@1  93.75 ( 93.75)\tAcc@5 100.00 (100.00)\n","Epoch: [56][  10/2110]\tTime  0.434 ( 0.478)\tData  0.000 ( 0.021)\tLoss 1.9713e-01 (1.8013e-01)\tAcc@1  92.19 ( 93.61)\tAcc@5 100.00 ( 99.64)\n","Epoch: [56][  20/2110]\tTime  0.421 ( 0.471)\tData  0.000 ( 0.011)\tLoss 2.5228e-01 (1.8968e-01)\tAcc@1  90.62 ( 93.42)\tAcc@5 100.00 ( 99.78)\n","Epoch: [56][  30/2110]\tTime  0.535 ( 0.470)\tData  0.000 ( 0.008)\tLoss 2.2212e-01 (1.9704e-01)\tAcc@1  94.53 ( 93.27)\tAcc@5 100.00 ( 99.72)\n","Epoch: [56][  40/2110]\tTime  0.598 ( 0.470)\tData  0.000 ( 0.006)\tLoss 9.9202e-02 (1.9742e-01)\tAcc@1  96.09 ( 93.29)\tAcc@5 100.00 ( 99.70)\n","Epoch: [56][  50/2110]\tTime  0.426 ( 0.464)\tData  0.000 ( 0.005)\tLoss 2.3698e-01 (1.9261e-01)\tAcc@1  92.19 ( 93.49)\tAcc@5  99.22 ( 99.68)\n","Epoch: [56][  60/2110]\tTime  0.421 ( 0.462)\tData  0.000 ( 0.004)\tLoss 2.2200e-01 (1.9604e-01)\tAcc@1  92.97 ( 93.33)\tAcc@5  99.22 ( 99.68)\n","Epoch: [56][  70/2110]\tTime  0.421 ( 0.460)\tData  0.000 ( 0.004)\tLoss 1.5715e-01 (1.9515e-01)\tAcc@1  95.31 ( 93.40)\tAcc@5 100.00 ( 99.70)\n","Epoch: [56][  80/2110]\tTime  0.463 ( 0.459)\tData  0.004 ( 0.003)\tLoss 2.5951e-01 (1.9626e-01)\tAcc@1  90.62 ( 93.39)\tAcc@5 100.00 ( 99.72)\n","Epoch: [56][  90/2110]\tTime  0.424 ( 0.457)\tData  0.000 ( 0.003)\tLoss 3.7889e-01 (1.9758e-01)\tAcc@1  89.84 ( 93.34)\tAcc@5  98.44 ( 99.71)\n","Epoch: [56][ 100/2110]\tTime  0.452 ( 0.456)\tData  0.000 ( 0.003)\tLoss 1.5754e-01 (1.9793e-01)\tAcc@1  95.31 ( 93.31)\tAcc@5 100.00 ( 99.70)\n","Epoch: [56][ 110/2110]\tTime  0.421 ( 0.456)\tData  0.000 ( 0.002)\tLoss 2.4749e-01 (2.0044e-01)\tAcc@1  92.19 ( 93.21)\tAcc@5 100.00 ( 99.70)\n","Epoch: [56][ 120/2110]\tTime  0.587 ( 0.455)\tData  0.000 ( 0.002)\tLoss 2.4662e-01 (2.0344e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.68)\n","Epoch: [56][ 130/2110]\tTime  0.425 ( 0.453)\tData  0.000 ( 0.002)\tLoss 1.9701e-01 (2.0186e-01)\tAcc@1  92.19 ( 93.13)\tAcc@5 100.00 ( 99.67)\n","Epoch: [56][ 140/2110]\tTime  0.435 ( 0.452)\tData  0.000 ( 0.002)\tLoss 2.9502e-01 (2.0114e-01)\tAcc@1  89.06 ( 93.16)\tAcc@5  99.22 ( 99.68)\n","Epoch: [56][ 150/2110]\tTime  0.446 ( 0.452)\tData  0.000 ( 0.002)\tLoss 2.2956e-01 (2.0142e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.69)\n","Epoch: [56][ 160/2110]\tTime  0.467 ( 0.452)\tData  0.000 ( 0.002)\tLoss 1.0904e-01 (2.0236e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.69)\n","Epoch: [56][ 170/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.002)\tLoss 2.3600e-01 (2.0132e-01)\tAcc@1  92.19 ( 93.11)\tAcc@5 100.00 ( 99.71)\n","Epoch: [56][ 180/2110]\tTime  0.433 ( 0.452)\tData  0.000 ( 0.002)\tLoss 1.9009e-01 (2.0154e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5  99.22 ( 99.72)\n","Epoch: [56][ 190/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.002)\tLoss 1.1035e-01 (1.9976e-01)\tAcc@1  96.88 ( 93.16)\tAcc@5 100.00 ( 99.73)\n","Epoch: [56][ 200/2110]\tTime  0.586 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.9362e-01 (2.0013e-01)\tAcc@1  89.06 ( 93.13)\tAcc@5  99.22 ( 99.74)\n","Epoch: [56][ 210/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.4597e-01 (1.9978e-01)\tAcc@1  93.75 ( 93.16)\tAcc@5 100.00 ( 99.74)\n","Epoch: [56][ 220/2110]\tTime  0.427 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.2366e-01 (2.0002e-01)\tAcc@1  90.62 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 230/2110]\tTime  0.420 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.7780e-01 (2.0018e-01)\tAcc@1  92.19 ( 93.14)\tAcc@5  97.66 ( 99.74)\n","Epoch: [56][ 240/2110]\tTime  0.526 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.3196e-01 (1.9961e-01)\tAcc@1  95.31 ( 93.12)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 250/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.6995e-01 (2.0070e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 260/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.0080e-01 (2.0082e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 270/2110]\tTime  0.428 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.6481e-01 (2.0114e-01)\tAcc@1  89.84 ( 93.01)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 280/2110]\tTime  0.599 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.3832e-01 (2.0079e-01)\tAcc@1  96.88 ( 93.02)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][ 290/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.2906e-01 (2.0062e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 300/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6588e-01 (2.0015e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][ 310/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7248e-01 (2.0012e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 320/2110]\tTime  0.622 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8718e-01 (1.9934e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 330/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7631e-01 (1.9890e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 340/2110]\tTime  0.432 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.6272e-01 (1.9935e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 350/2110]\tTime  0.419 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7613e-01 (1.9941e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 360/2110]\tTime  0.467 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.5314e-01 (1.9905e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 370/2110]\tTime  0.446 ( 0.451)\tData  0.004 ( 0.001)\tLoss 2.2286e-01 (1.9932e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 380/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7312e-01 (1.9992e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.74)\n","Epoch: [56][ 390/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7786e-01 (1.9975e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.74)\n","Epoch: [56][ 400/2110]\tTime  0.590 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6833e-01 (1.9906e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 410/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2380e-01 (1.9928e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 420/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2846e-01 (1.9891e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 430/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3958e-01 (1.9907e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 440/2110]\tTime  0.497 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6351e-01 (1.9936e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 450/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5669e-01 (1.9932e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 460/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8131e-01 (1.9963e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 470/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5842e-01 (1.9978e-01)\tAcc@1  89.84 ( 93.06)\tAcc@5  98.44 ( 99.75)\n","Epoch: [56][ 480/2110]\tTime  0.580 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0969e-01 (1.9946e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 490/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6664e-01 (1.9932e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 500/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.8349e-01 (1.9914e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 510/2110]\tTime  0.445 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.8342e-01 (1.9916e-01)\tAcc@1  89.06 ( 93.09)\tAcc@5  99.22 ( 99.74)\n","Epoch: [56][ 520/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0411e-01 (1.9895e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 530/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2225e-01 (1.9865e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 540/2110]\tTime  0.433 ( 0.450)\tData  0.001 ( 0.001)\tLoss 1.6098e-01 (1.9845e-01)\tAcc@1  96.88 ( 93.11)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 550/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2840e-01 (1.9807e-01)\tAcc@1  96.88 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 560/2110]\tTime  0.448 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1993e-01 (1.9815e-01)\tAcc@1  91.41 ( 93.12)\tAcc@5 100.00 ( 99.74)\n","Epoch: [56][ 570/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2119e-01 (1.9822e-01)\tAcc@1  92.19 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 580/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2588e-01 (1.9803e-01)\tAcc@1  91.41 ( 93.16)\tAcc@5  99.22 ( 99.74)\n","Epoch: [56][ 590/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0584e-01 (1.9850e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 600/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5098e-01 (1.9840e-01)\tAcc@1  92.19 ( 93.16)\tAcc@5  98.44 ( 99.75)\n","Epoch: [56][ 610/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1755e-01 (1.9855e-01)\tAcc@1  91.41 ( 93.15)\tAcc@5 100.00 ( 99.74)\n","Epoch: [56][ 620/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9446e-01 (1.9854e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 630/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9663e-01 (1.9824e-01)\tAcc@1  89.84 ( 93.15)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 640/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8054e-01 (1.9824e-01)\tAcc@1  92.97 ( 93.16)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 650/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9937e-01 (1.9845e-01)\tAcc@1  93.75 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 660/2110]\tTime  0.437 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0185e-01 (1.9821e-01)\tAcc@1  92.19 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 670/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2051e-01 (1.9825e-01)\tAcc@1  93.75 ( 93.15)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 680/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2583e-01 (1.9834e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 690/2110]\tTime  0.451 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4465e-01 (1.9849e-01)\tAcc@1  96.88 ( 93.15)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 700/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6895e-01 (1.9852e-01)\tAcc@1  93.75 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 710/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0499e-01 (1.9838e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 720/2110]\tTime  0.438 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6508e-01 (1.9841e-01)\tAcc@1  90.62 ( 93.14)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 730/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3648e-01 (1.9842e-01)\tAcc@1  90.62 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 740/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4833e-01 (1.9855e-01)\tAcc@1  89.84 ( 93.12)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 750/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1828e-01 (1.9837e-01)\tAcc@1  96.88 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 760/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2131e-01 (1.9822e-01)\tAcc@1  91.41 ( 93.13)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 770/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8239e-01 (1.9834e-01)\tAcc@1  95.31 ( 93.13)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 780/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4027e-01 (1.9845e-01)\tAcc@1  94.53 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 790/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4619e-01 (1.9893e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5  98.44 ( 99.76)\n","Epoch: [56][ 800/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1752e-01 (1.9892e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 810/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8638e-01 (1.9903e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 820/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5124e-01 (1.9902e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 830/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4981e-01 (1.9907e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 840/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5086e-01 (1.9926e-01)\tAcc@1  90.62 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 850/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0973e-01 (1.9931e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 860/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6202e-01 (1.9921e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 870/2110]\tTime  0.449 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3179e-01 (1.9937e-01)\tAcc@1  89.06 ( 93.07)\tAcc@5  98.44 ( 99.75)\n","Epoch: [56][ 880/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6923e-01 (1.9934e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 890/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0267e-01 (1.9917e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 900/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8185e-01 (1.9903e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 910/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1698e-01 (1.9899e-01)\tAcc@1  96.88 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 920/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.4582e-01 (1.9914e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 930/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6896e-01 (1.9897e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 940/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7114e-01 (1.9900e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][ 950/2110]\tTime  0.460 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0006e-01 (1.9887e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][ 960/2110]\tTime  0.452 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8716e-01 (1.9884e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 970/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3794e-01 (1.9887e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5  98.44 ( 99.76)\n","Epoch: [56][ 980/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.0827e-01 (1.9892e-01)\tAcc@1  97.66 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][ 990/2110]\tTime  0.483 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6641e-01 (1.9882e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1000/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2506e-01 (1.9875e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1010/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3618e-01 (1.9850e-01)\tAcc@1  96.09 ( 93.12)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1020/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.3240e-01 (1.9869e-01)\tAcc@1  89.06 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1030/2110]\tTime  0.457 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7291e-01 (1.9873e-01)\tAcc@1  89.84 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1040/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8697e-01 (1.9865e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1050/2110]\tTime  0.468 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4905e-01 (1.9841e-01)\tAcc@1  95.31 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1060/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1100e-01 (1.9832e-01)\tAcc@1  90.62 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1070/2110]\tTime  0.589 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6823e-01 (1.9869e-01)\tAcc@1  90.62 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1080/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0728e-01 (1.9838e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1090/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0437e-01 (1.9828e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1100/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6198e-01 (1.9829e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1110/2110]\tTime  0.549 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2998e-01 (1.9819e-01)\tAcc@1  92.19 ( 93.12)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1120/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5101e-01 (1.9814e-01)\tAcc@1  96.09 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1130/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5898e-01 (1.9826e-01)\tAcc@1  94.53 ( 93.12)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1140/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4702e-01 (1.9828e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1150/2110]\tTime  0.589 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5298e-01 (1.9841e-01)\tAcc@1  90.62 ( 93.11)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][1160/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.0831e-01 (1.9867e-01)\tAcc@1  88.28 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1170/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8926e-01 (1.9906e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1180/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6913e-01 (1.9883e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1190/2110]\tTime  0.568 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6657e-01 (1.9908e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1200/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2745e-01 (1.9894e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1210/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8800e-01 (1.9890e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1220/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9283e-01 (1.9904e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][1230/2110]\tTime  0.464 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7929e-01 (1.9911e-01)\tAcc@1  89.06 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1240/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0213e-01 (1.9883e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1250/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5307e-01 (1.9858e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1260/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4282e-01 (1.9868e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1270/2110]\tTime  0.595 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0751e-01 (1.9850e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][1280/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0937e-01 (1.9849e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1290/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4222e-01 (1.9860e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.75)\n","Epoch: [56][1300/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0467e-01 (1.9869e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1310/2110]\tTime  0.487 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6383e-01 (1.9874e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1320/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4751e-01 (1.9884e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1330/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4094e-01 (1.9890e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1340/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9960e-01 (1.9883e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1350/2110]\tTime  0.578 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6350e-01 (1.9862e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1360/2110]\tTime  0.462 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6116e-01 (1.9839e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1370/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6683e-01 (1.9853e-01)\tAcc@1  96.88 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1380/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7013e-01 (1.9876e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1390/2110]\tTime  0.575 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2111e-01 (1.9869e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1400/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8328e-01 (1.9879e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1410/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8770e-01 (1.9872e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1420/2110]\tTime  0.440 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3912e-01 (1.9859e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1430/2110]\tTime  0.477 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2859e-01 (1.9848e-01)\tAcc@1  90.62 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1440/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1369e-01 (1.9864e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1450/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2146e-01 (1.9873e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1460/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9700e-01 (1.9868e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1470/2110]\tTime  0.604 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.6827e-01 (1.9861e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1480/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 3.1939e-01 (1.9865e-01)\tAcc@1  88.28 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1490/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.9536e-01 (1.9879e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1500/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.7786e-01 (1.9876e-01)\tAcc@1  89.06 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1510/2110]\tTime  0.463 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.3899e-01 (1.9876e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1520/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8343e-01 (1.9878e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5  99.22 ( 99.75)\n","Epoch: [56][1530/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1597e-01 (1.9875e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1540/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5448e-01 (1.9860e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1550/2110]\tTime  0.590 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5403e-01 (1.9854e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1560/2110]\tTime  0.435 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.7820e-01 (1.9864e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1570/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.5740e-01 (1.9880e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1580/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.6415e-01 (1.9903e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1590/2110]\tTime  0.543 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8626e-01 (1.9901e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1600/2110]\tTime  0.466 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2917e-01 (1.9904e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1610/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.0631e-01 (1.9905e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1620/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1899e-01 (1.9900e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1630/2110]\tTime  0.601 ( 0.450)\tData  0.001 ( 0.000)\tLoss 1.8267e-01 (1.9897e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1640/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.5046e-01 (1.9885e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5  97.66 ( 99.76)\n","Epoch: [56][1650/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5440e-01 (1.9869e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1660/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.4237e-01 (1.9857e-01)\tAcc@1  91.41 ( 93.11)\tAcc@5  98.44 ( 99.76)\n","Epoch: [56][1670/2110]\tTime  0.587 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7238e-01 (1.9853e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1680/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.7798e-01 (1.9853e-01)\tAcc@1  89.06 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1690/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.4798e-01 (1.9849e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1700/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9767e-01 (1.9845e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1710/2110]\tTime  0.456 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.4350e-01 (1.9842e-01)\tAcc@1  92.97 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1720/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5242e-01 (1.9843e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1730/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.3876e-01 (1.9857e-01)\tAcc@1  92.19 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1740/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7576e-01 (1.9849e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1750/2110]\tTime  0.596 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.8438e-01 (1.9862e-01)\tAcc@1  88.28 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1760/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.7136e-01 (1.9880e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5  98.44 ( 99.76)\n","Epoch: [56][1770/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.7765e-01 (1.9894e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1780/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.0806e-01 (1.9910e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1790/2110]\tTime  0.459 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.1704e-01 (1.9911e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1800/2110]\tTime  0.439 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.7172e-01 (1.9915e-01)\tAcc@1  87.50 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1810/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.3936e-01 (1.9926e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1820/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.2587e-01 (1.9930e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1830/2110]\tTime  0.432 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.4678e-01 (1.9921e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1840/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.000)\tLoss 9.9422e-02 (1.9926e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1850/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.3718e-01 (1.9928e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1860/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.5993e-01 (1.9931e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1870/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.9365e-01 (1.9934e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1880/2110]\tTime  0.442 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.5071e-01 (1.9954e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1890/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.1807e-01 (1.9953e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1900/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.1329e-01 (1.9942e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1910/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.8600e-01 (1.9934e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1920/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.3837e-01 (1.9938e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1930/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.4683e-01 (1.9943e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1940/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.3131e-01 (1.9931e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1950/2110]\tTime  0.432 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.8655e-01 (1.9929e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1960/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.9535e-01 (1.9919e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1970/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.4610e-01 (1.9920e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][1980/2110]\tTime  0.433 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.1008e-01 (1.9927e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][1990/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.0647e-01 (1.9924e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2000/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.9150e-01 (1.9912e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][2010/2110]\tTime  0.443 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.7625e-01 (1.9908e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2020/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.6956e-01 (1.9903e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][2030/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.8036e-01 (1.9901e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2040/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.2319e-01 (1.9887e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2050/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.2626e-01 (1.9870e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2060/2110]\tTime  0.451 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.8839e-01 (1.9879e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2070/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.7728e-01 (1.9878e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2080/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.0731e-01 (1.9869e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [56][2090/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.1388e-01 (1.9868e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [56][2100/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.000)\tLoss 2.4730e-01 (1.9871e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","=> Acc@1 93.093 Acc@5 99.761\n","=> Val@1 82.670\n","==> 1013.76 seconds to train this epoch\n","\n","\n","----- epoch: 57, lr: 0.0010000000000000002 -----\n","epoch :  57\n","Epoch: [57][   0/2110]\tTime  0.724 ( 0.724)\tData  0.210 ( 0.210)\tLoss 2.2604e-01 (2.2604e-01)\tAcc@1  91.41 ( 91.41)\tAcc@5 100.00 (100.00)\n","Epoch: [57][  10/2110]\tTime  0.423 ( 0.481)\tData  0.000 ( 0.019)\tLoss 1.5158e-01 (1.9038e-01)\tAcc@1  95.31 ( 93.25)\tAcc@5 100.00 ( 99.79)\n","Epoch: [57][  20/2110]\tTime  0.429 ( 0.473)\tData  0.000 ( 0.010)\tLoss 2.7418e-01 (1.9443e-01)\tAcc@1  88.28 ( 92.82)\tAcc@5 100.00 ( 99.81)\n","Epoch: [57][  30/2110]\tTime  0.574 ( 0.471)\tData  0.000 ( 0.007)\tLoss 1.5479e-01 (1.9361e-01)\tAcc@1  94.53 ( 92.89)\tAcc@5 100.00 ( 99.85)\n","Epoch: [57][  40/2110]\tTime  0.434 ( 0.463)\tData  0.000 ( 0.005)\tLoss 2.9622e-01 (1.9798e-01)\tAcc@1  91.41 ( 92.78)\tAcc@5  99.22 ( 99.85)\n","Epoch: [57][  50/2110]\tTime  0.426 ( 0.460)\tData  0.000 ( 0.004)\tLoss 1.5727e-01 (1.9122e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5  99.22 ( 99.83)\n","Epoch: [57][  60/2110]\tTime  0.424 ( 0.458)\tData  0.000 ( 0.004)\tLoss 1.8903e-01 (1.8909e-01)\tAcc@1  92.97 ( 93.31)\tAcc@5 100.00 ( 99.82)\n","Epoch: [57][  70/2110]\tTime  0.467 ( 0.458)\tData  0.000 ( 0.003)\tLoss 1.7278e-01 (1.8913e-01)\tAcc@1  94.53 ( 93.29)\tAcc@5 100.00 ( 99.81)\n","Epoch: [57][  80/2110]\tTime  0.442 ( 0.456)\tData  0.000 ( 0.003)\tLoss 2.7263e-01 (1.9427e-01)\tAcc@1  90.62 ( 93.07)\tAcc@5  99.22 ( 99.82)\n","Epoch: [57][  90/2110]\tTime  0.436 ( 0.456)\tData  0.000 ( 0.003)\tLoss 2.2369e-01 (1.9319e-01)\tAcc@1  92.97 ( 93.17)\tAcc@5 100.00 ( 99.82)\n","Epoch: [57][ 100/2110]\tTime  0.426 ( 0.455)\tData  0.000 ( 0.002)\tLoss 1.5144e-01 (1.9356e-01)\tAcc@1  94.53 ( 93.15)\tAcc@5 100.00 ( 99.80)\n","Epoch: [57][ 110/2110]\tTime  0.580 ( 0.455)\tData  0.000 ( 0.002)\tLoss 2.7490e-01 (1.9591e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5 100.00 ( 99.80)\n","Epoch: [57][ 120/2110]\tTime  0.436 ( 0.454)\tData  0.000 ( 0.002)\tLoss 1.3326e-01 (1.9735e-01)\tAcc@1  96.09 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 130/2110]\tTime  0.424 ( 0.453)\tData  0.000 ( 0.002)\tLoss 1.2296e-01 (1.9520e-01)\tAcc@1  95.31 ( 93.14)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 140/2110]\tTime  0.425 ( 0.453)\tData  0.000 ( 0.002)\tLoss 1.2886e-01 (1.9647e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 150/2110]\tTime  0.507 ( 0.453)\tData  0.000 ( 0.002)\tLoss 1.7928e-01 (1.9532e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 160/2110]\tTime  0.431 ( 0.453)\tData  0.000 ( 0.002)\tLoss 1.1310e-01 (1.9487e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 170/2110]\tTime  0.433 ( 0.453)\tData  0.000 ( 0.002)\tLoss 2.3117e-01 (1.9470e-01)\tAcc@1  88.28 ( 93.07)\tAcc@5 100.00 ( 99.79)\n","Epoch: [57][ 180/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0375e-01 (1.9468e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.79)\n","Epoch: [57][ 190/2110]\tTime  0.606 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.8883e-01 (1.9606e-01)\tAcc@1  89.06 ( 93.03)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 200/2110]\tTime  0.420 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.1971e-01 (1.9632e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 210/2110]\tTime  0.431 ( 0.453)\tData  0.005 ( 0.001)\tLoss 1.7519e-01 (1.9702e-01)\tAcc@1  94.53 ( 92.99)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 220/2110]\tTime  0.421 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3290e-01 (1.9662e-01)\tAcc@1  90.62 ( 93.01)\tAcc@5  99.22 ( 99.79)\n","Epoch: [57][ 230/2110]\tTime  0.591 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.8612e-01 (1.9723e-01)\tAcc@1  90.62 ( 92.96)\tAcc@5 100.00 ( 99.79)\n","Epoch: [57][ 240/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.6426e-01 (1.9823e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 250/2110]\tTime  0.429 ( 0.453)\tData  0.002 ( 0.001)\tLoss 1.6948e-01 (1.9734e-01)\tAcc@1  92.97 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 260/2110]\tTime  0.426 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.8078e-01 (1.9846e-01)\tAcc@1  92.19 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 270/2110]\tTime  0.473 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.7577e-01 (1.9878e-01)\tAcc@1  91.41 ( 92.94)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 280/2110]\tTime  0.429 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.3732e-01 (1.9980e-01)\tAcc@1  96.09 ( 92.90)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 290/2110]\tTime  0.422 ( 0.453)\tData  0.000 ( 0.001)\tLoss 3.0553e-01 (1.9963e-01)\tAcc@1  89.84 ( 92.94)\tAcc@5  98.44 ( 99.78)\n","Epoch: [57][ 300/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7337e-01 (1.9968e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 310/2110]\tTime  0.595 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.5442e-01 (2.0001e-01)\tAcc@1  89.06 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 320/2110]\tTime  0.427 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9798e-01 (2.0045e-01)\tAcc@1  92.19 ( 92.91)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 330/2110]\tTime  0.431 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.2173e-01 (1.9988e-01)\tAcc@1  96.09 ( 92.95)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 340/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8494e-01 (1.9989e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 350/2110]\tTime  0.450 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.0866e-01 (2.0058e-01)\tAcc@1  91.41 ( 92.92)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 360/2110]\tTime  0.435 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1224e-01 (2.0019e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 370/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.4158e-01 (2.0069e-01)\tAcc@1  96.09 ( 92.91)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 380/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.5222e-01 (2.0094e-01)\tAcc@1  92.97 ( 92.91)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 390/2110]\tTime  0.614 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.7288e-01 (2.0092e-01)\tAcc@1  89.06 ( 92.92)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 400/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 3.3049e-01 (2.0144e-01)\tAcc@1  91.41 ( 92.90)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 410/2110]\tTime  0.418 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7613e-01 (2.0192e-01)\tAcc@1  94.53 ( 92.90)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 420/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.4017e-01 (2.0163e-01)\tAcc@1  93.75 ( 92.92)\tAcc@5  97.66 ( 99.77)\n","Epoch: [57][ 430/2110]\tTime  0.515 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1257e-01 (2.0171e-01)\tAcc@1  89.84 ( 92.91)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 440/2110]\tTime  0.435 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9170e-01 (2.0122e-01)\tAcc@1  92.97 ( 92.94)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 450/2110]\tTime  0.425 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.5925e-01 (2.0093e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 460/2110]\tTime  0.445 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1572e-01 (2.0089e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 470/2110]\tTime  0.617 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.5918e-01 (2.0092e-01)\tAcc@1  92.97 ( 92.95)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 480/2110]\tTime  0.437 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9427e-01 (2.0080e-01)\tAcc@1  93.75 ( 92.96)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 490/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7886e-01 (2.0062e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 500/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.2260e-01 (2.0060e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][ 510/2110]\tTime  0.598 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4139e-01 (2.0036e-01)\tAcc@1  96.09 ( 92.99)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 520/2110]\tTime  0.425 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1411e-01 (2.0037e-01)\tAcc@1  92.19 ( 92.99)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][ 530/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.0537e-01 (2.0039e-01)\tAcc@1  96.09 ( 92.98)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][ 540/2110]\tTime  0.424 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.2314e-01 (1.9983e-01)\tAcc@1  98.44 ( 93.01)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 550/2110]\tTime  0.446 ( 0.451)\tData  0.001 ( 0.001)\tLoss 1.6451e-01 (2.0054e-01)\tAcc@1  92.19 ( 92.98)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 560/2110]\tTime  0.430 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.1610e-01 (2.0060e-01)\tAcc@1  96.88 ( 92.97)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 570/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.0841e-01 (2.0088e-01)\tAcc@1  92.97 ( 92.97)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 580/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.4411e-01 (2.0130e-01)\tAcc@1  92.19 ( 92.96)\tAcc@5  98.44 ( 99.76)\n","Epoch: [57][ 590/2110]\tTime  0.589 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.0378e-01 (2.0120e-01)\tAcc@1  93.75 ( 92.97)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 600/2110]\tTime  0.446 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.5785e-01 (2.0106e-01)\tAcc@1  96.09 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 610/2110]\tTime  0.432 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9601e-01 (2.0112e-01)\tAcc@1  90.62 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 620/2110]\tTime  0.436 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1323e-01 (2.0108e-01)\tAcc@1  92.19 ( 92.97)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 630/2110]\tTime  0.512 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9655e-01 (2.0088e-01)\tAcc@1  93.75 ( 92.98)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 640/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.3436e-01 (2.0088e-01)\tAcc@1  94.53 ( 92.99)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 650/2110]\tTime  0.440 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1566e-01 (2.0046e-01)\tAcc@1  92.19 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 660/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9196e-01 (2.0082e-01)\tAcc@1  93.75 ( 92.99)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 670/2110]\tTime  0.590 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.4348e-01 (2.0081e-01)\tAcc@1  96.09 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 680/2110]\tTime  0.420 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.7934e-01 (2.0066e-01)\tAcc@1  95.31 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 690/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8643e-01 (2.0072e-01)\tAcc@1  92.97 ( 93.00)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 700/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.6182e-01 (2.0063e-01)\tAcc@1  96.09 ( 93.01)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 710/2110]\tTime  0.430 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.9967e-01 (2.0065e-01)\tAcc@1  92.97 ( 93.02)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][ 720/2110]\tTime  0.428 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9600e-01 (2.0036e-01)\tAcc@1  92.19 ( 93.03)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 730/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.3243e-01 (2.0040e-01)\tAcc@1  91.41 ( 93.02)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 740/2110]\tTime  0.435 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.6229e-01 (2.0072e-01)\tAcc@1  94.53 ( 93.01)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 750/2110]\tTime  0.437 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.6433e-01 (2.0041e-01)\tAcc@1  90.62 ( 93.03)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 760/2110]\tTime  0.427 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1638e-01 (1.9996e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5  99.22 ( 99.76)\n","Epoch: [57][ 770/2110]\tTime  0.421 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9894e-01 (1.9993e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 780/2110]\tTime  0.431 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.4401e-01 (2.0000e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 790/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9434e-01 (1.9968e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 800/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.1947e-01 (1.9962e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 810/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.8471e-01 (1.9948e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 820/2110]\tTime  0.454 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4913e-01 (1.9942e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 830/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1478e-01 (1.9908e-01)\tAcc@1  97.66 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 840/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.1189e-01 (1.9939e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 850/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9798e-01 (1.9947e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 860/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2787e-01 (1.9914e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 870/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7028e-01 (1.9944e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 880/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1674e-01 (1.9927e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 890/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6151e-01 (1.9928e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 900/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3294e-01 (1.9937e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 910/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7846e-01 (1.9924e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 920/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.8883e-01 (1.9943e-01)\tAcc@1  88.28 ( 93.05)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][ 930/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4637e-01 (1.9955e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [57][ 940/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8277e-01 (1.9936e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 950/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 9.8173e-02 (1.9933e-01)\tAcc@1  96.88 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 960/2110]\tTime  0.418 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2835e-01 (1.9941e-01)\tAcc@1  91.41 ( 93.04)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][ 970/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3185e-01 (1.9930e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][ 980/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7488e-01 (1.9907e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][ 990/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8693e-01 (1.9864e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1000/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0938e-01 (1.9878e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1010/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2357e-01 (1.9875e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1020/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1445e-01 (1.9840e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1030/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1358e-01 (1.9827e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1040/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7411e-01 (1.9818e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1050/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4669e-01 (1.9807e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1060/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8171e-01 (1.9827e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1070/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1483e-01 (1.9815e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1080/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0105e-01 (1.9815e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1090/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3487e-01 (1.9827e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1100/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3126e-01 (1.9835e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][1110/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6309e-01 (1.9837e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1120/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4488e-01 (1.9848e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1130/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7610e-01 (1.9840e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1140/2110]\tTime  0.488 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3898e-01 (1.9864e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1150/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4263e-01 (1.9880e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1160/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7187e-01 (1.9872e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1170/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9041e-01 (1.9888e-01)\tAcc@1  89.06 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1180/2110]\tTime  0.492 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7954e-01 (1.9873e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1190/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9043e-01 (1.9876e-01)\tAcc@1  89.06 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1200/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2715e-01 (1.9872e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1210/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1335e-01 (1.9886e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1220/2110]\tTime  0.604 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2876e-01 (1.9864e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1230/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3018e-01 (1.9868e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1240/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.6400e-01 (1.9875e-01)\tAcc@1  85.94 ( 93.07)\tAcc@5  98.44 ( 99.77)\n","Epoch: [57][1250/2110]\tTime  0.418 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6017e-01 (1.9868e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1260/2110]\tTime  0.538 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9144e-01 (1.9854e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1270/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6711e-01 (1.9844e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1280/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7229e-01 (1.9833e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1290/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1105e-01 (1.9849e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1300/2110]\tTime  0.581 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1720e-01 (1.9828e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1310/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3778e-01 (1.9839e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1320/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5539e-01 (1.9859e-01)\tAcc@1  90.62 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1330/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 9.5073e-02 (1.9852e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1340/2110]\tTime  0.574 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4470e-01 (1.9849e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1350/2110]\tTime  0.438 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.8318e-01 (1.9841e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1360/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0245e-01 (1.9826e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1370/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1559e-01 (1.9841e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1380/2110]\tTime  0.455 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5928e-01 (1.9835e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1390/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.2319e-01 (1.9852e-01)\tAcc@1  89.06 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [57][1400/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0582e-01 (1.9853e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1410/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0964e-01 (1.9845e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1420/2110]\tTime  0.580 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8372e-01 (1.9830e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1430/2110]\tTime  0.427 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1360e-01 (1.9813e-01)\tAcc@1  89.84 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1440/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4469e-01 (1.9808e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1450/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9237e-01 (1.9782e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1460/2110]\tTime  0.523 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6169e-01 (1.9770e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1470/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6766e-01 (1.9757e-01)\tAcc@1  91.41 ( 93.11)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1480/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6028e-01 (1.9760e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1490/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5152e-01 (1.9760e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1500/2110]\tTime  0.583 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6749e-01 (1.9771e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1510/2110]\tTime  0.448 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5140e-01 (1.9768e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5 100.00 ( 99.77)\n","Epoch: [57][1520/2110]\tTime  0.425 ( 0.450)\tData  0.001 ( 0.001)\tLoss 2.4094e-01 (1.9779e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1530/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4736e-01 (1.9778e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1540/2110]\tTime  0.562 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3517e-01 (1.9773e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1550/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3602e-01 (1.9757e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1560/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6233e-01 (1.9765e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1570/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8064e-01 (1.9758e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1580/2110]\tTime  0.450 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2422e-01 (1.9744e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1590/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6355e-01 (1.9746e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1600/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2369e-01 (1.9758e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1610/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1061e-01 (1.9762e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1620/2110]\tTime  0.594 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6602e-01 (1.9767e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1630/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.3912e-01 (1.9778e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5  98.44 ( 99.78)\n","Epoch: [57][1640/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.9830e-01 (1.9784e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5  98.44 ( 99.78)\n","Epoch: [57][1650/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2523e-01 (1.9786e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1660/2110]\tTime  0.489 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6634e-01 (1.9782e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1670/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0896e-01 (1.9763e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1680/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6934e-01 (1.9762e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1690/2110]\tTime  0.441 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4473e-01 (1.9775e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1700/2110]\tTime  0.598 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4414e-01 (1.9770e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1710/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0557e-01 (1.9783e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1720/2110]\tTime  0.430 ( 0.450)\tData  0.001 ( 0.001)\tLoss 1.6442e-01 (1.9777e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1730/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7696e-01 (1.9778e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1740/2110]\tTime  0.607 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6079e-01 (1.9777e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1750/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.0713e-01 (1.9787e-01)\tAcc@1  87.50 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1760/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0328e-01 (1.9787e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1770/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6380e-01 (1.9783e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1780/2110]\tTime  0.468 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4776e-01 (1.9768e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1790/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1065e-01 (1.9781e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1800/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7602e-01 (1.9799e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1810/2110]\tTime  0.440 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.3194e-01 (1.9792e-01)\tAcc@1  89.84 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1820/2110]\tTime  0.584 ( 0.450)\tData  0.000 ( 0.001)\tLoss 9.9830e-02 (1.9797e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1830/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2542e-01 (1.9796e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1840/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 7.5182e-02 (1.9781e-01)\tAcc@1  97.66 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1850/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2965e-01 (1.9782e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1860/2110]\tTime  0.506 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6787e-01 (1.9795e-01)\tAcc@1  96.88 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1870/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0585e-01 (1.9782e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1880/2110]\tTime  0.450 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6783e-01 (1.9784e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1890/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5712e-01 (1.9781e-01)\tAcc@1  96.88 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1900/2110]\tTime  0.587 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3610e-01 (1.9797e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1910/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0358e-01 (1.9794e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1920/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8977e-01 (1.9796e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1930/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3634e-01 (1.9792e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1940/2110]\tTime  0.585 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9212e-01 (1.9781e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1950/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9711e-01 (1.9784e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1960/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1056e-01 (1.9793e-01)\tAcc@1  96.88 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1970/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7394e-01 (1.9791e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][1980/2110]\tTime  0.453 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2918e-01 (1.9791e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][1990/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3972e-01 (1.9793e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2000/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7587e-01 (1.9794e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2010/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9234e-01 (1.9785e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2020/2110]\tTime  0.557 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8190e-01 (1.9788e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2030/2110]\tTime  0.424 ( 0.449)\tData  0.001 ( 0.001)\tLoss 1.1158e-01 (1.9788e-01)\tAcc@1  96.88 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][2040/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9918e-01 (1.9784e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2050/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2702e-01 (1.9782e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2060/2110]\tTime  0.453 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6027e-01 (1.9781e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [57][2070/2110]\tTime  0.462 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.6452e-01 (1.9795e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2080/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 3.0615e-01 (1.9799e-01)\tAcc@1  87.50 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2090/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8676e-01 (1.9793e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [57][2100/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7430e-01 (1.9797e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","=> Acc@1 93.089 Acc@5 99.775\n","=> Val@1 82.467\n","==> 1013.25 seconds to train this epoch\n","\n","\n","----- epoch: 58, lr: 0.0010000000000000002 -----\n","epoch :  58\n","Epoch: [58][   0/2110]\tTime  0.735 ( 0.735)\tData  0.213 ( 0.213)\tLoss 2.8340e-01 (2.8340e-01)\tAcc@1  91.41 ( 91.41)\tAcc@5  99.22 ( 99.22)\n","Epoch: [58][  10/2110]\tTime  0.422 ( 0.488)\tData  0.000 ( 0.020)\tLoss 1.8518e-01 (2.2491e-01)\tAcc@1  92.97 ( 92.19)\tAcc@5 100.00 ( 99.86)\n","Epoch: [58][  20/2110]\tTime  0.449 ( 0.477)\tData  0.000 ( 0.010)\tLoss 1.6288e-01 (2.0748e-01)\tAcc@1  92.19 ( 92.60)\tAcc@5 100.00 ( 99.93)\n","Epoch: [58][  30/2110]\tTime  0.424 ( 0.463)\tData  0.000 ( 0.007)\tLoss 1.2347e-01 (2.0564e-01)\tAcc@1  96.09 ( 92.62)\tAcc@5 100.00 ( 99.87)\n","Epoch: [58][  40/2110]\tTime  0.423 ( 0.461)\tData  0.000 ( 0.006)\tLoss 1.9773e-01 (2.0702e-01)\tAcc@1  94.53 ( 92.64)\tAcc@5 100.00 ( 99.85)\n","Epoch: [58][  50/2110]\tTime  0.431 ( 0.458)\tData  0.000 ( 0.005)\tLoss 2.4486e-01 (2.0935e-01)\tAcc@1  89.84 ( 92.63)\tAcc@5 100.00 ( 99.85)\n","Epoch: [58][  60/2110]\tTime  0.440 ( 0.456)\tData  0.000 ( 0.004)\tLoss 1.8036e-01 (2.0339e-01)\tAcc@1  93.75 ( 92.87)\tAcc@5 100.00 ( 99.85)\n","Epoch: [58][  70/2110]\tTime  0.443 ( 0.455)\tData  0.000 ( 0.003)\tLoss 1.5831e-01 (1.9949e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5  99.22 ( 99.80)\n","Epoch: [58][  80/2110]\tTime  0.422 ( 0.454)\tData  0.000 ( 0.003)\tLoss 1.3414e-01 (1.9895e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][  90/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.003)\tLoss 1.7535e-01 (1.9617e-01)\tAcc@1  94.53 ( 93.13)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 100/2110]\tTime  0.596 ( 0.453)\tData  0.000 ( 0.002)\tLoss 3.2660e-01 (1.9928e-01)\tAcc@1  86.72 ( 93.01)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 110/2110]\tTime  0.421 ( 0.452)\tData  0.000 ( 0.002)\tLoss 2.4979e-01 (1.9793e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 120/2110]\tTime  0.430 ( 0.451)\tData  0.000 ( 0.002)\tLoss 1.9298e-01 (1.9954e-01)\tAcc@1  93.75 ( 93.01)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 130/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.002)\tLoss 1.4245e-01 (1.9779e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 140/2110]\tTime  0.477 ( 0.450)\tData  0.000 ( 0.002)\tLoss 1.8310e-01 (1.9565e-01)\tAcc@1  91.41 ( 93.17)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 150/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.0063e-01 (1.9497e-01)\tAcc@1  92.97 ( 93.23)\tAcc@5  99.22 ( 99.80)\n","Epoch: [58][ 160/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.4734e-01 (1.9587e-01)\tAcc@1  89.84 ( 93.19)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 170/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.1465e-01 (1.9567e-01)\tAcc@1  92.19 ( 93.22)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 180/2110]\tTime  0.577 ( 0.450)\tData  0.000 ( 0.002)\tLoss 2.2586e-01 (1.9299e-01)\tAcc@1  91.41 ( 93.31)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 190/2110]\tTime  0.420 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.2772e-01 (1.9351e-01)\tAcc@1  92.19 ( 93.33)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 200/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0722e-01 (1.9433e-01)\tAcc@1  91.41 ( 93.31)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 210/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7620e-01 (1.9422e-01)\tAcc@1  94.53 ( 93.30)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 220/2110]\tTime  0.557 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.0357e-01 (1.9322e-01)\tAcc@1  97.66 ( 93.32)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 230/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.2347e-01 (1.9340e-01)\tAcc@1  96.88 ( 93.31)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 240/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.9832e-01 (1.9512e-01)\tAcc@1  92.19 ( 93.28)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 250/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.7913e-01 (1.9651e-01)\tAcc@1  92.19 ( 93.24)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 260/2110]\tTime  0.591 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.4313e-01 (1.9633e-01)\tAcc@1  94.53 ( 93.26)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 270/2110]\tTime  0.422 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.5023e-01 (1.9717e-01)\tAcc@1  95.31 ( 93.22)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 280/2110]\tTime  0.434 ( 0.451)\tData  0.000 ( 0.001)\tLoss 1.8876e-01 (1.9729e-01)\tAcc@1  93.75 ( 93.19)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 290/2110]\tTime  0.432 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.2382e-01 (1.9600e-01)\tAcc@1  91.41 ( 93.22)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 300/2110]\tTime  0.521 ( 0.451)\tData  0.000 ( 0.001)\tLoss 2.3356e-01 (1.9581e-01)\tAcc@1  92.97 ( 93.24)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 310/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8058e-01 (1.9557e-01)\tAcc@1  93.75 ( 93.26)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 320/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.8016e-01 (1.9666e-01)\tAcc@1  89.84 ( 93.22)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 330/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0134e-01 (1.9602e-01)\tAcc@1  94.53 ( 93.25)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 340/2110]\tTime  0.441 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6417e-01 (1.9623e-01)\tAcc@1  93.75 ( 93.23)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 350/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3684e-01 (1.9594e-01)\tAcc@1  95.31 ( 93.23)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 360/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6182e-01 (1.9569e-01)\tAcc@1  93.75 ( 93.24)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 370/2110]\tTime  0.429 ( 0.450)\tData  0.002 ( 0.001)\tLoss 2.2511e-01 (1.9504e-01)\tAcc@1  91.41 ( 93.25)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 380/2110]\tTime  0.576 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3012e-01 (1.9569e-01)\tAcc@1  92.19 ( 93.22)\tAcc@5  98.44 ( 99.79)\n","Epoch: [58][ 390/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8608e-01 (1.9664e-01)\tAcc@1  92.97 ( 93.17)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 400/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0007e-01 (1.9675e-01)\tAcc@1  92.97 ( 93.17)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 410/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4735e-01 (1.9691e-01)\tAcc@1  91.41 ( 93.17)\tAcc@5  99.22 ( 99.79)\n","Epoch: [58][ 420/2110]\tTime  0.459 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9639e-01 (1.9711e-01)\tAcc@1  93.75 ( 93.15)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 430/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1868e-01 (1.9687e-01)\tAcc@1  89.84 ( 93.16)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 440/2110]\tTime  0.442 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0300e-01 (1.9676e-01)\tAcc@1  92.19 ( 93.15)\tAcc@5  99.22 ( 99.80)\n","Epoch: [58][ 450/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9399e-01 (1.9661e-01)\tAcc@1  92.97 ( 93.15)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 460/2110]\tTime  0.587 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.4450e-01 (1.9666e-01)\tAcc@1  92.19 ( 93.16)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 470/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5985e-01 (1.9694e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 480/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4223e-01 (1.9659e-01)\tAcc@1  96.09 ( 93.14)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 490/2110]\tTime  0.430 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.9869e-01 (1.9685e-01)\tAcc@1  89.06 ( 93.14)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 500/2110]\tTime  0.529 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5824e-01 (1.9700e-01)\tAcc@1  96.09 ( 93.13)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 510/2110]\tTime  0.456 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9554e-01 (1.9724e-01)\tAcc@1  91.41 ( 93.11)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 520/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0591e-01 (1.9703e-01)\tAcc@1  91.41 ( 93.12)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 530/2110]\tTime  0.436 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1099e-01 (1.9726e-01)\tAcc@1  92.19 ( 93.13)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 540/2110]\tTime  0.601 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5878e-01 (1.9738e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 550/2110]\tTime  0.443 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0562e-01 (1.9767e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 560/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8308e-01 (1.9778e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 570/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.4349e-01 (1.9812e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 580/2110]\tTime  0.599 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6993e-01 (1.9834e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 590/2110]\tTime  0.437 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5513e-01 (1.9864e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.80)\n","Epoch: [58][ 600/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6768e-01 (1.9859e-01)\tAcc@1  96.09 ( 93.04)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 610/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9687e-01 (1.9869e-01)\tAcc@1  92.97 ( 93.03)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 620/2110]\tTime  0.464 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5323e-01 (1.9872e-01)\tAcc@1  95.31 ( 93.04)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 630/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.8523e-01 (1.9887e-01)\tAcc@1  89.06 ( 93.02)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 640/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9394e-01 (1.9869e-01)\tAcc@1  92.97 ( 93.04)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 650/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.8886e-01 (1.9827e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 660/2110]\tTime  0.606 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5748e-01 (1.9827e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.79)\n","Epoch: [58][ 670/2110]\tTime  0.420 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.9382e-01 (1.9880e-01)\tAcc@1  90.62 ( 93.04)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 680/2110]\tTime  0.451 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7969e-01 (1.9873e-01)\tAcc@1  93.75 ( 93.04)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 690/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0144e-01 (1.9858e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 700/2110]\tTime  0.476 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7313e-01 (1.9848e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 710/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5763e-01 (1.9856e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 720/2110]\tTime  0.487 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6491e-01 (1.9850e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 730/2110]\tTime  0.426 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7406e-01 (1.9824e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 740/2110]\tTime  0.597 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7244e-01 (1.9861e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 750/2110]\tTime  0.440 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0749e-01 (1.9871e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 760/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.2701e-01 (1.9872e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 770/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5101e-01 (1.9867e-01)\tAcc@1  96.09 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 780/2110]\tTime  0.528 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0377e-01 (1.9884e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 790/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9713e-01 (1.9902e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 800/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1984e-01 (1.9909e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 810/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9832e-01 (1.9914e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 820/2110]\tTime  0.588 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4591e-01 (1.9893e-01)\tAcc@1  93.75 ( 93.04)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 830/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0646e-01 (1.9881e-01)\tAcc@1  92.19 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 840/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5950e-01 (1.9898e-01)\tAcc@1  94.53 ( 93.04)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 850/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9576e-01 (1.9906e-01)\tAcc@1  92.19 ( 93.04)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 860/2110]\tTime  0.593 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.2419e-01 (1.9919e-01)\tAcc@1  96.88 ( 93.04)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 870/2110]\tTime  0.421 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6319e-01 (1.9873e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 880/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8017e-01 (1.9868e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][ 890/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.0731e-01 (1.9855e-01)\tAcc@1  96.09 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 900/2110]\tTime  0.467 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9928e-01 (1.9864e-01)\tAcc@1  89.06 ( 93.05)\tAcc@5  98.44 ( 99.78)\n","Epoch: [58][ 910/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5828e-01 (1.9853e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 920/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3483e-01 (1.9856e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 930/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3503e-01 (1.9857e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 940/2110]\tTime  0.582 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2474e-01 (1.9837e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 950/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3782e-01 (1.9812e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 960/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4357e-01 (1.9815e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 970/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7955e-01 (1.9818e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 980/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5089e-01 (1.9826e-01)\tAcc@1  96.88 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][ 990/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3917e-01 (1.9824e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][1000/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1750e-01 (1.9847e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1010/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8906e-01 (1.9857e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1020/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4628e-01 (1.9860e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1030/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1887e-01 (1.9852e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1040/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9136e-01 (1.9846e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1050/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1696e-01 (1.9839e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][1060/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4788e-01 (1.9863e-01)\tAcc@1  91.41 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1070/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.2552e-01 (1.9859e-01)\tAcc@1  90.62 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1080/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1718e-01 (1.9883e-01)\tAcc@1  94.53 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][1090/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.4559e-01 (1.9880e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5 100.00 ( 99.78)\n","Epoch: [58][1100/2110]\tTime  0.443 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9384e-01 (1.9882e-01)\tAcc@1  89.84 ( 93.05)\tAcc@5  99.22 ( 99.78)\n","Epoch: [58][1110/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1564e-01 (1.9898e-01)\tAcc@1  95.31 ( 93.05)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1120/2110]\tTime  0.422 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8661e-01 (1.9883e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1130/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5609e-01 (1.9876e-01)\tAcc@1  96.09 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1140/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.5855e-01 (1.9865e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1150/2110]\tTime  0.440 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.3109e-01 (1.9870e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1160/2110]\tTime  0.425 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9994e-01 (1.9879e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1170/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.6937e-01 (1.9873e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1180/2110]\tTime  0.422 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.3894e-01 (1.9857e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1190/2110]\tTime  0.441 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.6241e-01 (1.9862e-01)\tAcc@1  89.06 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1200/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.1062e-01 (1.9866e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1210/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 2.0095e-01 (1.9864e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1220/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.001)\tLoss 3.3885e-01 (1.9878e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1230/2110]\tTime  0.421 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.0161e-01 (1.9843e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1240/2110]\tTime  0.436 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9610e-01 (1.9851e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1250/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7205e-01 (1.9851e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1260/2110]\tTime  0.434 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9095e-01 (1.9842e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1270/2110]\tTime  0.428 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.9336e-01 (1.9841e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1280/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.9522e-01 (1.9870e-01)\tAcc@1  85.94 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1290/2110]\tTime  0.445 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.7609e-01 (1.9860e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1300/2110]\tTime  0.424 ( 0.449)\tData  0.000 ( 0.001)\tLoss 1.1570e-01 (1.9860e-01)\tAcc@1  96.88 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1310/2110]\tTime  0.437 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0451e-01 (1.9867e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1320/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.0699e-01 (1.9861e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1330/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6607e-01 (1.9861e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1340/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7724e-01 (1.9851e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1350/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6166e-01 (1.9837e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1360/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6856e-01 (1.9839e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1370/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5030e-01 (1.9826e-01)\tAcc@1  89.06 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1380/2110]\tTime  0.448 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3768e-01 (1.9862e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1390/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5393e-01 (1.9861e-01)\tAcc@1  88.28 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1400/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9275e-01 (1.9879e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1410/2110]\tTime  0.475 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8738e-01 (1.9875e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1420/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7030e-01 (1.9875e-01)\tAcc@1  90.62 ( 93.07)\tAcc@5  97.66 ( 99.77)\n","Epoch: [58][1430/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.8147e-01 (1.9889e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1440/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6028e-01 (1.9892e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1450/2110]\tTime  0.505 ( 0.450)\tData  0.000 ( 0.001)\tLoss 3.1199e-01 (1.9896e-01)\tAcc@1  88.28 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1460/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.5721e-01 (1.9896e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1470/2110]\tTime  0.428 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.1101e-01 (1.9898e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5  98.44 ( 99.77)\n","Epoch: [58][1480/2110]\tTime  0.429 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5903e-01 (1.9878e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1490/2110]\tTime  0.465 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8259e-01 (1.9900e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5  99.22 ( 99.77)\n","Epoch: [58][1500/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.3835e-01 (1.9899e-01)\tAcc@1  90.62 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [58][1510/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.7996e-01 (1.9908e-01)\tAcc@1  93.75 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1520/2110]\tTime  0.436 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.6196e-01 (1.9913e-01)\tAcc@1  89.84 ( 93.06)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1530/2110]\tTime  0.578 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.9474e-01 (1.9921e-01)\tAcc@1  87.50 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1540/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.4932e-01 (1.9925e-01)\tAcc@1  88.28 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1550/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7204e-01 (1.9926e-01)\tAcc@1  92.97 ( 93.05)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1560/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4625e-01 (1.9917e-01)\tAcc@1  95.31 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1570/2110]\tTime  0.440 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.6772e-01 (1.9914e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1580/2110]\tTime  0.434 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.9320e-01 (1.9914e-01)\tAcc@1  92.97 ( 93.06)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1590/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.4686e-01 (1.9891e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1600/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.1280e-01 (1.9878e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1610/2110]\tTime  0.453 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5548e-01 (1.9873e-01)\tAcc@1  96.88 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1620/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.001)\tLoss 2.7613e-01 (1.9867e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1630/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.5695e-01 (1.9861e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1640/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.001)\tLoss 1.3692e-01 (1.9878e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1650/2110]\tTime  0.448 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7978e-01 (1.9878e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1660/2110]\tTime  0.446 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9111e-01 (1.9873e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1670/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.4048e-01 (1.9869e-01)\tAcc@1  88.28 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1680/2110]\tTime  0.431 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.7093e-01 (1.9871e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1690/2110]\tTime  0.444 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7948e-01 (1.9875e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1700/2110]\tTime  0.423 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.8103e-01 (1.9866e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1710/2110]\tTime  0.429 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.9024e-01 (1.9861e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1720/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1172e-01 (1.9878e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1730/2110]\tTime  0.477 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7926e-01 (1.9869e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1740/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2667e-01 (1.9863e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1750/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.0376e-01 (1.9862e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1760/2110]\tTime  0.431 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.4625e-01 (1.9876e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1770/2110]\tTime  0.570 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8556e-01 (1.9878e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1780/2110]\tTime  0.462 ( 0.449)\tData  0.000 ( 0.000)\tLoss 1.9850e-01 (1.9867e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1790/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.5605e-01 (1.9849e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1800/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1695e-01 (1.9855e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1810/2110]\tTime  0.576 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9515e-01 (1.9854e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1820/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.000)\tLoss 3.0949e-01 (1.9856e-01)\tAcc@1  89.84 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1830/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8778e-01 (1.9844e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1840/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7344e-01 (1.9845e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1850/2110]\tTime  0.450 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9296e-01 (1.9841e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1860/2110]\tTime  0.424 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2807e-01 (1.9846e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1870/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7246e-01 (1.9838e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1880/2110]\tTime  0.427 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.4176e-01 (1.9832e-01)\tAcc@1  89.84 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1890/2110]\tTime  0.473 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1367e-01 (1.9831e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1900/2110]\tTime  0.432 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7691e-01 (1.9842e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1910/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 3.3818e-01 (1.9861e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1920/2110]\tTime  0.433 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.1331e-01 (1.9877e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1930/2110]\tTime  0.480 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.6152e-01 (1.9877e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1940/2110]\tTime  0.460 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.0258e-01 (1.9880e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1950/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.7940e-01 (1.9883e-01)\tAcc@1  89.84 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1960/2110]\tTime  0.437 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2142e-01 (1.9896e-01)\tAcc@1  91.41 ( 93.09)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1970/2110]\tTime  0.620 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.7821e-01 (1.9908e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][1980/2110]\tTime  0.456 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.6233e-01 (1.9914e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][1990/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.8205e-01 (1.9919e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2000/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9637e-01 (1.9914e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2010/2110]\tTime  0.555 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.2751e-01 (1.9913e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2020/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.5947e-01 (1.9910e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2030/2110]\tTime  0.435 ( 0.450)\tData  0.000 ( 0.000)\tLoss 3.6286e-01 (1.9907e-01)\tAcc@1  88.28 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2040/2110]\tTime  0.426 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.6504e-01 (1.9904e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2050/2110]\tTime  0.603 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.0954e-01 (1.9899e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2060/2110]\tTime  0.425 ( 0.450)\tData  0.000 ( 0.000)\tLoss 3.1131e-01 (1.9911e-01)\tAcc@1  90.62 ( 93.07)\tAcc@5  99.22 ( 99.76)\n","Epoch: [58][2070/2110]\tTime  0.430 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.1189e-01 (1.9895e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2080/2110]\tTime  0.423 ( 0.450)\tData  0.000 ( 0.000)\tLoss 2.3745e-01 (1.9900e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5  98.44 ( 99.76)\n","Epoch: [58][2090/2110]\tTime  0.503 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.9020e-01 (1.9898e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [58][2100/2110]\tTime  0.439 ( 0.450)\tData  0.000 ( 0.000)\tLoss 1.1188e-01 (1.9891e-01)\tAcc@1  97.66 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","=> Acc@1 93.077 Acc@5 99.765\n","=> Val@1 82.557\n","==> 1014.97 seconds to train this epoch\n","\n","\n","----- epoch: 59, lr: 0.0010000000000000002 -----\n","epoch :  59\n","Epoch: [59][   0/2110]\tTime  0.760 ( 0.760)\tData  0.215 ( 0.215)\tLoss 2.5846e-01 (2.5846e-01)\tAcc@1  89.84 ( 89.84)\tAcc@5  99.22 ( 99.22)\n","Epoch: [59][  10/2110]\tTime  0.424 ( 0.486)\tData  0.000 ( 0.020)\tLoss 1.6962e-01 (2.0589e-01)\tAcc@1  92.19 ( 92.54)\tAcc@5 100.00 ( 99.86)\n","Epoch: [59][  20/2110]\tTime  0.424 ( 0.472)\tData  0.000 ( 0.011)\tLoss 2.2098e-01 (1.9808e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5  99.22 ( 99.85)\n","Epoch: [59][  30/2110]\tTime  0.439 ( 0.469)\tData  0.000 ( 0.007)\tLoss 2.7375e-01 (1.9753e-01)\tAcc@1  89.06 ( 92.79)\tAcc@5 100.00 ( 99.87)\n","Epoch: [59][  40/2110]\tTime  0.424 ( 0.464)\tData  0.000 ( 0.006)\tLoss 1.4374e-01 (1.9901e-01)\tAcc@1  93.75 ( 92.91)\tAcc@5 100.00 ( 99.81)\n","Epoch: [59][  50/2110]\tTime  0.429 ( 0.465)\tData  0.000 ( 0.005)\tLoss 1.4185e-01 (2.0032e-01)\tAcc@1  95.31 ( 92.91)\tAcc@5 100.00 ( 99.82)\n","Epoch: [59][  60/2110]\tTime  0.440 ( 0.462)\tData  0.000 ( 0.004)\tLoss 1.9076e-01 (1.9780e-01)\tAcc@1  90.62 ( 92.98)\tAcc@5 100.00 ( 99.83)\n","Epoch: [59][  70/2110]\tTime  0.436 ( 0.460)\tData  0.000 ( 0.003)\tLoss 1.9929e-01 (1.9769e-01)\tAcc@1  93.75 ( 92.95)\tAcc@5  99.22 ( 99.82)\n","Epoch: [59][  80/2110]\tTime  0.429 ( 0.459)\tData  0.000 ( 0.003)\tLoss 1.6984e-01 (1.9664e-01)\tAcc@1  94.53 ( 92.94)\tAcc@5 100.00 ( 99.80)\n","Epoch: [59][  90/2110]\tTime  0.437 ( 0.459)\tData  0.000 ( 0.003)\tLoss 1.7731e-01 (1.9745e-01)\tAcc@1  94.53 ( 92.97)\tAcc@5 100.00 ( 99.81)\n","Epoch: [59][ 100/2110]\tTime  0.439 ( 0.458)\tData  0.000 ( 0.002)\tLoss 2.0384e-01 (1.9848e-01)\tAcc@1  93.75 ( 93.05)\tAcc@5  99.22 ( 99.79)\n","Epoch: [59][ 110/2110]\tTime  0.436 ( 0.457)\tData  0.000 ( 0.002)\tLoss 1.3154e-01 (1.9708e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5 100.00 ( 99.80)\n","Epoch: [59][ 120/2110]\tTime  0.423 ( 0.457)\tData  0.000 ( 0.002)\tLoss 2.2139e-01 (1.9587e-01)\tAcc@1  93.75 ( 93.21)\tAcc@5 100.00 ( 99.80)\n","Epoch: [59][ 130/2110]\tTime  0.424 ( 0.456)\tData  0.000 ( 0.002)\tLoss 2.7619e-01 (1.9560e-01)\tAcc@1  92.19 ( 93.22)\tAcc@5 100.00 ( 99.81)\n","Epoch: [59][ 140/2110]\tTime  0.431 ( 0.455)\tData  0.000 ( 0.002)\tLoss 1.9830e-01 (1.9515e-01)\tAcc@1  92.19 ( 93.24)\tAcc@5  99.22 ( 99.81)\n","Epoch: [59][ 150/2110]\tTime  0.432 ( 0.455)\tData  0.000 ( 0.002)\tLoss 2.3242e-01 (1.9580e-01)\tAcc@1  89.84 ( 93.24)\tAcc@5 100.00 ( 99.80)\n","Epoch: [59][ 160/2110]\tTime  0.437 ( 0.455)\tData  0.000 ( 0.002)\tLoss 2.2552e-01 (1.9611e-01)\tAcc@1  92.97 ( 93.23)\tAcc@5  99.22 ( 99.79)\n","Epoch: [59][ 170/2110]\tTime  0.426 ( 0.455)\tData  0.000 ( 0.002)\tLoss 1.7015e-01 (1.9551e-01)\tAcc@1  95.31 ( 93.26)\tAcc@5 100.00 ( 99.79)\n","Epoch: [59][ 180/2110]\tTime  0.434 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.0494e-01 (1.9602e-01)\tAcc@1  92.19 ( 93.22)\tAcc@5 100.00 ( 99.80)\n","Epoch: [59][ 190/2110]\tTime  0.426 ( 0.454)\tData  0.000 ( 0.002)\tLoss 2.0381e-01 (1.9623e-01)\tAcc@1  92.97 ( 93.24)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 200/2110]\tTime  0.431 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.0748e-01 (1.9648e-01)\tAcc@1  92.97 ( 93.21)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 210/2110]\tTime  0.426 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.4083e-01 (1.9739e-01)\tAcc@1  95.31 ( 93.18)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 220/2110]\tTime  0.437 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.7982e-01 (1.9774e-01)\tAcc@1  93.75 ( 93.16)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][ 230/2110]\tTime  0.427 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.9160e-01 (1.9724e-01)\tAcc@1  95.31 ( 93.18)\tAcc@5 100.00 ( 99.79)\n","Epoch: [59][ 240/2110]\tTime  0.432 ( 0.455)\tData  0.000 ( 0.001)\tLoss 2.0392e-01 (1.9644e-01)\tAcc@1  90.62 ( 93.19)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 250/2110]\tTime  0.427 ( 0.455)\tData  0.000 ( 0.001)\tLoss 2.6521e-01 (1.9636e-01)\tAcc@1  89.84 ( 93.18)\tAcc@5  98.44 ( 99.78)\n","Epoch: [59][ 260/2110]\tTime  0.450 ( 0.456)\tData  0.000 ( 0.001)\tLoss 2.5526e-01 (1.9666e-01)\tAcc@1  90.62 ( 93.18)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][ 270/2110]\tTime  0.426 ( 0.455)\tData  0.000 ( 0.001)\tLoss 2.3859e-01 (1.9712e-01)\tAcc@1  92.19 ( 93.17)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][ 280/2110]\tTime  0.421 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.1110e-01 (1.9772e-01)\tAcc@1  96.09 ( 93.15)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 290/2110]\tTime  0.458 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.5919e-01 (1.9774e-01)\tAcc@1  95.31 ( 93.15)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 300/2110]\tTime  0.430 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.7065e-01 (1.9682e-01)\tAcc@1  93.75 ( 93.18)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 310/2110]\tTime  0.433 ( 0.455)\tData  0.000 ( 0.001)\tLoss 2.6198e-01 (1.9657e-01)\tAcc@1  90.62 ( 93.21)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][ 320/2110]\tTime  0.426 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.9629e-01 (1.9613e-01)\tAcc@1  93.75 ( 93.23)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 330/2110]\tTime  0.431 ( 0.455)\tData  0.000 ( 0.001)\tLoss 1.8693e-01 (1.9591e-01)\tAcc@1  92.97 ( 93.23)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 340/2110]\tTime  0.424 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.5340e-01 (1.9645e-01)\tAcc@1  92.19 ( 93.23)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 350/2110]\tTime  0.432 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.1123e-01 (1.9629e-01)\tAcc@1  90.62 ( 93.22)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 360/2110]\tTime  0.436 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.0386e-01 (1.9616e-01)\tAcc@1  94.53 ( 93.22)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 370/2110]\tTime  0.431 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.0462e-01 (1.9628e-01)\tAcc@1  93.75 ( 93.22)\tAcc@5  99.22 ( 99.76)\n","Epoch: [59][ 380/2110]\tTime  0.436 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.8035e-01 (1.9623e-01)\tAcc@1  95.31 ( 93.23)\tAcc@5  99.22 ( 99.75)\n","Epoch: [59][ 390/2110]\tTime  0.423 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.9801e-01 (1.9626e-01)\tAcc@1  93.75 ( 93.21)\tAcc@5  99.22 ( 99.75)\n","Epoch: [59][ 400/2110]\tTime  0.434 ( 0.454)\tData  0.000 ( 0.001)\tLoss 3.9371e-01 (1.9673e-01)\tAcc@1  85.16 ( 93.19)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 410/2110]\tTime  0.426 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.8506e-01 (1.9661e-01)\tAcc@1  92.97 ( 93.19)\tAcc@5  99.22 ( 99.76)\n","Epoch: [59][ 420/2110]\tTime  0.434 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.7549e-01 (1.9639e-01)\tAcc@1  92.19 ( 93.19)\tAcc@5 100.00 ( 99.75)\n","Epoch: [59][ 430/2110]\tTime  0.429 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.2854e-01 (1.9665e-01)\tAcc@1  89.06 ( 93.16)\tAcc@5 100.00 ( 99.75)\n","Epoch: [59][ 440/2110]\tTime  0.436 ( 0.454)\tData  0.000 ( 0.001)\tLoss 2.2164e-01 (1.9645e-01)\tAcc@1  91.41 ( 93.18)\tAcc@5  99.22 ( 99.75)\n","Epoch: [59][ 450/2110]\tTime  0.438 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.9572e-01 (1.9642e-01)\tAcc@1  92.19 ( 93.17)\tAcc@5 100.00 ( 99.75)\n","Epoch: [59][ 460/2110]\tTime  0.453 ( 0.454)\tData  0.000 ( 0.001)\tLoss 1.6548e-01 (1.9627e-01)\tAcc@1  92.97 ( 93.16)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 470/2110]\tTime  0.428 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.7062e-01 (1.9601e-01)\tAcc@1  94.53 ( 93.17)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 480/2110]\tTime  0.423 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.1559e-01 (1.9627e-01)\tAcc@1  90.62 ( 93.15)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 490/2110]\tTime  0.599 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.7632e-01 (1.9602e-01)\tAcc@1  96.09 ( 93.17)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 500/2110]\tTime  0.439 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.2729e-01 (1.9615e-01)\tAcc@1  92.19 ( 93.17)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 510/2110]\tTime  0.426 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.5335e-01 (1.9649e-01)\tAcc@1  94.53 ( 93.15)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 520/2110]\tTime  0.430 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.1123e-01 (1.9640e-01)\tAcc@1  93.75 ( 93.15)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][ 530/2110]\tTime  0.496 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.6452e-01 (1.9704e-01)\tAcc@1  90.62 ( 93.12)\tAcc@5  99.22 ( 99.76)\n","Epoch: [59][ 540/2110]\tTime  0.431 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.5113e-01 (1.9707e-01)\tAcc@1  89.84 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 550/2110]\tTime  0.424 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.4089e-01 (1.9734e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [59][ 560/2110]\tTime  0.426 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.6923e-01 (1.9684e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 570/2110]\tTime  0.583 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.1442e-01 (1.9647e-01)\tAcc@1  97.66 ( 93.13)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 580/2110]\tTime  0.459 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7425e-01 (1.9657e-01)\tAcc@1  93.75 ( 93.12)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 590/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9881e-01 (1.9661e-01)\tAcc@1  92.19 ( 93.12)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 600/2110]\tTime  0.425 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.8415e-01 (1.9717e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 610/2110]\tTime  0.565 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.9080e-01 (1.9768e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 620/2110]\tTime  0.430 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.4357e-01 (1.9750e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 630/2110]\tTime  0.447 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.3740e-01 (1.9763e-01)\tAcc@1  96.88 ( 93.09)\tAcc@5  99.22 ( 99.76)\n","Epoch: [59][ 640/2110]\tTime  0.427 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.3191e-01 (1.9814e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 650/2110]\tTime  0.453 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.1075e-01 (1.9817e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5 100.00 ( 99.76)\n","Epoch: [59][ 660/2110]\tTime  0.429 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.5423e-01 (1.9820e-01)\tAcc@1  94.53 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 670/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9399e-01 (1.9802e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 680/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4690e-01 (1.9805e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 690/2110]\tTime  0.578 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6830e-01 (1.9783e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 700/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.8874e-01 (1.9793e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 710/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.5806e-01 (1.9802e-01)\tAcc@1  89.06 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 720/2110]\tTime  0.425 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5164e-01 (1.9812e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 730/2110]\tTime  0.480 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.4703e-01 (1.9818e-01)\tAcc@1  91.41 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 740/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4422e-01 (1.9785e-01)\tAcc@1  96.09 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 750/2110]\tTime  0.440 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.4996e-01 (1.9809e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][ 760/2110]\tTime  0.453 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.2078e-01 (1.9825e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 770/2110]\tTime  0.583 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7467e-01 (1.9836e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 780/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3244e-01 (1.9839e-01)\tAcc@1  91.41 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 790/2110]\tTime  0.438 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1931e-01 (1.9835e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 800/2110]\tTime  0.433 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.7777e-01 (1.9852e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 810/2110]\tTime  0.590 ( 0.453)\tData  0.000 ( 0.001)\tLoss 2.2080e-01 (1.9871e-01)\tAcc@1  92.19 ( 93.06)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 820/2110]\tTime  0.422 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.8575e-01 (1.9849e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 830/2110]\tTime  0.431 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.5488e-01 (1.9808e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 840/2110]\tTime  0.422 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.4668e-01 (1.9804e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 850/2110]\tTime  0.482 ( 0.453)\tData  0.000 ( 0.001)\tLoss 1.9002e-01 (1.9797e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 860/2110]\tTime  0.441 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5787e-01 (1.9801e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 870/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7788e-01 (1.9810e-01)\tAcc@1  95.31 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 880/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1378e-01 (1.9813e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 890/2110]\tTime  0.622 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1891e-01 (1.9808e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 900/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.2015e-01 (1.9784e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 910/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.5704e-01 (1.9778e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 920/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7195e-01 (1.9789e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 930/2110]\tTime  0.535 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.8646e-01 (1.9793e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][ 940/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 3.0487e-01 (1.9800e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][ 950/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.4414e-01 (1.9790e-01)\tAcc@1  92.19 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 960/2110]\tTime  0.437 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9281e-01 (1.9764e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 970/2110]\tTime  0.617 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5010e-01 (1.9777e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 980/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9809e-01 (1.9774e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][ 990/2110]\tTime  0.437 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.0381e-01 (1.9775e-01)\tAcc@1  97.66 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1000/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0942e-01 (1.9794e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1010/2110]\tTime  0.608 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.4892e-01 (1.9791e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1020/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.7654e-01 (1.9796e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1030/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.001)\tLoss 3.4010e-01 (1.9809e-01)\tAcc@1  90.62 ( 93.07)\tAcc@5  98.44 ( 99.78)\n","Epoch: [59][1040/2110]\tTime  0.445 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4392e-01 (1.9799e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1050/2110]\tTime  0.461 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9741e-01 (1.9797e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1060/2110]\tTime  0.447 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1297e-01 (1.9812e-01)\tAcc@1  92.97 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1070/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.001)\tLoss 3.8020e-01 (1.9813e-01)\tAcc@1  89.06 ( 93.08)\tAcc@5  98.44 ( 99.78)\n","Epoch: [59][1080/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7565e-01 (1.9822e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1090/2110]\tTime  0.590 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4372e-01 (1.9801e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1100/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0452e-01 (1.9783e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1110/2110]\tTime  0.452 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.0213e-01 (1.9752e-01)\tAcc@1  97.66 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1120/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.1270e-01 (1.9722e-01)\tAcc@1  90.62 ( 93.13)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1130/2110]\tTime  0.527 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.6185e-01 (1.9727e-01)\tAcc@1  91.41 ( 93.12)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1140/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3475e-01 (1.9742e-01)\tAcc@1  90.62 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1150/2110]\tTime  0.435 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7984e-01 (1.9734e-01)\tAcc@1  95.31 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1160/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6076e-01 (1.9740e-01)\tAcc@1  94.53 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1170/2110]\tTime  0.593 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.7904e-01 (1.9719e-01)\tAcc@1  96.09 ( 93.14)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1180/2110]\tTime  0.420 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9709e-01 (1.9705e-01)\tAcc@1  92.97 ( 93.14)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1190/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.8961e-01 (1.9721e-01)\tAcc@1  94.53 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1200/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3629e-01 (1.9720e-01)\tAcc@1  89.84 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1210/2110]\tTime  0.591 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6478e-01 (1.9712e-01)\tAcc@1  92.97 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1220/2110]\tTime  0.433 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5757e-01 (1.9725e-01)\tAcc@1  95.31 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1230/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.001)\tLoss 3.0937e-01 (1.9746e-01)\tAcc@1  89.84 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1240/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0288e-01 (1.9744e-01)\tAcc@1  92.19 ( 93.12)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1250/2110]\tTime  0.465 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.3175e-01 (1.9745e-01)\tAcc@1  96.09 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1260/2110]\tTime  0.456 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6740e-01 (1.9738e-01)\tAcc@1  95.31 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1270/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9159e-01 (1.9723e-01)\tAcc@1  93.75 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1280/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.6700e-01 (1.9710e-01)\tAcc@1  93.75 ( 93.13)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1290/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.7945e-01 (1.9717e-01)\tAcc@1  91.41 ( 93.13)\tAcc@5  98.44 ( 99.78)\n","Epoch: [59][1300/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9239e-01 (1.9733e-01)\tAcc@1  94.53 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1310/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.8890e-01 (1.9741e-01)\tAcc@1  89.84 ( 93.12)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1320/2110]\tTime  0.436 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3324e-01 (1.9753e-01)\tAcc@1  91.41 ( 93.11)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1330/2110]\tTime  0.444 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9400e-01 (1.9743e-01)\tAcc@1  93.75 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1340/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.1973e-01 (1.9741e-01)\tAcc@1  96.09 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1350/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0749e-01 (1.9750e-01)\tAcc@1  90.62 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1360/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.4288e-01 (1.9738e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1370/2110]\tTime  0.448 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.3026e-01 (1.9767e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1380/2110]\tTime  0.427 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.5472e-01 (1.9749e-01)\tAcc@1  95.31 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1390/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.0848e-01 (1.9744e-01)\tAcc@1  92.97 ( 93.11)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1400/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.8974e-01 (1.9763e-01)\tAcc@1  88.28 ( 93.11)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1410/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.001)\tLoss 2.5425e-01 (1.9773e-01)\tAcc@1  89.84 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1420/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.001)\tLoss 1.9148e-01 (1.9769e-01)\tAcc@1  94.53 ( 93.11)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1430/2110]\tTime  0.444 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9611e-01 (1.9767e-01)\tAcc@1  91.41 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1440/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9028e-01 (1.9771e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1450/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.5202e-01 (1.9783e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1460/2110]\tTime  0.446 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.6991e-01 (1.9783e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1470/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7882e-01 (1.9801e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1480/2110]\tTime  0.434 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.2687e-01 (1.9812e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1490/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.6973e-01 (1.9820e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1500/2110]\tTime  0.433 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7203e-01 (1.9825e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5  99.22 ( 99.78)\n","Epoch: [59][1510/2110]\tTime  0.427 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7590e-01 (1.9834e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1520/2110]\tTime  0.436 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.3297e-01 (1.9854e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1530/2110]\tTime  0.424 ( 0.452)\tData  0.000 ( 0.000)\tLoss 3.0166e-01 (1.9865e-01)\tAcc@1  89.06 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1540/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.8922e-01 (1.9860e-01)\tAcc@1  92.97 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1550/2110]\tTime  0.433 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.6661e-01 (1.9862e-01)\tAcc@1  89.84 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1560/2110]\tTime  0.435 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.8818e-01 (1.9862e-01)\tAcc@1  96.09 ( 93.07)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1570/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.8292e-01 (1.9854e-01)\tAcc@1  93.75 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1580/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.5172e-01 (1.9845e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1590/2110]\tTime  0.428 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.4328e-01 (1.9853e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1600/2110]\tTime  0.437 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.5672e-01 (1.9856e-01)\tAcc@1  94.53 ( 93.07)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1610/2110]\tTime  0.438 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.0509e-01 (1.9848e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1620/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.5468e-01 (1.9847e-01)\tAcc@1  90.62 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1630/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7960e-01 (1.9834e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1640/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9840e-01 (1.9840e-01)\tAcc@1  95.31 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1650/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.1558e-01 (1.9844e-01)\tAcc@1  92.19 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1660/2110]\tTime  0.434 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9199e-01 (1.9836e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1670/2110]\tTime  0.434 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.2625e-01 (1.9837e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.78)\n","Epoch: [59][1680/2110]\tTime  0.496 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.8560e-01 (1.9842e-01)\tAcc@1  93.75 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1690/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.0004e-01 (1.9836e-01)\tAcc@1  89.84 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1700/2110]\tTime  0.434 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.4979e-01 (1.9828e-01)\tAcc@1  89.06 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1710/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.2097e-01 (1.9829e-01)\tAcc@1  91.41 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1720/2110]\tTime  0.470 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.0368e-01 (1.9817e-01)\tAcc@1  94.53 ( 93.08)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1730/2110]\tTime  0.440 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7611e-01 (1.9804e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1740/2110]\tTime  0.425 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.6284e-01 (1.9804e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1750/2110]\tTime  0.429 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9490e-01 (1.9800e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1760/2110]\tTime  0.442 ( 0.452)\tData  0.000 ( 0.000)\tLoss 3.2405e-01 (1.9808e-01)\tAcc@1  87.50 ( 93.09)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][1770/2110]\tTime  0.456 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.3663e-01 (1.9811e-01)\tAcc@1  96.09 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1780/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.8179e-01 (1.9805e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1790/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.5938e-01 (1.9790e-01)\tAcc@1  96.88 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1800/2110]\tTime  0.447 ( 0.452)\tData  0.000 ( 0.000)\tLoss 3.0280e-01 (1.9786e-01)\tAcc@1  89.06 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1810/2110]\tTime  0.422 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.4548e-01 (1.9787e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1820/2110]\tTime  0.460 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.6544e-01 (1.9790e-01)\tAcc@1  92.97 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1830/2110]\tTime  0.423 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.6366e-01 (1.9770e-01)\tAcc@1  90.62 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1840/2110]\tTime  0.464 ( 0.451)\tData  0.000 ( 0.000)\tLoss 2.1375e-01 (1.9767e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1850/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.000)\tLoss 9.9879e-02 (1.9767e-01)\tAcc@1  97.66 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1860/2110]\tTime  0.457 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.8492e-01 (1.9765e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1870/2110]\tTime  0.433 ( 0.451)\tData  0.000 ( 0.000)\tLoss 2.1751e-01 (1.9768e-01)\tAcc@1  92.19 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1880/2110]\tTime  0.577 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.9116e-01 (1.9768e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1890/2110]\tTime  0.430 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.6881e-01 (1.9759e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1900/2110]\tTime  0.422 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.3409e-01 (1.9765e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1910/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.9902e-01 (1.9779e-01)\tAcc@1  92.19 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1920/2110]\tTime  0.562 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.4596e-01 (1.9766e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1930/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.2659e-01 (1.9765e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1940/2110]\tTime  0.422 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.4679e-01 (1.9762e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1950/2110]\tTime  0.430 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7896e-01 (1.9775e-01)\tAcc@1  95.31 ( 93.09)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][1960/2110]\tTime  0.445 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.5810e-01 (1.9766e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1970/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.3989e-01 (1.9765e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1980/2110]\tTime  0.431 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.5888e-01 (1.9783e-01)\tAcc@1  93.75 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][1990/2110]\tTime  0.426 ( 0.452)\tData  0.000 ( 0.000)\tLoss 2.8642e-01 (1.9794e-01)\tAcc@1  90.62 ( 93.09)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][2000/2110]\tTime  0.582 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9589e-01 (1.9784e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][2010/2110]\tTime  0.427 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.9530e-01 (1.9784e-01)\tAcc@1  93.75 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][2020/2110]\tTime  0.429 ( 0.451)\tData  0.000 ( 0.000)\tLoss 2.3240e-01 (1.9784e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2030/2110]\tTime  0.426 ( 0.451)\tData  0.000 ( 0.000)\tLoss 2.2161e-01 (1.9782e-01)\tAcc@1  92.97 ( 93.10)\tAcc@5  99.22 ( 99.77)\n","Epoch: [59][2040/2110]\tTime  0.485 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.7540e-01 (1.9789e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2050/2110]\tTime  0.439 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.5557e-01 (1.9778e-01)\tAcc@1  95.31 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2060/2110]\tTime  0.441 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.9706e-01 (1.9786e-01)\tAcc@1  96.09 ( 93.10)\tAcc@5  98.44 ( 99.77)\n","Epoch: [59][2070/2110]\tTime  0.445 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.4282e-01 (1.9789e-01)\tAcc@1  94.53 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2080/2110]\tTime  0.598 ( 0.452)\tData  0.000 ( 0.000)\tLoss 1.7161e-01 (1.9800e-01)\tAcc@1  94.53 ( 93.09)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2090/2110]\tTime  0.432 ( 0.452)\tData  0.000 ( 0.000)\tLoss 9.6243e-02 (1.9792e-01)\tAcc@1  97.66 ( 93.10)\tAcc@5 100.00 ( 99.77)\n","Epoch: [59][2100/2110]\tTime  0.423 ( 0.451)\tData  0.000 ( 0.000)\tLoss 1.7553e-01 (1.9786e-01)\tAcc@1  96.09 ( 93.10)\tAcc@5  98.44 ( 99.77)\n","=> Acc@1 93.101 Acc@5 99.768\n","=> Val@1 82.583\n","==> 1018.95 seconds to train this epoch\n","\n","Last Top-1 Accuracy: 93.10074074028863\n","Max Top-1 Validation: 83.02888888888889\n","Number of parameters: 1558881\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0-vjNCaASuHm"},"source":["##Plot by matplotlib.pyplot"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"D6woyx-DS2LK","executionInfo":{"status":"ok","timestamp":1618738851094,"user_tz":-540,"elapsed":2131,"user":{"displayName":"youngkon kim","photoUrl":"","userId":"09028535253521408363"}},"outputId":"87add2f4-6d0d-431a-d52c-3c3647bcb914"},"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","\n","ac_batch=np.loadtxt(SAVEPATH+'/metric/DA0/ac_batch.txt',dtype='float',delimiter=',',skiprows=1)\n","lr_loss_batch=np.loadtxt(SAVEPATH+'/metric/DA0/lr_loss_batch.txt',dtype='float64',delimiter=',',skiprows=1)\n","Vac_batch=np.loadtxt(SAVEPATH+'/metric/DA0/Vac_batch.txt',dtype='float',delimiter=',',skiprows=1)\n","ac_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/ac_epoch.txt',dtype='float',delimiter=',',skiprows=1)\n","lr_loss_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/lr_loss_epoch.txt',dtype='float64',delimiter=',',skiprows=1)\n","Vac_epoch=np.loadtxt(SAVEPATH+'/metric/DA0/Vac_epoch.txt',dtype='float',delimiter=',',skiprows=1)\n","\n","x_values=ac_batch[2] #step 정보가 있는 행\n","y_values=ac_batch[0] #acc top1 정보가 있는 행\n","plt.figure(figsize=(50,10))\n","plt.plot(x_values,y_values)\n","plt.show()\n","\n","x_values=ac_epoch[2] #step 정보가 있는 행\n","y_values=ac_epoch[0] #acc top1 정보가 있는 행\n","plt.figure(figsize=(50,10))\n","plt.plot(x_values,y_values)\n","plt.show()\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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