[
  {
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  },
  {
    "path": "README.md",
    "content": "# SoftTriple Loss\nPyTorch Implementation for Our ICCV'19 Paper: \"SoftTriple Loss: Deep Metric Learning Without Triplet Sampling\"\n\n## Usage: Train on Cars196\nHere is an example of using this package.\n\n1. Obtain dataset\n```\nwget http://imagenet.stanford.edu/internal/car196/car_ims.tgz\ntar -xf car_ims.tgz\n```\n\n2. Generate train/test sets\n```\npython genCars.py\n```\n\n3. Learn 64-dimensional embeddings\n```\npython train.py --gpu 0 --dim 64 -C 98 --freeze_BN [folder with train and test folders]\n```\n\n## Requirements\n* Python 3.7\n* PyTorch 1.1\n* scikit-learn 0.20.1\n\n    \n## Citation\nIf you use the package in your research, please cite our paper:\n```\n@inproceedings{qian2019striple,\n  author    = {Qi Qian and\n               Lei Shang and\n               Baigui Sun and\n               Juhua Hu and\n               Hao Li and\n               Rong Jin},\n  title     = {SoftTriple Loss: Deep Metric Learning Without Triplet Sampling},\n  booktitle = {{IEEE} International Conference on Computer Vision, {ICCV} 2019},\n  year      = {2019}\n}\n```\n"
  },
  {
    "path": "cars_annos.txt",
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  },
  {
    "path": "evaluation.py",
    "content": "from sklearn.cluster import KMeans\nfrom sklearn.metrics.cluster import normalized_mutual_info_score\nimport numpy as np\n\n\ndef evaluation(X, Y, Kset):\n    num = X.shape[0]\n    classN = np.max(Y)+1\n    kmax = np.max(Kset)\n    recallK = np.zeros(len(Kset))\n    #compute NMI\n    kmeans = KMeans(n_clusters=classN).fit(X)\n    nmi = normalized_mutual_info_score(Y, kmeans.labels_, average_method='arithmetic')\n    #compute Recall@K\n    sim = X.dot(X.T)\n    minval = np.min(sim) - 1.\n    sim -= np.diag(np.diag(sim))\n    sim += np.diag(np.ones(num) * minval)\n    indices = np.argsort(-sim, axis=1)[:, : kmax]\n    YNN = Y[indices]\n    for i in range(0, len(Kset)):\n        pos = 0.\n        for j in range(0, num):\n            if Y[j] in YNN[j, :Kset[i]]:\n                pos += 1.\n        recallK[i] = pos/num\n    return nmi, recallK"
  },
  {
    "path": "genCars.py",
    "content": "import shutil\nimport os\n\n\ntrainPrefix = 'train/'\ntestPrefix = 'test/'\nfor lines in open('cars_annos.txt'):\n    lines = lines.strip().split(',')\n    classInd = int(lines[1])\n    fname = lines[0].split('/')[1]\n    if classInd <= 98:\n        ddr = trainPrefix + str(classInd)\n        if not os.path.exists(ddr):\n            os.makedirs(ddr)\n        shutil.move(lines[0], ddr + '/' + fname)\n    else:\n        ddr = testPrefix + lines[1]\n        if not os.path.exists(ddr):\n            os.makedirs(ddr)\n        shutil.move(lines[0], ddr + '/' + fname)"
  },
  {
    "path": "loss/SoftTriple.py",
    "content": "# Implementation of SoftTriple Loss\nimport math\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.nn.parameter import Parameter\nfrom torch.nn import init\n\n\nclass SoftTriple(nn.Module):\n    def __init__(self, la, gamma, tau, margin, dim, cN, K):\n        super(SoftTriple, self).__init__()\n        self.la = la\n        self.gamma = 1./gamma\n        self.tau = tau\n        self.margin = margin\n        self.cN = cN\n        self.K = K\n        self.fc = Parameter(torch.Tensor(dim, cN*K))\n        self.weight = torch.zeros(cN*K, cN*K, dtype=torch.bool).cuda()\n        for i in range(0, cN):\n            for j in range(0, K):\n                self.weight[i*K+j, i*K+j+1:(i+1)*K] = 1\n        init.kaiming_uniform_(self.fc, a=math.sqrt(5))\n        return\n\n    def forward(self, input, target):\n        centers = F.normalize(self.fc, p=2, dim=0)\n        simInd = input.matmul(centers)\n        simStruc = simInd.reshape(-1, self.cN, self.K)\n        prob = F.softmax(simStruc*self.gamma, dim=2)\n        simClass = torch.sum(prob*simStruc, dim=2)\n        marginM = torch.zeros(simClass.shape).cuda()\n        marginM[torch.arange(0, marginM.shape[0]), target] = self.margin\n        lossClassify = F.cross_entropy(self.la*(simClass-marginM), target)\n        if self.tau > 0 and self.K > 1:\n            simCenter = centers.t().matmul(centers)\n            reg = torch.sum(torch.sqrt(2.0+1e-5-2.*simCenter[self.weight]))/(self.cN*self.K*(self.K-1.))\n            return lossClassify+self.tau*reg\n        else:\n            return lossClassify\n"
  },
  {
    "path": "loss/__init__.py",
    "content": "from .SoftTriple import SoftTriple"
  },
  {
    "path": "net/__init__.py",
    "content": "from .bninception import bninception\n"
  },
  {
    "path": "net/bninception.py",
    "content": "# modify from\n# https://github.com/Cadene/pretrained-models.pytorch/blob/master/pretrainedmodels/models/bninception.py\n\nfrom __future__ import print_function, division, absolute_import\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.utils.model_zoo as model_zoo\n\n\n__all__ = ['BNInception', 'bninception']\n\npretrained_settings = {\n    'bninception': {\n        'imagenet': {\n            # Was ported using python2 (may trigger warning)\n            'url': 'http://data.lip6.fr/cadene/pretrainedmodels/bn_inception-52deb4733.pth',\n            'input_space': 'BGR',\n            'input_size': [3, 224, 224],\n            'input_range': [0, 255],\n            'mean': [104, 117, 128],\n            'std': [1, 1, 1],\n            'num_classes': 1000\n        }\n    }\n}\n\n\nclass BNInception(nn.Module):\n\n    def __init__(self, dim=64):\n        super(BNInception, self).__init__()\n        inplace = True\n        self.conv1_7x7_s2 = nn.Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3))\n        self.conv1_7x7_s2_bn = nn.BatchNorm2d(64, affine=True)\n        self.conv1_relu_7x7 = nn.ReLU (inplace)\n        self.pool1_3x3_s2 = nn.MaxPool2d ((3, 3), stride=(2, 2), dilation=(1, 1), ceil_mode=True)\n        self.conv2_3x3_reduce = nn.Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.conv2_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.conv2_relu_3x3_reduce = nn.ReLU (inplace)\n        self.conv2_3x3 = nn.Conv2d(64, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.conv2_3x3_bn = nn.BatchNorm2d(192, affine=True)\n        self.conv2_relu_3x3 = nn.ReLU (inplace)\n        self.pool2_3x3_s2 = nn.MaxPool2d ((3, 3), stride=(2, 2), dilation=(1, 1), ceil_mode=True)\n        self.inception_3a_1x1 = nn.Conv2d(192, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3a_1x1_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3a_relu_1x1 = nn.ReLU (inplace)\n        self.inception_3a_3x3_reduce = nn.Conv2d(192, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3a_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3a_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3a_3x3 = nn.Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3a_3x3_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3a_relu_3x3 = nn.ReLU (inplace)\n        self.inception_3a_double_3x3_reduce = nn.Conv2d(192, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3a_double_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3a_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3a_double_3x3_1 = nn.Conv2d(64, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3a_double_3x3_1_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3a_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_3a_double_3x3_2 = nn.Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3a_double_3x3_2_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3a_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_3a_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_3a_pool_proj = nn.Conv2d(192, 32, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3a_pool_proj_bn = nn.BatchNorm2d(32, affine=True)\n        self.inception_3a_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_3b_1x1 = nn.Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3b_1x1_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3b_relu_1x1 = nn.ReLU (inplace)\n        self.inception_3b_3x3_reduce = nn.Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3b_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3b_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3b_3x3 = nn.Conv2d(64, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3b_3x3_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3b_relu_3x3 = nn.ReLU (inplace)\n        self.inception_3b_double_3x3_reduce = nn.Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3b_double_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3b_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3b_double_3x3_1 = nn.Conv2d(64, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3b_double_3x3_1_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3b_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_3b_double_3x3_2 = nn.Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3b_double_3x3_2_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3b_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_3b_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_3b_pool_proj = nn.Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3b_pool_proj_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3b_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_3c_3x3_reduce = nn.Conv2d(320, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3c_3x3_reduce_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_3c_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3c_3x3 = nn.Conv2d(128, 160, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n        self.inception_3c_3x3_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_3c_relu_3x3 = nn.ReLU (inplace)\n        self.inception_3c_double_3x3_reduce = nn.Conv2d(320, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_3c_double_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_3c_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_3c_double_3x3_1 = nn.Conv2d(64, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_3c_double_3x3_1_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3c_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_3c_double_3x3_2 = nn.Conv2d(96, 96, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n        self.inception_3c_double_3x3_2_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_3c_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_3c_pool = nn.MaxPool2d ((3, 3), stride=(2, 2), dilation=(1, 1), ceil_mode=True)\n        self.inception_4a_1x1 = nn.Conv2d(576, 224, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4a_1x1_bn = nn.BatchNorm2d(224, affine=True)\n        self.inception_4a_relu_1x1 = nn.ReLU (inplace)\n        self.inception_4a_3x3_reduce = nn.Conv2d(576, 64, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4a_3x3_reduce_bn = nn.BatchNorm2d(64, affine=True)\n        self.inception_4a_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4a_3x3 = nn.Conv2d(64, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4a_3x3_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_4a_relu_3x3 = nn.ReLU (inplace)\n        self.inception_4a_double_3x3_reduce = nn.Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4a_double_3x3_reduce_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_4a_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4a_double_3x3_1 = nn.Conv2d(96, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4a_double_3x3_1_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4a_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_4a_double_3x3_2 = nn.Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4a_double_3x3_2_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4a_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_4a_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_4a_pool_proj = nn.Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4a_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4a_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_4b_1x1 = nn.Conv2d(576, 192, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4b_1x1_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4b_relu_1x1 = nn.ReLU (inplace)\n        self.inception_4b_3x3_reduce = nn.Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4b_3x3_reduce_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_4b_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4b_3x3 = nn.Conv2d(96, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4b_3x3_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4b_relu_3x3 = nn.ReLU (inplace)\n        self.inception_4b_double_3x3_reduce = nn.Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4b_double_3x3_reduce_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_4b_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4b_double_3x3_1 = nn.Conv2d(96, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4b_double_3x3_1_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4b_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_4b_double_3x3_2 = nn.Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4b_double_3x3_2_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4b_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_4b_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_4b_pool_proj = nn.Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4b_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4b_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_4c_1x1 = nn.Conv2d(576, 160, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4c_1x1_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_4c_relu_1x1 = nn.ReLU (inplace)\n        self.inception_4c_3x3_reduce = nn.Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4c_3x3_reduce_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4c_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4c_3x3 = nn.Conv2d(128, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4c_3x3_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_4c_relu_3x3 = nn.ReLU (inplace)\n        self.inception_4c_double_3x3_reduce = nn.Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4c_double_3x3_reduce_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4c_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4c_double_3x3_1 = nn.Conv2d(128, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4c_double_3x3_1_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_4c_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_4c_double_3x3_2 = nn.Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4c_double_3x3_2_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_4c_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_4c_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_4c_pool_proj = nn.Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4c_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4c_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_4d_1x1 = nn.Conv2d(608, 96, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4d_1x1_bn = nn.BatchNorm2d(96, affine=True)\n        self.inception_4d_relu_1x1 = nn.ReLU (inplace)\n        self.inception_4d_3x3_reduce = nn.Conv2d(608, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4d_3x3_reduce_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4d_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4d_3x3 = nn.Conv2d(128, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4d_3x3_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4d_relu_3x3 = nn.ReLU (inplace)\n        self.inception_4d_double_3x3_reduce = nn.Conv2d(608, 160, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4d_double_3x3_reduce_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_4d_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4d_double_3x3_1 = nn.Conv2d(160, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4d_double_3x3_1_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4d_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_4d_double_3x3_2 = nn.Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4d_double_3x3_2_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4d_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_4d_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_4d_pool_proj = nn.Conv2d(608, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4d_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4d_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_4e_3x3_reduce = nn.Conv2d(608, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4e_3x3_reduce_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_4e_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4e_3x3 = nn.Conv2d(128, 192, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n        self.inception_4e_3x3_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4e_relu_3x3 = nn.ReLU (inplace)\n        self.inception_4e_double_3x3_reduce = nn.Conv2d(608, 192, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_4e_double_3x3_reduce_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_4e_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_4e_double_3x3_1 = nn.Conv2d(192, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_4e_double_3x3_1_bn = nn.BatchNorm2d(256, affine=True)\n        self.inception_4e_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_4e_double_3x3_2 = nn.Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n        self.inception_4e_double_3x3_2_bn = nn.BatchNorm2d(256, affine=True)\n        self.inception_4e_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_4e_pool = nn.MaxPool2d ((3, 3), stride=(2, 2), dilation=(1, 1), ceil_mode=True)\n        self.inception_5a_1x1 = nn.Conv2d(1056, 352, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5a_1x1_bn = nn.BatchNorm2d(352, affine=True)\n        self.inception_5a_relu_1x1 = nn.ReLU (inplace)\n        self.inception_5a_3x3_reduce = nn.Conv2d(1056, 192, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5a_3x3_reduce_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_5a_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_5a_3x3 = nn.Conv2d(192, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5a_3x3_bn = nn.BatchNorm2d(320, affine=True)\n        self.inception_5a_relu_3x3 = nn.ReLU (inplace)\n        self.inception_5a_double_3x3_reduce = nn.Conv2d(1056, 160, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5a_double_3x3_reduce_bn = nn.BatchNorm2d(160, affine=True)\n        self.inception_5a_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_5a_double_3x3_1 = nn.Conv2d(160, 224, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5a_double_3x3_1_bn = nn.BatchNorm2d(224, affine=True)\n        self.inception_5a_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_5a_double_3x3_2 = nn.Conv2d(224, 224, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5a_double_3x3_2_bn = nn.BatchNorm2d(224, affine=True)\n        self.inception_5a_relu_double_3x3_2 = nn.ReLU (inplace)\n        self.inception_5a_pool = nn.AvgPool2d (3, stride=1, padding=1, ceil_mode=True, count_include_pad=True)\n        self.inception_5a_pool_proj = nn.Conv2d(1056, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5a_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_5a_relu_pool_proj = nn.ReLU (inplace)\n        self.inception_5b_1x1 = nn.Conv2d(1024, 352, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5b_1x1_bn = nn.BatchNorm2d(352, affine=True)\n        self.inception_5b_relu_1x1 = nn.ReLU (inplace)\n        self.inception_5b_3x3_reduce = nn.Conv2d(1024, 192, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5b_3x3_reduce_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_5b_relu_3x3_reduce = nn.ReLU (inplace)\n        self.inception_5b_3x3 = nn.Conv2d(192, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5b_3x3_bn = nn.BatchNorm2d(320, affine=True)\n        self.inception_5b_relu_3x3 = nn.ReLU(inplace)\n        self.inception_5b_double_3x3_reduce = nn.Conv2d(1024, 192, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5b_double_3x3_reduce_bn = nn.BatchNorm2d(192, affine=True)\n        self.inception_5b_relu_double_3x3_reduce = nn.ReLU (inplace)\n        self.inception_5b_double_3x3_1 = nn.Conv2d(192, 224, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5b_double_3x3_1_bn = nn.BatchNorm2d(224, affine=True)\n        self.inception_5b_relu_double_3x3_1 = nn.ReLU (inplace)\n        self.inception_5b_double_3x3_2 = nn.Conv2d(224, 224, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n        self.inception_5b_double_3x3_2_bn = nn.BatchNorm2d(224, affine=True)\n        self.inception_5b_relu_double_3x3_2 = nn.ReLU(inplace)\n        self.inception_5b_pool = nn.MaxPool2d ((3, 3), stride=(1, 1), padding=(1, 1), dilation=(1, 1), ceil_mode=True)\n        self.inception_5b_pool_proj = nn.Conv2d(1024, 128, kernel_size=(1, 1), stride=(1, 1))\n        self.inception_5b_pool_proj_bn = nn.BatchNorm2d(128, affine=True)\n        self.inception_5b_relu_pool_proj = nn.ReLU(inplace)\n        self.embedding = nn.Linear(1024, dim)\n\n    def features(self, input):\n        conv1_7x7_s2_out = self.conv1_7x7_s2(input)\n        conv1_7x7_s2_bn_out = self.conv1_7x7_s2_bn(conv1_7x7_s2_out)\n        conv1_relu_7x7_out = self.conv1_relu_7x7(conv1_7x7_s2_bn_out)\n        pool1_3x3_s2_out = self.pool1_3x3_s2(conv1_relu_7x7_out)\n        conv2_3x3_reduce_out = self.conv2_3x3_reduce(pool1_3x3_s2_out)\n        conv2_3x3_reduce_bn_out = self.conv2_3x3_reduce_bn(conv2_3x3_reduce_out)\n        conv2_relu_3x3_reduce_out = self.conv2_relu_3x3_reduce(conv2_3x3_reduce_bn_out)\n        conv2_3x3_out = self.conv2_3x3(conv2_relu_3x3_reduce_out)\n        conv2_3x3_bn_out = self.conv2_3x3_bn(conv2_3x3_out)\n        conv2_relu_3x3_out = self.conv2_relu_3x3(conv2_3x3_bn_out)\n        pool2_3x3_s2_out = self.pool2_3x3_s2(conv2_relu_3x3_out)\n        inception_3a_1x1_out = self.inception_3a_1x1(pool2_3x3_s2_out)\n        inception_3a_1x1_bn_out = self.inception_3a_1x1_bn(inception_3a_1x1_out)\n        inception_3a_relu_1x1_out = self.inception_3a_relu_1x1(inception_3a_1x1_bn_out)\n        inception_3a_3x3_reduce_out = self.inception_3a_3x3_reduce(pool2_3x3_s2_out)\n        inception_3a_3x3_reduce_bn_out = self.inception_3a_3x3_reduce_bn(inception_3a_3x3_reduce_out)\n        inception_3a_relu_3x3_reduce_out = self.inception_3a_relu_3x3_reduce(inception_3a_3x3_reduce_bn_out)\n        inception_3a_3x3_out = self.inception_3a_3x3(inception_3a_relu_3x3_reduce_out)\n        inception_3a_3x3_bn_out = self.inception_3a_3x3_bn(inception_3a_3x3_out)\n        inception_3a_relu_3x3_out = self.inception_3a_relu_3x3(inception_3a_3x3_bn_out)\n        inception_3a_double_3x3_reduce_out = self.inception_3a_double_3x3_reduce(pool2_3x3_s2_out)\n        inception_3a_double_3x3_reduce_bn_out = self.inception_3a_double_3x3_reduce_bn(inception_3a_double_3x3_reduce_out)\n        inception_3a_relu_double_3x3_reduce_out = self.inception_3a_relu_double_3x3_reduce(inception_3a_double_3x3_reduce_bn_out)\n        inception_3a_double_3x3_1_out = self.inception_3a_double_3x3_1(inception_3a_relu_double_3x3_reduce_out)\n        inception_3a_double_3x3_1_bn_out = self.inception_3a_double_3x3_1_bn(inception_3a_double_3x3_1_out)\n        inception_3a_relu_double_3x3_1_out = self.inception_3a_relu_double_3x3_1(inception_3a_double_3x3_1_bn_out)\n        inception_3a_double_3x3_2_out = self.inception_3a_double_3x3_2(inception_3a_relu_double_3x3_1_out)\n        inception_3a_double_3x3_2_bn_out = self.inception_3a_double_3x3_2_bn(inception_3a_double_3x3_2_out)\n        inception_3a_relu_double_3x3_2_out = self.inception_3a_relu_double_3x3_2(inception_3a_double_3x3_2_bn_out)\n        inception_3a_pool_out = self.inception_3a_pool(pool2_3x3_s2_out)\n        inception_3a_pool_proj_out = self.inception_3a_pool_proj(inception_3a_pool_out)\n        inception_3a_pool_proj_bn_out = self.inception_3a_pool_proj_bn(inception_3a_pool_proj_out)\n        inception_3a_relu_pool_proj_out = self.inception_3a_relu_pool_proj(inception_3a_pool_proj_bn_out)\n        inception_3a_output_out = torch.cat([inception_3a_relu_1x1_out,inception_3a_relu_3x3_out,inception_3a_relu_double_3x3_2_out ,inception_3a_relu_pool_proj_out], 1)\n        inception_3b_1x1_out = self.inception_3b_1x1(inception_3a_output_out)\n        inception_3b_1x1_bn_out = self.inception_3b_1x1_bn(inception_3b_1x1_out)\n        inception_3b_relu_1x1_out = self.inception_3b_relu_1x1(inception_3b_1x1_bn_out)\n        inception_3b_3x3_reduce_out = self.inception_3b_3x3_reduce(inception_3a_output_out)\n        inception_3b_3x3_reduce_bn_out = self.inception_3b_3x3_reduce_bn(inception_3b_3x3_reduce_out)\n        inception_3b_relu_3x3_reduce_out = self.inception_3b_relu_3x3_reduce(inception_3b_3x3_reduce_bn_out)\n        inception_3b_3x3_out = self.inception_3b_3x3(inception_3b_relu_3x3_reduce_out)\n        inception_3b_3x3_bn_out = self.inception_3b_3x3_bn(inception_3b_3x3_out)\n        inception_3b_relu_3x3_out = self.inception_3b_relu_3x3(inception_3b_3x3_bn_out)\n        inception_3b_double_3x3_reduce_out = self.inception_3b_double_3x3_reduce(inception_3a_output_out)\n        inception_3b_double_3x3_reduce_bn_out = self.inception_3b_double_3x3_reduce_bn(inception_3b_double_3x3_reduce_out)\n        inception_3b_relu_double_3x3_reduce_out = self.inception_3b_relu_double_3x3_reduce(inception_3b_double_3x3_reduce_bn_out)\n        inception_3b_double_3x3_1_out = self.inception_3b_double_3x3_1(inception_3b_relu_double_3x3_reduce_out)\n        inception_3b_double_3x3_1_bn_out = self.inception_3b_double_3x3_1_bn(inception_3b_double_3x3_1_out)\n        inception_3b_relu_double_3x3_1_out = self.inception_3b_relu_double_3x3_1(inception_3b_double_3x3_1_bn_out)\n        inception_3b_double_3x3_2_out = self.inception_3b_double_3x3_2(inception_3b_relu_double_3x3_1_out)\n        inception_3b_double_3x3_2_bn_out = self.inception_3b_double_3x3_2_bn(inception_3b_double_3x3_2_out)\n        inception_3b_relu_double_3x3_2_out = self.inception_3b_relu_double_3x3_2(inception_3b_double_3x3_2_bn_out)\n        inception_3b_pool_out = self.inception_3b_pool(inception_3a_output_out)\n        inception_3b_pool_proj_out = self.inception_3b_pool_proj(inception_3b_pool_out)\n        inception_3b_pool_proj_bn_out = self.inception_3b_pool_proj_bn(inception_3b_pool_proj_out)\n        inception_3b_relu_pool_proj_out = self.inception_3b_relu_pool_proj(inception_3b_pool_proj_bn_out)\n        inception_3b_output_out = torch.cat([inception_3b_relu_1x1_out,inception_3b_relu_3x3_out,inception_3b_relu_double_3x3_2_out,inception_3b_relu_pool_proj_out], 1)\n        inception_3c_3x3_reduce_out = self.inception_3c_3x3_reduce(inception_3b_output_out)\n        inception_3c_3x3_reduce_bn_out = self.inception_3c_3x3_reduce_bn(inception_3c_3x3_reduce_out)\n        inception_3c_relu_3x3_reduce_out = self.inception_3c_relu_3x3_reduce(inception_3c_3x3_reduce_bn_out)\n        inception_3c_3x3_out = self.inception_3c_3x3(inception_3c_relu_3x3_reduce_out)\n        inception_3c_3x3_bn_out = self.inception_3c_3x3_bn(inception_3c_3x3_out)\n        inception_3c_relu_3x3_out = self.inception_3c_relu_3x3(inception_3c_3x3_bn_out)\n        inception_3c_double_3x3_reduce_out = self.inception_3c_double_3x3_reduce(inception_3b_output_out)\n        inception_3c_double_3x3_reduce_bn_out = self.inception_3c_double_3x3_reduce_bn(inception_3c_double_3x3_reduce_out)\n        inception_3c_relu_double_3x3_reduce_out = self.inception_3c_relu_double_3x3_reduce(inception_3c_double_3x3_reduce_bn_out)\n        inception_3c_double_3x3_1_out = self.inception_3c_double_3x3_1(inception_3c_relu_double_3x3_reduce_out)\n        inception_3c_double_3x3_1_bn_out = self.inception_3c_double_3x3_1_bn(inception_3c_double_3x3_1_out)\n        inception_3c_relu_double_3x3_1_out = self.inception_3c_relu_double_3x3_1(inception_3c_double_3x3_1_bn_out)\n        inception_3c_double_3x3_2_out = self.inception_3c_double_3x3_2(inception_3c_relu_double_3x3_1_out)\n        inception_3c_double_3x3_2_bn_out = self.inception_3c_double_3x3_2_bn(inception_3c_double_3x3_2_out)\n        inception_3c_relu_double_3x3_2_out = self.inception_3c_relu_double_3x3_2(inception_3c_double_3x3_2_bn_out)\n        inception_3c_pool_out = self.inception_3c_pool(inception_3b_output_out)\n        inception_3c_output_out = torch.cat([inception_3c_relu_3x3_out,inception_3c_relu_double_3x3_2_out,inception_3c_pool_out], 1)\n        inception_4a_1x1_out = self.inception_4a_1x1(inception_3c_output_out)\n        inception_4a_1x1_bn_out = self.inception_4a_1x1_bn(inception_4a_1x1_out)\n        inception_4a_relu_1x1_out = self.inception_4a_relu_1x1(inception_4a_1x1_bn_out)\n        inception_4a_3x3_reduce_out = self.inception_4a_3x3_reduce(inception_3c_output_out)\n        inception_4a_3x3_reduce_bn_out = self.inception_4a_3x3_reduce_bn(inception_4a_3x3_reduce_out)\n        inception_4a_relu_3x3_reduce_out = self.inception_4a_relu_3x3_reduce(inception_4a_3x3_reduce_bn_out)\n        inception_4a_3x3_out = self.inception_4a_3x3(inception_4a_relu_3x3_reduce_out)\n        inception_4a_3x3_bn_out = self.inception_4a_3x3_bn(inception_4a_3x3_out)\n        inception_4a_relu_3x3_out = self.inception_4a_relu_3x3(inception_4a_3x3_bn_out)\n        inception_4a_double_3x3_reduce_out = self.inception_4a_double_3x3_reduce(inception_3c_output_out)\n        inception_4a_double_3x3_reduce_bn_out = self.inception_4a_double_3x3_reduce_bn(inception_4a_double_3x3_reduce_out)\n        inception_4a_relu_double_3x3_reduce_out = self.inception_4a_relu_double_3x3_reduce(inception_4a_double_3x3_reduce_bn_out)\n        inception_4a_double_3x3_1_out = self.inception_4a_double_3x3_1(inception_4a_relu_double_3x3_reduce_out)\n        inception_4a_double_3x3_1_bn_out = self.inception_4a_double_3x3_1_bn(inception_4a_double_3x3_1_out)\n        inception_4a_relu_double_3x3_1_out = self.inception_4a_relu_double_3x3_1(inception_4a_double_3x3_1_bn_out)\n        inception_4a_double_3x3_2_out = self.inception_4a_double_3x3_2(inception_4a_relu_double_3x3_1_out)\n        inception_4a_double_3x3_2_bn_out = self.inception_4a_double_3x3_2_bn(inception_4a_double_3x3_2_out)\n        inception_4a_relu_double_3x3_2_out = self.inception_4a_relu_double_3x3_2(inception_4a_double_3x3_2_bn_out)\n        inception_4a_pool_out = self.inception_4a_pool(inception_3c_output_out)\n        inception_4a_pool_proj_out = self.inception_4a_pool_proj(inception_4a_pool_out)\n        inception_4a_pool_proj_bn_out = self.inception_4a_pool_proj_bn(inception_4a_pool_proj_out)\n        inception_4a_relu_pool_proj_out = self.inception_4a_relu_pool_proj(inception_4a_pool_proj_bn_out)\n        inception_4a_output_out = torch.cat([inception_4a_relu_1x1_out,inception_4a_relu_3x3_out,inception_4a_relu_double_3x3_2_out,inception_4a_relu_pool_proj_out], 1)\n        inception_4b_1x1_out = self.inception_4b_1x1(inception_4a_output_out)\n        inception_4b_1x1_bn_out = self.inception_4b_1x1_bn(inception_4b_1x1_out)\n        inception_4b_relu_1x1_out = self.inception_4b_relu_1x1(inception_4b_1x1_bn_out)\n        inception_4b_3x3_reduce_out = self.inception_4b_3x3_reduce(inception_4a_output_out)\n        inception_4b_3x3_reduce_bn_out = self.inception_4b_3x3_reduce_bn(inception_4b_3x3_reduce_out)\n        inception_4b_relu_3x3_reduce_out = self.inception_4b_relu_3x3_reduce(inception_4b_3x3_reduce_bn_out)\n        inception_4b_3x3_out = self.inception_4b_3x3(inception_4b_relu_3x3_reduce_out)\n        inception_4b_3x3_bn_out = self.inception_4b_3x3_bn(inception_4b_3x3_out)\n        inception_4b_relu_3x3_out = self.inception_4b_relu_3x3(inception_4b_3x3_bn_out)\n        inception_4b_double_3x3_reduce_out = self.inception_4b_double_3x3_reduce(inception_4a_output_out)\n        inception_4b_double_3x3_reduce_bn_out = self.inception_4b_double_3x3_reduce_bn(inception_4b_double_3x3_reduce_out)\n        inception_4b_relu_double_3x3_reduce_out = self.inception_4b_relu_double_3x3_reduce(inception_4b_double_3x3_reduce_bn_out)\n        inception_4b_double_3x3_1_out = self.inception_4b_double_3x3_1(inception_4b_relu_double_3x3_reduce_out)\n        inception_4b_double_3x3_1_bn_out = self.inception_4b_double_3x3_1_bn(inception_4b_double_3x3_1_out)\n        inception_4b_relu_double_3x3_1_out = self.inception_4b_relu_double_3x3_1(inception_4b_double_3x3_1_bn_out)\n        inception_4b_double_3x3_2_out = self.inception_4b_double_3x3_2(inception_4b_relu_double_3x3_1_out)\n        inception_4b_double_3x3_2_bn_out = self.inception_4b_double_3x3_2_bn(inception_4b_double_3x3_2_out)\n        inception_4b_relu_double_3x3_2_out = self.inception_4b_relu_double_3x3_2(inception_4b_double_3x3_2_bn_out)\n        inception_4b_pool_out = self.inception_4b_pool(inception_4a_output_out)\n        inception_4b_pool_proj_out = self.inception_4b_pool_proj(inception_4b_pool_out)\n        inception_4b_pool_proj_bn_out = self.inception_4b_pool_proj_bn(inception_4b_pool_proj_out)\n        inception_4b_relu_pool_proj_out = self.inception_4b_relu_pool_proj(inception_4b_pool_proj_bn_out)\n        inception_4b_output_out = torch.cat([inception_4b_relu_1x1_out,inception_4b_relu_3x3_out,inception_4b_relu_double_3x3_2_out,inception_4b_relu_pool_proj_out], 1)\n        inception_4c_1x1_out = self.inception_4c_1x1(inception_4b_output_out)\n        inception_4c_1x1_bn_out = self.inception_4c_1x1_bn(inception_4c_1x1_out)\n        inception_4c_relu_1x1_out = self.inception_4c_relu_1x1(inception_4c_1x1_bn_out)\n        inception_4c_3x3_reduce_out = self.inception_4c_3x3_reduce(inception_4b_output_out)\n        inception_4c_3x3_reduce_bn_out = self.inception_4c_3x3_reduce_bn(inception_4c_3x3_reduce_out)\n        inception_4c_relu_3x3_reduce_out = self.inception_4c_relu_3x3_reduce(inception_4c_3x3_reduce_bn_out)\n        inception_4c_3x3_out = self.inception_4c_3x3(inception_4c_relu_3x3_reduce_out)\n        inception_4c_3x3_bn_out = self.inception_4c_3x3_bn(inception_4c_3x3_out)\n        inception_4c_relu_3x3_out = self.inception_4c_relu_3x3(inception_4c_3x3_bn_out)\n        inception_4c_double_3x3_reduce_out = self.inception_4c_double_3x3_reduce(inception_4b_output_out)\n        inception_4c_double_3x3_reduce_bn_out = self.inception_4c_double_3x3_reduce_bn(inception_4c_double_3x3_reduce_out)\n        inception_4c_relu_double_3x3_reduce_out = self.inception_4c_relu_double_3x3_reduce(inception_4c_double_3x3_reduce_bn_out)\n        inception_4c_double_3x3_1_out = self.inception_4c_double_3x3_1(inception_4c_relu_double_3x3_reduce_out)\n        inception_4c_double_3x3_1_bn_out = self.inception_4c_double_3x3_1_bn(inception_4c_double_3x3_1_out)\n        inception_4c_relu_double_3x3_1_out = self.inception_4c_relu_double_3x3_1(inception_4c_double_3x3_1_bn_out)\n        inception_4c_double_3x3_2_out = self.inception_4c_double_3x3_2(inception_4c_relu_double_3x3_1_out)\n        inception_4c_double_3x3_2_bn_out = self.inception_4c_double_3x3_2_bn(inception_4c_double_3x3_2_out)\n        inception_4c_relu_double_3x3_2_out = self.inception_4c_relu_double_3x3_2(inception_4c_double_3x3_2_bn_out)\n        inception_4c_pool_out = self.inception_4c_pool(inception_4b_output_out)\n        inception_4c_pool_proj_out = self.inception_4c_pool_proj(inception_4c_pool_out)\n        inception_4c_pool_proj_bn_out = self.inception_4c_pool_proj_bn(inception_4c_pool_proj_out)\n        inception_4c_relu_pool_proj_out = self.inception_4c_relu_pool_proj(inception_4c_pool_proj_bn_out)\n        inception_4c_output_out = torch.cat([inception_4c_relu_1x1_out,inception_4c_relu_3x3_out,inception_4c_relu_double_3x3_2_out,inception_4c_relu_pool_proj_out], 1)\n        inception_4d_1x1_out = self.inception_4d_1x1(inception_4c_output_out)\n        inception_4d_1x1_bn_out = self.inception_4d_1x1_bn(inception_4d_1x1_out)\n        inception_4d_relu_1x1_out = self.inception_4d_relu_1x1(inception_4d_1x1_bn_out)\n        inception_4d_3x3_reduce_out = self.inception_4d_3x3_reduce(inception_4c_output_out)\n        inception_4d_3x3_reduce_bn_out = self.inception_4d_3x3_reduce_bn(inception_4d_3x3_reduce_out)\n        inception_4d_relu_3x3_reduce_out = self.inception_4d_relu_3x3_reduce(inception_4d_3x3_reduce_bn_out)\n        inception_4d_3x3_out = self.inception_4d_3x3(inception_4d_relu_3x3_reduce_out)\n        inception_4d_3x3_bn_out = self.inception_4d_3x3_bn(inception_4d_3x3_out)\n        inception_4d_relu_3x3_out = self.inception_4d_relu_3x3(inception_4d_3x3_bn_out)\n        inception_4d_double_3x3_reduce_out = self.inception_4d_double_3x3_reduce(inception_4c_output_out)\n        inception_4d_double_3x3_reduce_bn_out = self.inception_4d_double_3x3_reduce_bn(inception_4d_double_3x3_reduce_out)\n        inception_4d_relu_double_3x3_reduce_out = self.inception_4d_relu_double_3x3_reduce(inception_4d_double_3x3_reduce_bn_out)\n        inception_4d_double_3x3_1_out = self.inception_4d_double_3x3_1(inception_4d_relu_double_3x3_reduce_out)\n        inception_4d_double_3x3_1_bn_out = self.inception_4d_double_3x3_1_bn(inception_4d_double_3x3_1_out)\n        inception_4d_relu_double_3x3_1_out = self.inception_4d_relu_double_3x3_1(inception_4d_double_3x3_1_bn_out)\n        inception_4d_double_3x3_2_out = self.inception_4d_double_3x3_2(inception_4d_relu_double_3x3_1_out)\n        inception_4d_double_3x3_2_bn_out = self.inception_4d_double_3x3_2_bn(inception_4d_double_3x3_2_out)\n        inception_4d_relu_double_3x3_2_out = self.inception_4d_relu_double_3x3_2(inception_4d_double_3x3_2_bn_out)\n        inception_4d_pool_out = self.inception_4d_pool(inception_4c_output_out)\n        inception_4d_pool_proj_out = self.inception_4d_pool_proj(inception_4d_pool_out)\n        inception_4d_pool_proj_bn_out = self.inception_4d_pool_proj_bn(inception_4d_pool_proj_out)\n        inception_4d_relu_pool_proj_out = self.inception_4d_relu_pool_proj(inception_4d_pool_proj_bn_out)\n        inception_4d_output_out = torch.cat([inception_4d_relu_1x1_out,inception_4d_relu_3x3_out,inception_4d_relu_double_3x3_2_out,inception_4d_relu_pool_proj_out], 1)\n        inception_4e_3x3_reduce_out = self.inception_4e_3x3_reduce(inception_4d_output_out)\n        inception_4e_3x3_reduce_bn_out = self.inception_4e_3x3_reduce_bn(inception_4e_3x3_reduce_out)\n        inception_4e_relu_3x3_reduce_out = self.inception_4e_relu_3x3_reduce(inception_4e_3x3_reduce_bn_out)\n        inception_4e_3x3_out = self.inception_4e_3x3(inception_4e_relu_3x3_reduce_out)\n        inception_4e_3x3_bn_out = self.inception_4e_3x3_bn(inception_4e_3x3_out)\n        inception_4e_relu_3x3_out = self.inception_4e_relu_3x3(inception_4e_3x3_bn_out)\n        inception_4e_double_3x3_reduce_out = self.inception_4e_double_3x3_reduce(inception_4d_output_out)\n        inception_4e_double_3x3_reduce_bn_out = self.inception_4e_double_3x3_reduce_bn(inception_4e_double_3x3_reduce_out)\n        inception_4e_relu_double_3x3_reduce_out = self.inception_4e_relu_double_3x3_reduce(inception_4e_double_3x3_reduce_bn_out)\n        inception_4e_double_3x3_1_out = self.inception_4e_double_3x3_1(inception_4e_relu_double_3x3_reduce_out)\n        inception_4e_double_3x3_1_bn_out = self.inception_4e_double_3x3_1_bn(inception_4e_double_3x3_1_out)\n        inception_4e_relu_double_3x3_1_out = self.inception_4e_relu_double_3x3_1(inception_4e_double_3x3_1_bn_out)\n        inception_4e_double_3x3_2_out = self.inception_4e_double_3x3_2(inception_4e_relu_double_3x3_1_out)\n        inception_4e_double_3x3_2_bn_out = self.inception_4e_double_3x3_2_bn(inception_4e_double_3x3_2_out)\n        inception_4e_relu_double_3x3_2_out = self.inception_4e_relu_double_3x3_2(inception_4e_double_3x3_2_bn_out)\n        inception_4e_pool_out = self.inception_4e_pool(inception_4d_output_out)\n        inception_4e_output_out = torch.cat([inception_4e_relu_3x3_out,inception_4e_relu_double_3x3_2_out,inception_4e_pool_out], 1)\n        inception_5a_1x1_out = self.inception_5a_1x1(inception_4e_output_out)\n        inception_5a_1x1_bn_out = self.inception_5a_1x1_bn(inception_5a_1x1_out)\n        inception_5a_relu_1x1_out = self.inception_5a_relu_1x1(inception_5a_1x1_bn_out)\n        inception_5a_3x3_reduce_out = self.inception_5a_3x3_reduce(inception_4e_output_out)\n        inception_5a_3x3_reduce_bn_out = self.inception_5a_3x3_reduce_bn(inception_5a_3x3_reduce_out)\n        inception_5a_relu_3x3_reduce_out = self.inception_5a_relu_3x3_reduce(inception_5a_3x3_reduce_bn_out)\n        inception_5a_3x3_out = self.inception_5a_3x3(inception_5a_relu_3x3_reduce_out)\n        inception_5a_3x3_bn_out = self.inception_5a_3x3_bn(inception_5a_3x3_out)\n        inception_5a_relu_3x3_out = self.inception_5a_relu_3x3(inception_5a_3x3_bn_out)\n        inception_5a_double_3x3_reduce_out = self.inception_5a_double_3x3_reduce(inception_4e_output_out)\n        inception_5a_double_3x3_reduce_bn_out = self.inception_5a_double_3x3_reduce_bn(inception_5a_double_3x3_reduce_out)\n        inception_5a_relu_double_3x3_reduce_out = self.inception_5a_relu_double_3x3_reduce(inception_5a_double_3x3_reduce_bn_out)\n        inception_5a_double_3x3_1_out = self.inception_5a_double_3x3_1(inception_5a_relu_double_3x3_reduce_out)\n        inception_5a_double_3x3_1_bn_out = self.inception_5a_double_3x3_1_bn(inception_5a_double_3x3_1_out)\n        inception_5a_relu_double_3x3_1_out = self.inception_5a_relu_double_3x3_1(inception_5a_double_3x3_1_bn_out)\n        inception_5a_double_3x3_2_out = self.inception_5a_double_3x3_2(inception_5a_relu_double_3x3_1_out)\n        inception_5a_double_3x3_2_bn_out = self.inception_5a_double_3x3_2_bn(inception_5a_double_3x3_2_out)\n        inception_5a_relu_double_3x3_2_out = self.inception_5a_relu_double_3x3_2(inception_5a_double_3x3_2_bn_out)\n        inception_5a_pool_out = self.inception_5a_pool(inception_4e_output_out)\n        inception_5a_pool_proj_out = self.inception_5a_pool_proj(inception_5a_pool_out)\n        inception_5a_pool_proj_bn_out = self.inception_5a_pool_proj_bn(inception_5a_pool_proj_out)\n        inception_5a_relu_pool_proj_out = self.inception_5a_relu_pool_proj(inception_5a_pool_proj_bn_out)\n        inception_5a_output_out = torch.cat([inception_5a_relu_1x1_out,inception_5a_relu_3x3_out,inception_5a_relu_double_3x3_2_out,inception_5a_relu_pool_proj_out], 1)\n        inception_5b_1x1_out = self.inception_5b_1x1(inception_5a_output_out)\n        inception_5b_1x1_bn_out = self.inception_5b_1x1_bn(inception_5b_1x1_out)\n        inception_5b_relu_1x1_out = self.inception_5b_relu_1x1(inception_5b_1x1_bn_out)\n        inception_5b_3x3_reduce_out = self.inception_5b_3x3_reduce(inception_5a_output_out)\n        inception_5b_3x3_reduce_bn_out = self.inception_5b_3x3_reduce_bn(inception_5b_3x3_reduce_out)\n        inception_5b_relu_3x3_reduce_out = self.inception_5b_relu_3x3_reduce(inception_5b_3x3_reduce_bn_out)\n        inception_5b_3x3_out = self.inception_5b_3x3(inception_5b_relu_3x3_reduce_out)\n        inception_5b_3x3_bn_out = self.inception_5b_3x3_bn(inception_5b_3x3_out)\n        inception_5b_relu_3x3_out = self.inception_5b_relu_3x3(inception_5b_3x3_bn_out)\n        inception_5b_double_3x3_reduce_out = self.inception_5b_double_3x3_reduce(inception_5a_output_out)\n        inception_5b_double_3x3_reduce_bn_out = self.inception_5b_double_3x3_reduce_bn(inception_5b_double_3x3_reduce_out)\n        inception_5b_relu_double_3x3_reduce_out = self.inception_5b_relu_double_3x3_reduce(inception_5b_double_3x3_reduce_bn_out)\n        inception_5b_double_3x3_1_out = self.inception_5b_double_3x3_1(inception_5b_relu_double_3x3_reduce_out)\n        inception_5b_double_3x3_1_bn_out = self.inception_5b_double_3x3_1_bn(inception_5b_double_3x3_1_out)\n        inception_5b_relu_double_3x3_1_out = self.inception_5b_relu_double_3x3_1(inception_5b_double_3x3_1_bn_out)\n        inception_5b_double_3x3_2_out = self.inception_5b_double_3x3_2(inception_5b_relu_double_3x3_1_out)\n        inception_5b_double_3x3_2_bn_out = self.inception_5b_double_3x3_2_bn(inception_5b_double_3x3_2_out)\n        inception_5b_relu_double_3x3_2_out = self.inception_5b_relu_double_3x3_2(inception_5b_double_3x3_2_bn_out)\n        inception_5b_pool_out = self.inception_5b_pool(inception_5a_output_out)\n        inception_5b_pool_proj_out = self.inception_5b_pool_proj(inception_5b_pool_out)\n        inception_5b_pool_proj_bn_out = self.inception_5b_pool_proj_bn(inception_5b_pool_proj_out)\n        inception_5b_relu_pool_proj_out = self.inception_5b_relu_pool_proj(inception_5b_pool_proj_bn_out)\n        inception_5b_output_out = torch.cat([inception_5b_relu_1x1_out,inception_5b_relu_3x3_out,inception_5b_relu_double_3x3_2_out,inception_5b_relu_pool_proj_out], 1)\n        return inception_5b_output_out\n\n    def forward(self, input):\n        x = self.features(input)\n        adaptiveAvgPoolWidth = x.shape[2]\n        x = F.avg_pool2d(x, kernel_size=adaptiveAvgPoolWidth)\n        x = x.view(x.size(0), -1)\n        x = self.embedding(x)\n        x = F.normalize(x, p=2, dim=1)\n        return x\n\n\ndef bninception(dim=64, pretrained='imagenet'):\n    r\"\"\"BNInception model architecture from <https://arxiv.org/pdf/1502.03167.pdf>`_ paper.\n    \"\"\"\n    model = BNInception(dim=dim)\n    if pretrained is not None:\n        settings = pretrained_settings['bninception'][pretrained]\n        model_dict = model.state_dict()\n        pretrained_dict = model_zoo.load_url(settings['url'])\n        pretrained_dict = {k: v for k, v in pretrained_dict.items() if k in model_dict}\n        model_dict.update(pretrained_dict)\n        model.load_state_dict(model_dict)\n    return model\n\n\nif __name__ == '__main__':\n\n    model = bninception()\n"
  },
  {
    "path": "train.py",
    "content": "\"\"\"\n    PyTorch Package for SoftTriple Loss\n\n    Reference\n    ICCV'19: \"SoftTriple Loss: Deep Metric Learning Without Triplet Sampling\"\n\n    Copyright@Alibaba Group\n\n\"\"\"\n\nimport argparse\nimport os\nimport torch\nimport torch.nn.parallel\nimport torch.backends.cudnn as cudnn\nimport torch.optim\nimport torch.utils.data\nimport torch.utils.data.distributed\nimport torchvision.transforms as transforms\nimport torchvision.datasets as datasets\nimport torch.nn as nn\nfrom PIL import Image\nimport loss\nimport evaluation as eva\nimport net\n\n\nparser = argparse.ArgumentParser(description='PyTorch Training')\nparser.add_argument('data', help='path to dataset')\nparser.add_argument('-j', '--workers', default=2, type=int,\n                    help='number of data loading workers')\nparser.add_argument('--epochs', default=50, type=int,\n                    help='number of total epochs to run')\nparser.add_argument('--start-epoch', default=0, type=int,\n                    help='manual epoch number')\nparser.add_argument('-b', '--batch-size', default=32, type=int,\n                    help='mini-batch size')\nparser.add_argument('--modellr', default=0.0001, type=float,\n                    help='initial model learning rate')\nparser.add_argument('--centerlr', default=0.01, type=float,\n                    help='initial center learning rate')\nparser.add_argument('--wd', '--weight-decay', default=1e-4, type=float,\n                    help='weight decay', dest='weight_decay')\nparser.add_argument('--gpu', default=None, type=int,\n                    help='GPU id to use.')\nparser.add_argument('--eps', default=0.01, type=float,\n                    help='epsilon for Adam')\nparser.add_argument('--rate', default=0.1, type=float,\n                    help='decay rate')\nparser.add_argument('--dim', default=64, type=int,\n                    help='dimensionality of embeddings')\nparser.add_argument('--freeze_BN', action='store_true',\n                    help='freeze bn')\nparser.add_argument('--la', default=20, type=float,\n                    help='lambda')\nparser.add_argument('--gamma', default=0.1, type=float,\n                    help='gamma')\nparser.add_argument('--tau', default=0.2, type=float,\n                    help='tau')\nparser.add_argument('--margin', default=0.01, type=float,\n                    help='margin')\nparser.add_argument('-C', default=98, type=int,\n                    help='C')\nparser.add_argument('-K', default=10, type=int,\n                    help='K')\n\n\ndef RGB2BGR(im):\n    assert im.mode == 'RGB'\n    r, g, b = im.split()\n    return Image.merge('RGB', (b, g, r))\n\n\ndef main():\n    args = parser.parse_args()\n\n    # create model\n    model = net.bninception(args.dim)\n    torch.cuda.set_device(args.gpu)\n    model = model.cuda()\n\n    # define loss function (criterion) and optimizer\n    criterion = loss.SoftTriple(args.la, args.gamma, args.tau, args.margin, args.dim, args.C, args.K).cuda()\n    optimizer = torch.optim.Adam([{\"params\": model.parameters(), \"lr\": args.modellr},\n                                  {\"params\": criterion.parameters(), \"lr\": args.centerlr}],\n                                 eps=args.eps, weight_decay=args.weight_decay)\n    cudnn.benchmark = True\n\n    # load data\n    traindir = os.path.join(args.data, 'train')\n    testdir = os.path.join(args.data, 'test')\n    normalize = transforms.Normalize(mean=[104., 117., 128.],\n                                     std=[1., 1., 1.])\n\n    train_dataset = datasets.ImageFolder(\n        traindir,\n        transforms.Compose([\n            transforms.Lambda(RGB2BGR),\n            transforms.RandomResizedCrop(224),\n            transforms.RandomHorizontalFlip(),\n            transforms.ToTensor(),\n            transforms.Lambda(lambda x: x.mul(255)),\n            normalize,\n        ]))\n\n    train_loader = torch.utils.data.DataLoader(\n        train_dataset, batch_size=args.batch_size, shuffle=True,\n        num_workers=args.workers, pin_memory=True)\n\n    test_loader = torch.utils.data.DataLoader(\n        datasets.ImageFolder(testdir, transforms.Compose([\n            transforms.Lambda(RGB2BGR),\n            transforms.Resize(256),\n            transforms.CenterCrop(224),\n            transforms.ToTensor(),\n            transforms.Lambda(lambda x: x.mul(255)),\n            normalize,\n        ])),\n        batch_size=args.batch_size, shuffle=False,\n        num_workers=args.workers, pin_memory=True)\n\n    for epoch in range(args.start_epoch, args.epochs):\n        print('Training in Epoch[{}]'.format(epoch))\n        adjust_learning_rate(optimizer, epoch, args)\n\n        # train for one epoch\n        train(train_loader, model, criterion, optimizer, args)\n\n    # evaluate on validation set\n    nmi, recall = validate(test_loader, model, args)\n    print('Recall@1, 2, 4, 8: {recall[0]:.3f}, {recall[1]:.3f}, {recall[2]:.3f}, {recall[3]:.3f}; NMI: {nmi:.3f} \\n'\n                  .format(recall=recall, nmi=nmi))\n\n\ndef train(train_loader, model, criterion, optimizer, args):\n    # switch to train mode\n    model.train()\n    if args.freeze_BN:\n        for m in model.modules():\n            if isinstance(m, nn.BatchNorm2d):\n                m.eval()\n\n    for i, (input, target) in enumerate(train_loader):\n        if args.gpu is not None:\n            input = input.cuda(args.gpu, non_blocking=True)\n        target = target.cuda(args.gpu, non_blocking=True)\n\n        # compute output\n        output = model(input)\n        loss = criterion(output, target)\n\n        # compute gradient and do SGD step\n        optimizer.zero_grad()\n        loss.backward()\n        optimizer.step()\n\n\ndef validate(test_loader, model, args):\n    # switch to evaluation mode\n    model.eval()\n    testdata = torch.Tensor()\n    testlabel = torch.LongTensor()\n    with torch.no_grad():\n        for i, (input, target) in enumerate(test_loader):\n            if args.gpu is not None:\n                input = input.cuda(args.gpu, non_blocking=True)\n\n            # compute output\n            output = model(input)\n            testdata = torch.cat((testdata, output.cpu()), 0)\n            testlabel = torch.cat((testlabel, target))\n    nmi, recall = eva.evaluation(testdata.numpy(), testlabel.numpy(), [1, 2, 4, 8])\n    return nmi, recall\n\n\ndef adjust_learning_rate(optimizer, epoch, args):\n    # decayed lr by 10 every 20 epochs\n    if (epoch+1)%20 == 0:\n        for param_group in optimizer.param_groups:\n            param_group['lr'] *= args.rate\n\n\nif __name__ == '__main__':\n    main()\n"
  }
]