mnist_v3.ipynb

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    "colab": {
      "provenance": [],
      "mount_file_id": "1sOf0fjJnE7zP8s1a3aPoW6Ny8DX3R8gS",
      "authorship_tag": "ABX9TyN51OXN0hRhm97RfV3eL3Lh",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AronnePiperno/IML-Face-Search-Engine-La-Boccia/blob/master/mnist_v3.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1LmW5UuzQPtN"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import torch.utils.data as Data\n",
        "from torchvision import datasets, transforms\n",
        "import torch.nn.functional as F\n",
        "import timeit"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "torch.manual_seed(0)\n",
        "torch.backends.cudnn.deterministic = True\n",
        "torch.backends.cudnn.benchmark = False\n",
        "np.random.seed(0)"
      ],
      "metadata": {
        "id": "rrEkgJZwQYJV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
      ],
      "metadata": {
        "id": "QHf4OWVDQgBI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transform = transforms.Compose([\n",
        "transforms.CenterCrop(26),\n",
        "transforms.Resize((28,28)),\n",
        "transforms.ColorJitter(brightness=0.05, contrast=0.05, saturation=0.05, hue=0.05),\n",
        "transforms.RandomRotation(10),      \n",
        "transforms.RandomAffine(5),\n",
        "\n",
        "# convert the image to a pytorch tensor\n",
        "transforms.ToTensor(), \n",
        "\n",
        "# normalise the images with mean and std of the dataset\n",
        "transforms.Normalize((0.1307,), (0.3081,)) \n",
        "])"
      ],
      "metadata": {
        "id": "F_62YcrJQkNw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset = datasets.MNIST('./data',train=True,transform=transform,download=True)\n",
        "train_dataloader = Data.DataLoader(dataset=train_dataset, batch_size=128, shuffle=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ALSWkZU-QrLl",
        "outputId": "f310364e-d2bd-4cd3-d5b2-0bc029cdf9b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 9912422/9912422 [00:00<00:00, 192367930.02it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 28881/28881 [00:00<00:00, 42281219.48it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
            "\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 1648877/1648877 [00:00<00:00, 41683340.24it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 4542/4542 [00:00<00:00, 5793956.44it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Net(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(Net, self).__init__()\n",
        "\n",
        "        # define a conv layer with output channels as 16, kernel size of 3 and stride of 1\n",
        "        self.conv11 = nn.Conv2d(1, 16, 3, 1) # Input = 1x28x28  Output = 16x26x26\n",
        "        self.conv12 = nn.Conv2d(1, 16, 5, 1) # Input = 1x28x28  Output = 16x24x24\n",
        "        self.conv13 = nn.Conv2d(1, 16, 7, 1) # Input = 1x28x28  Output = 16x22x22\n",
        "        self.conv14 = nn.Conv2d(1, 16, 9, 1) # Input = 1x28x28  Output = 16x20x20\n",
        "\n",
        "        # define a conv layer with output channels as 32, kernel size of 3 and stride of 1\n",
        "        self.conv21 = nn.Conv2d(16, 32, 3, 1) # Input = 16x26x26 Output = 32x24x24\n",
        "        self.conv22 = nn.Conv2d(16, 32, 5, 1) # Input = 16x24x24 Output = 32x20x20\n",
        "        self.conv23 = nn.Conv2d(16, 32, 7, 1) # Input = 16x22x22 Output = 32x16x16\n",
        "        self.conv24 = nn.Conv2d(16, 32, 9, 1) # Input = 16x20x20  Output = 32x12x12\n",
        "\n",
        "        # define a conv layer with output channels as 64, kernel size of 3 and stride of 1\n",
        "        self.conv31 = nn.Conv2d(32, 64, 3, 1) # Input = 32x24x24 Output = 64x22x22\n",
        "        self.conv32 = nn.Conv2d(32, 64, 5, 1) # Input = 32x20x20 Output = 64x16x16\n",
        "        self.conv33 = nn.Conv2d(32, 64, 7, 1) # Input = 32x16x16 Output = 64x10x10\n",
        "        self.conv34 = nn.Conv2d(32, 64, 9, 1) # Input = 32x12x12 Output = 64x4x4\n",
        "\n",
        "\n",
        "        # define a max pooling layer with kernel size 2\n",
        "        self.maxpool = nn.MaxPool2d(2) # Output = 64x11x11\n",
        "        #self.maxpool1 = nn.MaxPool2d(1)\n",
        "        # define dropout layer with a probability of 0.25\n",
        "        self.dropout1 = nn.Dropout(0.25)\n",
        "        # define dropout layer with a probability of 0.5\n",
        "        self.dropout2 = nn.Dropout(0.5)\n",
        "\n",
        "        # define a linear(dense) layer with 128 output features\n",
        "        self.fc11 = nn.Linear(64*11*11, 256)\n",
        "        self.fc12 = nn.Linear(64*8*8, 256)      # after maxpooling 2x2\n",
        "        self.fc13 = nn.Linear(64*5*5, 256)\n",
        "        self.fc14 = nn.Linear(64*2*2, 256)\n",
        "\n",
        "        # define a linear(dense) layer with output features corresponding to the number of classes in the dataset\n",
        "        self.fc21 = nn.Linear(256, 128)\n",
        "        self.fc22 = nn.Linear(256, 128)\n",
        "        self.fc23 = nn.Linear(256, 128)\n",
        "        self.fc24 = nn.Linear(256, 128)\n",
        "\n",
        "        self.fc33 = nn.Linear(128*4,10)\n",
        "        #self.fc33 = nn.Linear(64*3,10)\n",
        "\n",
        "\n",
        "    def forward(self, inp):\n",
        "        # Use the layers defined above in a sequential way (folow the same as the layer definitions above) and \n",
        "        # write the forward pass, after each of conv1, conv2, conv3 and fc1 use a relu activation. \n",
        "\n",
        "\n",
        "        x = F.relu(self.conv11(inp))\n",
        "        x = F.relu(self.conv21(x))\n",
        "        x = F.relu(self.maxpool(self.conv31(x)))\n",
        "        #print(x.shape)\n",
        "        #x = torch.flatten(x, 1)\n",
        "        x = x.view(-1,64*11*11)\n",
        "        x = self.dropout1(x)\n",
        "        x = F.relu(self.fc11(x))\n",
        "        x = self.dropout2(x)\n",
        "        x = self.fc21(x)\n",
        "\n",
        "        y = F.relu(self.conv12(inp))\n",
        "        y = F.relu(self.conv22(y))\n",
        "        y = F.relu(self.maxpool(self.conv32(y)))\n",
        "        #x = torch.flatten(x, 1)\n",
        "        y = y.view(-1,64*8*8)\n",
        "        y = self.dropout1(y)\n",
        "        y = F.relu(self.fc12(y))\n",
        "        y = self.dropout2(y)\n",
        "        y = self.fc22(y)\n",
        "\n",
        "        z = F.relu(self.conv13(inp))\n",
        "        z = F.relu(self.conv23(z))\n",
        "        z = F.relu(self.maxpool(self.conv33(z)))\n",
        "        #x = torch.flatten(x, 1)\n",
        "        z = z.view(-1,64*5*5)\n",
        "        z = self.dropout1(z)\n",
        "        z = F.relu(self.fc13(z))\n",
        "        z = self.dropout2(z)\n",
        "        z = self.fc23(z)\n",
        "\n",
        "        ze = F.relu(self.conv14(inp))\n",
        "        ze = F.relu(self.conv24(ze))\n",
        "        ze = F.relu(self.maxpool(self.conv34(ze)))\n",
        "        #x = torch.flatten(x, 1)\n",
        "        ze = ze.view(-1,64*2*2)\n",
        "        ze = self.dropout1(ze)\n",
        "        ze = F.relu(self.fc14(ze))\n",
        "        ze = self.dropout2(ze)\n",
        "        ze = self.fc24(ze)\n",
        "\n",
        "        out_f = torch.cat((x, y, z, ze), dim=1)\n",
        "        #out_f1 = torch.cat((out_f, ze), dim=1)\n",
        "        out = self.fc33(out_f)\n",
        "\n",
        "        output = F.log_softmax(out, dim=1)\n",
        "        return output"
      ],
      "metadata": {
        "id": "G9CGjgn8QyuR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = Net().to(device)"
      ],
      "metadata": {
        "id": "z5nX53hmQ1FS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "losses_1 = []\n",
        "losses_2 = []\n",
        "\n",
        "def train(model, device, train_loader, optimizer, epoch):\n",
        "  model.train()\n",
        "        \n",
        "  for batch_idx, (data, target) in enumerate(train_loader):\n",
        "            # send the image, target to the device\n",
        "    data, target = data.to(device), target.to(device)\n",
        "            # flush out the gradients stored in optimizer\n",
        "    optimizer.zero_grad()\n",
        "            # pass the image to the model and assign the output to variable named output\n",
        "    output = model(data)\n",
        "            # calculate the loss (use nll_loss in pytorch)\n",
        "    loss = F.nll_loss(output, target)\n",
        "            # do a backward pass\n",
        "    loss.backward()\n",
        "            # update the weights\n",
        "    optimizer.step()\n",
        "          \n",
        "    if batch_idx % 100 == 0:\n",
        "      print('Train Epoch: {} [{}/{} ({:.0f}%)]\\tLoss: {:.6f}'.format(\n",
        "      epoch, batch_idx * len(data), len(train_loader.dataset),\n",
        "      100. * batch_idx / len(train_loader), loss.item()))\n",
        "      losses_1.append(loss.item())\n",
        "      losses_2.append(100. * batch_idx / len(train_loader))\n",
        "            \n",
        "    "
      ],
      "metadata": {
        "id": "BouqcglyQ-YQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = Net().to(device)\n",
        "learning_rate = []\n",
        "def adjust_learning_rate(optimizer, iter, each):\n",
        "    # sets the learning rate to the initial LR decayed by 0.1 every 'each' iterations\n",
        "    lr = 0.001 * (0.95 ** (iter // each))\n",
        "    state_dict = optimizer.state_dict()\n",
        "    for param_group in state_dict['param_groups']:\n",
        "        param_group['lr'] = lr\n",
        "    optimizer.load_state_dict(state_dict)\n",
        "    print(\"Learning rate = \",lr)\n",
        "    return lr\n",
        "\n",
        "\n",
        "## Define Adam Optimiser with a learning rate of 0.01\n",
        "optimizer =  torch.optim.Adam(model.parameters(),lr=0.001)\n",
        "\n",
        "start = timeit.default_timer()\n",
        "for epoch in range(1,100):\n",
        "  lr = adjust_learning_rate(optimizer, epoch, 1.616)\n",
        "  learning_rate.append(lr)\n",
        "  train(model, device, train_dataloader, optimizer, epoch)\n",
        "  #test(model, device, test_dataloader)\n",
        "stop = timeit.default_timer()\n",
        "print('Total time taken: {} seconds'.format(int(stop - start)))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g8jxuLYDREqB",
        "outputId": "2cf8e530-8516-46c5-87ba-03b8e3eb105e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Learning rate =  0.001\n",
            "Train Epoch: 1 [0/60000 (0%)]\tLoss: 2.302992\n",
            "Train Epoch: 1 [12800/60000 (21%)]\tLoss: 0.121689\n",
            "Train Epoch: 1 [25600/60000 (43%)]\tLoss: 0.059538\n",
            "Train Epoch: 1 [38400/60000 (64%)]\tLoss: 0.102264\n",
            "Train Epoch: 1 [51200/60000 (85%)]\tLoss: 0.083321\n",
            "Learning rate =  0.00095\n",
            "Train Epoch: 2 [0/60000 (0%)]\tLoss: 0.087683\n",
            "Train Epoch: 2 [12800/60000 (21%)]\tLoss: 0.049892\n",
            "Train Epoch: 2 [25600/60000 (43%)]\tLoss: 0.115524\n",
            "Train Epoch: 2 [38400/60000 (64%)]\tLoss: 0.048283\n",
            "Train Epoch: 2 [51200/60000 (85%)]\tLoss: 0.014298\n",
            "Learning rate =  0.00095\n",
            "Train Epoch: 3 [0/60000 (0%)]\tLoss: 0.062757\n",
            "Train Epoch: 3 [12800/60000 (21%)]\tLoss: 0.048042\n",
            "Train Epoch: 3 [25600/60000 (43%)]\tLoss: 0.035172\n",
            "Train Epoch: 3 [38400/60000 (64%)]\tLoss: 0.043138\n",
            "Train Epoch: 3 [51200/60000 (85%)]\tLoss: 0.033581\n",
            "Learning rate =  0.0009025\n",
            "Train Epoch: 4 [0/60000 (0%)]\tLoss: 0.051042\n",
            "Train Epoch: 4 [12800/60000 (21%)]\tLoss: 0.016942\n",
            "Train Epoch: 4 [25600/60000 (43%)]\tLoss: 0.021863\n",
            "Train Epoch: 4 [38400/60000 (64%)]\tLoss: 0.003642\n",
            "Train Epoch: 4 [51200/60000 (85%)]\tLoss: 0.054299\n",
            "Learning rate =  0.000857375\n",
            "Train Epoch: 5 [0/60000 (0%)]\tLoss: 0.029248\n",
            "Train Epoch: 5 [12800/60000 (21%)]\tLoss: 0.046451\n",
            "Train Epoch: 5 [25600/60000 (43%)]\tLoss: 0.050496\n",
            "Train Epoch: 5 [38400/60000 (64%)]\tLoss: 0.018343\n",
            "Train Epoch: 5 [51200/60000 (85%)]\tLoss: 0.039043\n",
            "Learning rate =  0.000857375\n",
            "Train Epoch: 6 [0/60000 (0%)]\tLoss: 0.017355\n",
            "Train Epoch: 6 [12800/60000 (21%)]\tLoss: 0.020882\n",
            "Train Epoch: 6 [25600/60000 (43%)]\tLoss: 0.078117\n",
            "Train Epoch: 6 [38400/60000 (64%)]\tLoss: 0.042925\n",
            "Train Epoch: 6 [51200/60000 (85%)]\tLoss: 0.022670\n",
            "Learning rate =  0.0008145062499999999\n",
            "Train Epoch: 7 [0/60000 (0%)]\tLoss: 0.027223\n",
            "Train Epoch: 7 [12800/60000 (21%)]\tLoss: 0.019479\n",
            "Train Epoch: 7 [25600/60000 (43%)]\tLoss: 0.017007\n",
            "Train Epoch: 7 [38400/60000 (64%)]\tLoss: 0.054554\n",
            "Train Epoch: 7 [51200/60000 (85%)]\tLoss: 0.026674\n",
            "Learning rate =  0.0008145062499999999\n",
            "Train Epoch: 8 [0/60000 (0%)]\tLoss: 0.077955\n",
            "Train Epoch: 8 [12800/60000 (21%)]\tLoss: 0.008408\n",
            "Train Epoch: 8 [25600/60000 (43%)]\tLoss: 0.013024\n",
            "Train Epoch: 8 [38400/60000 (64%)]\tLoss: 0.049647\n",
            "Train Epoch: 8 [51200/60000 (85%)]\tLoss: 0.030548\n",
            "Learning rate =  0.0007737809374999998\n",
            "Train Epoch: 9 [0/60000 (0%)]\tLoss: 0.050952\n",
            "Train Epoch: 9 [12800/60000 (21%)]\tLoss: 0.006737\n",
            "Train Epoch: 9 [25600/60000 (43%)]\tLoss: 0.011602\n",
            "Train Epoch: 9 [38400/60000 (64%)]\tLoss: 0.017612\n",
            "Train Epoch: 9 [51200/60000 (85%)]\tLoss: 0.011881\n",
            "Learning rate =  0.0007350918906249999\n",
            "Train Epoch: 10 [0/60000 (0%)]\tLoss: 0.031843\n",
            "Train Epoch: 10 [12800/60000 (21%)]\tLoss: 0.020940\n",
            "Train Epoch: 10 [25600/60000 (43%)]\tLoss: 0.013705\n",
            "Train Epoch: 10 [38400/60000 (64%)]\tLoss: 0.022700\n",
            "Train Epoch: 10 [51200/60000 (85%)]\tLoss: 0.014240\n",
            "Learning rate =  0.0007350918906249999\n",
            "Train Epoch: 11 [0/60000 (0%)]\tLoss: 0.012224\n",
            "Train Epoch: 11 [12800/60000 (21%)]\tLoss: 0.007112\n",
            "Train Epoch: 11 [25600/60000 (43%)]\tLoss: 0.019587\n",
            "Train Epoch: 11 [38400/60000 (64%)]\tLoss: 0.002252\n",
            "Train Epoch: 11 [51200/60000 (85%)]\tLoss: 0.022154\n",
            "Learning rate =  0.0006983372960937497\n",
            "Train Epoch: 12 [0/60000 (0%)]\tLoss: 0.003040\n",
            "Train Epoch: 12 [12800/60000 (21%)]\tLoss: 0.002084\n",
            "Train Epoch: 12 [25600/60000 (43%)]\tLoss: 0.056843\n",
            "Train Epoch: 12 [38400/60000 (64%)]\tLoss: 0.005133\n",
            "Train Epoch: 12 [51200/60000 (85%)]\tLoss: 0.017632\n",
            "Learning rate =  0.0006634204312890623\n",
            "Train Epoch: 13 [0/60000 (0%)]\tLoss: 0.013435\n",
            "Train Epoch: 13 [12800/60000 (21%)]\tLoss: 0.018455\n",
            "Train Epoch: 13 [25600/60000 (43%)]\tLoss: 0.041275\n",
            "Train Epoch: 13 [38400/60000 (64%)]\tLoss: 0.019025\n",
            "Train Epoch: 13 [51200/60000 (85%)]\tLoss: 0.008518\n",
            "Learning rate =  0.0006634204312890623\n",
            "Train Epoch: 14 [0/60000 (0%)]\tLoss: 0.034069\n",
            "Train Epoch: 14 [12800/60000 (21%)]\tLoss: 0.005283\n",
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            "Learning rate =  0.0006302494097246091\n",
            "Train Epoch: 15 [0/60000 (0%)]\tLoss: 0.017538\n",
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            "Learning rate =  0.0006302494097246091\n",
            "Train Epoch: 16 [0/60000 (0%)]\tLoss: 0.033524\n",
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            "Learning rate =  0.0005987369392383787\n",
            "Train Epoch: 17 [0/60000 (0%)]\tLoss: 0.002332\n",
            "Train Epoch: 17 [12800/60000 (21%)]\tLoss: 0.000557\n",
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            "Train Epoch: 17 [51200/60000 (85%)]\tLoss: 0.029649\n",
            "Learning rate =  0.0005688000922764596\n",
            "Train Epoch: 18 [0/60000 (0%)]\tLoss: 0.012885\n",
            "Train Epoch: 18 [12800/60000 (21%)]\tLoss: 0.005929\n",
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            "Learning rate =  0.0005688000922764596\n",
            "Train Epoch: 19 [0/60000 (0%)]\tLoss: 0.000409\n",
            "Train Epoch: 19 [12800/60000 (21%)]\tLoss: 0.009799\n",
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            "Learning rate =  0.0005403600876626366\n",
            "Train Epoch: 20 [0/60000 (0%)]\tLoss: 0.012267\n",
            "Train Epoch: 20 [12800/60000 (21%)]\tLoss: 0.007864\n",
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            "Train Epoch: 20 [51200/60000 (85%)]\tLoss: 0.052607\n",
            "Learning rate =  0.0005403600876626366\n",
            "Train Epoch: 21 [0/60000 (0%)]\tLoss: 0.000374\n",
            "Train Epoch: 21 [12800/60000 (21%)]\tLoss: 0.009589\n",
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            "Train Epoch: 21 [51200/60000 (85%)]\tLoss: 0.002069\n",
            "Learning rate =  0.0005133420832795048\n",
            "Train Epoch: 22 [0/60000 (0%)]\tLoss: 0.076779\n",
            "Train Epoch: 22 [12800/60000 (21%)]\tLoss: 0.011258\n",
            "Train Epoch: 22 [25600/60000 (43%)]\tLoss: 0.021503\n",
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            "Learning rate =  0.00048767497911552955\n",
            "Train Epoch: 23 [0/60000 (0%)]\tLoss: 0.000739\n",
            "Train Epoch: 23 [12800/60000 (21%)]\tLoss: 0.039891\n",
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            "Train Epoch: 23 [51200/60000 (85%)]\tLoss: 0.038749\n",
            "Learning rate =  0.00048767497911552955\n",
            "Train Epoch: 24 [0/60000 (0%)]\tLoss: 0.003654\n",
            "Train Epoch: 24 [12800/60000 (21%)]\tLoss: 0.000044\n",
            "Train Epoch: 24 [25600/60000 (43%)]\tLoss: 0.002160\n",
            "Train Epoch: 24 [38400/60000 (64%)]\tLoss: 0.004390\n",
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            "Learning rate =  0.000463291230159753\n",
            "Train Epoch: 25 [0/60000 (0%)]\tLoss: 0.001184\n",
            "Train Epoch: 25 [12800/60000 (21%)]\tLoss: 0.012086\n",
            "Train Epoch: 25 [25600/60000 (43%)]\tLoss: 0.012265\n",
            "Train Epoch: 25 [38400/60000 (64%)]\tLoss: 0.021587\n",
            "Train Epoch: 25 [51200/60000 (85%)]\tLoss: 0.022785\n",
            "Learning rate =  0.00044012666865176535\n",
            "Train Epoch: 26 [0/60000 (0%)]\tLoss: 0.006826\n",
            "Train Epoch: 26 [12800/60000 (21%)]\tLoss: 0.000056\n",
            "Train Epoch: 26 [25600/60000 (43%)]\tLoss: 0.002032\n",
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            "Train Epoch: 26 [51200/60000 (85%)]\tLoss: 0.000289\n",
            "Learning rate =  0.00044012666865176535\n",
            "Train Epoch: 27 [0/60000 (0%)]\tLoss: 0.000086\n",
            "Train Epoch: 27 [12800/60000 (21%)]\tLoss: 0.010477\n",
            "Train Epoch: 27 [25600/60000 (43%)]\tLoss: 0.001052\n",
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            "Train Epoch: 27 [51200/60000 (85%)]\tLoss: 0.000301\n",
            "Learning rate =  0.0004181203352191771\n",
            "Train Epoch: 28 [0/60000 (0%)]\tLoss: 0.006316\n",
            "Train Epoch: 28 [12800/60000 (21%)]\tLoss: 0.002420\n",
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            "Train Epoch: 28 [51200/60000 (85%)]\tLoss: 0.051309\n",
            "Learning rate =  0.0004181203352191771\n",
            "Train Epoch: 29 [0/60000 (0%)]\tLoss: 0.001942\n",
            "Train Epoch: 29 [12800/60000 (21%)]\tLoss: 0.005671\n",
            "Train Epoch: 29 [25600/60000 (43%)]\tLoss: 0.000178\n",
            "Train Epoch: 29 [38400/60000 (64%)]\tLoss: 0.015730\n",
            "Train Epoch: 29 [51200/60000 (85%)]\tLoss: 0.005424\n",
            "Learning rate =  0.0003972143184582182\n",
            "Train Epoch: 30 [0/60000 (0%)]\tLoss: 0.001148\n",
            "Train Epoch: 30 [12800/60000 (21%)]\tLoss: 0.001925\n",
            "Train Epoch: 30 [25600/60000 (43%)]\tLoss: 0.000227\n",
            "Train Epoch: 30 [38400/60000 (64%)]\tLoss: 0.014209\n",
            "Train Epoch: 30 [51200/60000 (85%)]\tLoss: 0.000231\n",
            "Learning rate =  0.00037735360253530727\n",
            "Train Epoch: 31 [0/60000 (0%)]\tLoss: 0.016981\n",
            "Train Epoch: 31 [12800/60000 (21%)]\tLoss: 0.000660\n",
            "Train Epoch: 31 [25600/60000 (43%)]\tLoss: 0.029134\n",
            "Train Epoch: 31 [38400/60000 (64%)]\tLoss: 0.004905\n",
            "Train Epoch: 31 [51200/60000 (85%)]\tLoss: 0.004227\n",
            "Learning rate =  0.00037735360253530727\n",
            "Train Epoch: 32 [0/60000 (0%)]\tLoss: 0.005978\n",
            "Train Epoch: 32 [12800/60000 (21%)]\tLoss: 0.014369\n",
            "Train Epoch: 32 [25600/60000 (43%)]\tLoss: 0.015067\n",
            "Train Epoch: 32 [38400/60000 (64%)]\tLoss: 0.000113\n",
            "Train Epoch: 32 [51200/60000 (85%)]\tLoss: 0.000775\n",
            "Learning rate =  0.0003584859224085419\n",
            "Train Epoch: 33 [0/60000 (0%)]\tLoss: 0.000149\n",
            "Train Epoch: 33 [12800/60000 (21%)]\tLoss: 0.005070\n",
            "Train Epoch: 33 [25600/60000 (43%)]\tLoss: 0.003968\n",
            "Train Epoch: 33 [38400/60000 (64%)]\tLoss: 0.001494\n",
            "Train Epoch: 33 [51200/60000 (85%)]\tLoss: 0.000357\n",
            "Learning rate =  0.0003405616262881148\n",
            "Train Epoch: 34 [0/60000 (0%)]\tLoss: 0.002895\n",
            "Train Epoch: 34 [12800/60000 (21%)]\tLoss: 0.010712\n",
            "Train Epoch: 34 [25600/60000 (43%)]\tLoss: 0.003657\n",
            "Train Epoch: 34 [38400/60000 (64%)]\tLoss: 0.001093\n",
            "Train Epoch: 34 [51200/60000 (85%)]\tLoss: 0.000187\n",
            "Learning rate =  0.0003405616262881148\n",
            "Train Epoch: 35 [0/60000 (0%)]\tLoss: 0.000005\n",
            "Train Epoch: 35 [12800/60000 (21%)]\tLoss: 0.000080\n",
            "Train Epoch: 35 [25600/60000 (43%)]\tLoss: 0.000038\n",
            "Train Epoch: 35 [38400/60000 (64%)]\tLoss: 0.011768\n",
            "Train Epoch: 35 [51200/60000 (85%)]\tLoss: 0.000721\n",
            "Learning rate =  0.000323533544973709\n",
            "Train Epoch: 36 [0/60000 (0%)]\tLoss: 0.006434\n",
            "Train Epoch: 36 [12800/60000 (21%)]\tLoss: 0.000644\n",
            "Train Epoch: 36 [25600/60000 (43%)]\tLoss: 0.014319\n",
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            "Train Epoch: 36 [51200/60000 (85%)]\tLoss: 0.001647\n",
            "Learning rate =  0.000323533544973709\n",
            "Train Epoch: 37 [0/60000 (0%)]\tLoss: 0.001013\n",
            "Train Epoch: 37 [12800/60000 (21%)]\tLoss: 0.001370\n",
            "Train Epoch: 37 [25600/60000 (43%)]\tLoss: 0.000020\n",
            "Train Epoch: 37 [38400/60000 (64%)]\tLoss: 0.000437\n",
            "Train Epoch: 37 [51200/60000 (85%)]\tLoss: 0.000753\n",
            "Learning rate =  0.00030735686772502356\n",
            "Train Epoch: 38 [0/60000 (0%)]\tLoss: 0.001639\n",
            "Train Epoch: 38 [12800/60000 (21%)]\tLoss: 0.001944\n",
            "Train Epoch: 38 [25600/60000 (43%)]\tLoss: 0.000147\n",
            "Train Epoch: 38 [38400/60000 (64%)]\tLoss: 0.002965\n",
            "Train Epoch: 38 [51200/60000 (85%)]\tLoss: 0.048423\n",
            "Learning rate =  0.0002919890243387724\n",
            "Train Epoch: 39 [0/60000 (0%)]\tLoss: 0.001787\n",
            "Train Epoch: 39 [12800/60000 (21%)]\tLoss: 0.000150\n",
            "Train Epoch: 39 [25600/60000 (43%)]\tLoss: 0.000180\n",
            "Train Epoch: 39 [38400/60000 (64%)]\tLoss: 0.000550\n",
            "Train Epoch: 39 [51200/60000 (85%)]\tLoss: 0.004615\n",
            "Learning rate =  0.0002919890243387724\n",
            "Train Epoch: 40 [0/60000 (0%)]\tLoss: 0.000017\n",
            "Train Epoch: 40 [12800/60000 (21%)]\tLoss: 0.000009\n",
            "Train Epoch: 40 [25600/60000 (43%)]\tLoss: 0.001496\n",
            "Train Epoch: 40 [38400/60000 (64%)]\tLoss: 0.000088\n",
            "Train Epoch: 40 [51200/60000 (85%)]\tLoss: 0.000022\n",
            "Learning rate =  0.00027738957312183375\n",
            "Train Epoch: 41 [0/60000 (0%)]\tLoss: 0.003898\n",
            "Train Epoch: 41 [12800/60000 (21%)]\tLoss: 0.000307\n",
            "Train Epoch: 41 [25600/60000 (43%)]\tLoss: 0.000021\n",
            "Train Epoch: 41 [38400/60000 (64%)]\tLoss: 0.021406\n",
            "Train Epoch: 41 [51200/60000 (85%)]\tLoss: 0.000020\n",
            "Learning rate =  0.00027738957312183375\n",
            "Train Epoch: 42 [0/60000 (0%)]\tLoss: 0.002474\n",
            "Train Epoch: 42 [12800/60000 (21%)]\tLoss: 0.002254\n",
            "Train Epoch: 42 [25600/60000 (43%)]\tLoss: 0.000029\n",
            "Train Epoch: 42 [38400/60000 (64%)]\tLoss: 0.014248\n",
            "Train Epoch: 42 [51200/60000 (85%)]\tLoss: 0.014364\n",
            "Learning rate =  0.00026352009446574203\n",
            "Train Epoch: 43 [0/60000 (0%)]\tLoss: 0.000019\n",
            "Train Epoch: 43 [12800/60000 (21%)]\tLoss: 0.000387\n",
            "Train Epoch: 43 [25600/60000 (43%)]\tLoss: 0.014225\n",
            "Train Epoch: 43 [38400/60000 (64%)]\tLoss: 0.000003\n",
            "Train Epoch: 43 [51200/60000 (85%)]\tLoss: 0.000138\n",
            "Learning rate =  0.00025034408974245495\n",
            "Train Epoch: 44 [0/60000 (0%)]\tLoss: 0.030422\n",
            "Train Epoch: 44 [12800/60000 (21%)]\tLoss: 0.000004\n",
            "Train Epoch: 44 [25600/60000 (43%)]\tLoss: 0.003036\n",
            "Train Epoch: 44 [38400/60000 (64%)]\tLoss: 0.000021\n",
            "Train Epoch: 44 [51200/60000 (85%)]\tLoss: 0.000168\n",
            "Learning rate =  0.00025034408974245495\n",
            "Train Epoch: 45 [0/60000 (0%)]\tLoss: 0.000426\n",
            "Train Epoch: 45 [12800/60000 (21%)]\tLoss: 0.000110\n",
            "Train Epoch: 45 [25600/60000 (43%)]\tLoss: 0.000233\n",
            "Train Epoch: 45 [38400/60000 (64%)]\tLoss: 0.001126\n",
            "Train Epoch: 45 [51200/60000 (85%)]\tLoss: 0.000790\n",
            "Learning rate =  0.00023782688525533216\n",
            "Train Epoch: 46 [0/60000 (0%)]\tLoss: 0.000040\n",
            "Train Epoch: 46 [12800/60000 (21%)]\tLoss: 0.004042\n",
            "Train Epoch: 46 [25600/60000 (43%)]\tLoss: 0.000241\n",
            "Train Epoch: 46 [38400/60000 (64%)]\tLoss: 0.006533\n",
            "Train Epoch: 46 [51200/60000 (85%)]\tLoss: 0.000755\n",
            "Learning rate =  0.00022593554099256555\n",
            "Train Epoch: 47 [0/60000 (0%)]\tLoss: 0.000668\n",
            "Train Epoch: 47 [12800/60000 (21%)]\tLoss: 0.000056\n",
            "Train Epoch: 47 [25600/60000 (43%)]\tLoss: 0.000783\n",
            "Train Epoch: 47 [38400/60000 (64%)]\tLoss: 0.000092\n",
            "Train Epoch: 47 [51200/60000 (85%)]\tLoss: 0.000147\n",
            "Learning rate =  0.00022593554099256555\n",
            "Train Epoch: 48 [0/60000 (0%)]\tLoss: 0.000684\n",
            "Train Epoch: 48 [12800/60000 (21%)]\tLoss: 0.004264\n",
            "Train Epoch: 48 [25600/60000 (43%)]\tLoss: 0.040536\n",
            "Train Epoch: 48 [38400/60000 (64%)]\tLoss: 0.000266\n",
            "Train Epoch: 48 [51200/60000 (85%)]\tLoss: 0.003790\n",
            "Learning rate =  0.00021463876394293727\n",
            "Train Epoch: 49 [0/60000 (0%)]\tLoss: 0.001072\n",
            "Train Epoch: 49 [12800/60000 (21%)]\tLoss: 0.002685\n",
            "Train Epoch: 49 [25600/60000 (43%)]\tLoss: 0.000129\n",
            "Train Epoch: 49 [38400/60000 (64%)]\tLoss: 0.000046\n",
            "Train Epoch: 49 [51200/60000 (85%)]\tLoss: 0.000018\n",
            "Learning rate =  0.00021463876394293727\n",
            "Train Epoch: 50 [0/60000 (0%)]\tLoss: 0.000001\n",
            "Train Epoch: 50 [12800/60000 (21%)]\tLoss: 0.000367\n",
            "Train Epoch: 50 [25600/60000 (43%)]\tLoss: 0.000008\n",
            "Train Epoch: 50 [38400/60000 (64%)]\tLoss: 0.000334\n",
            "Train Epoch: 50 [51200/60000 (85%)]\tLoss: 0.000983\n",
            "Learning rate =  0.00020390682574579038\n",
            "Train Epoch: 51 [0/60000 (0%)]\tLoss: 0.007574\n",
            "Train Epoch: 51 [12800/60000 (21%)]\tLoss: 0.000024\n",
            "Train Epoch: 51 [25600/60000 (43%)]\tLoss: 0.000028\n",
            "Train Epoch: 51 [38400/60000 (64%)]\tLoss: 0.011233\n",
            "Train Epoch: 51 [51200/60000 (85%)]\tLoss: 0.002043\n",
            "Learning rate =  0.00019371148445850088\n",
            "Train Epoch: 52 [0/60000 (0%)]\tLoss: 0.000052\n",
            "Train Epoch: 52 [12800/60000 (21%)]\tLoss: 0.000031\n",
            "Train Epoch: 52 [25600/60000 (43%)]\tLoss: 0.000012\n",
            "Train Epoch: 52 [38400/60000 (64%)]\tLoss: 0.000025\n",
            "Train Epoch: 52 [51200/60000 (85%)]\tLoss: 0.000011\n",
            "Learning rate =  0.00019371148445850088\n",
            "Train Epoch: 53 [0/60000 (0%)]\tLoss: 0.000257\n",
            "Train Epoch: 53 [12800/60000 (21%)]\tLoss: 0.000686\n",
            "Train Epoch: 53 [25600/60000 (43%)]\tLoss: 0.000058\n",
            "Train Epoch: 53 [38400/60000 (64%)]\tLoss: 0.000135\n",
            "Train Epoch: 53 [51200/60000 (85%)]\tLoss: 0.000302\n",
            "Learning rate =  0.00018402591023557584\n",
            "Train Epoch: 54 [0/60000 (0%)]\tLoss: 0.001038\n",
            "Train Epoch: 54 [12800/60000 (21%)]\tLoss: 0.066581\n",
            "Train Epoch: 54 [25600/60000 (43%)]\tLoss: 0.019953\n",
            "Train Epoch: 54 [38400/60000 (64%)]\tLoss: 0.000036\n",
            "Train Epoch: 54 [51200/60000 (85%)]\tLoss: 0.000301\n",
            "Learning rate =  0.000174824614723797\n",
            "Train Epoch: 55 [0/60000 (0%)]\tLoss: 0.000018\n",
            "Train Epoch: 55 [12800/60000 (21%)]\tLoss: 0.000001\n",
            "Train Epoch: 55 [25600/60000 (43%)]\tLoss: 0.000050\n",
            "Train Epoch: 55 [38400/60000 (64%)]\tLoss: 0.000074\n",
            "Train Epoch: 55 [51200/60000 (85%)]\tLoss: 0.011387\n",
            "Learning rate =  0.000174824614723797\n",
            "Train Epoch: 56 [0/60000 (0%)]\tLoss: 0.000006\n",
            "Train Epoch: 56 [12800/60000 (21%)]\tLoss: 0.000834\n",
            "Train Epoch: 56 [25600/60000 (43%)]\tLoss: 0.000291\n",
            "Train Epoch: 56 [38400/60000 (64%)]\tLoss: 0.006223\n",
            "Train Epoch: 56 [51200/60000 (85%)]\tLoss: 0.012542\n",
            "Learning rate =  0.00016608338398760718\n",
            "Train Epoch: 57 [0/60000 (0%)]\tLoss: 0.000255\n",
            "Train Epoch: 57 [12800/60000 (21%)]\tLoss: 0.000377\n",
            "Train Epoch: 57 [25600/60000 (43%)]\tLoss: 0.000023\n",
            "Train Epoch: 57 [38400/60000 (64%)]\tLoss: 0.017989\n",
            "Train Epoch: 57 [51200/60000 (85%)]\tLoss: 0.000009\n",
            "Learning rate =  0.00016608338398760718\n",
            "Train Epoch: 58 [0/60000 (0%)]\tLoss: 0.000057\n",
            "Train Epoch: 58 [12800/60000 (21%)]\tLoss: 0.000020\n",
            "Train Epoch: 58 [25600/60000 (43%)]\tLoss: 0.000019\n",
            "Train Epoch: 58 [38400/60000 (64%)]\tLoss: 0.000031\n",
            "Train Epoch: 58 [51200/60000 (85%)]\tLoss: 0.000027\n",
            "Learning rate =  0.0001577792147882268\n",
            "Train Epoch: 59 [0/60000 (0%)]\tLoss: 0.008723\n",
            "Train Epoch: 59 [12800/60000 (21%)]\tLoss: 0.000029\n",
            "Train Epoch: 59 [25600/60000 (43%)]\tLoss: 0.000022\n",
            "Train Epoch: 59 [38400/60000 (64%)]\tLoss: 0.002645\n",
            "Train Epoch: 59 [51200/60000 (85%)]\tLoss: 0.000003\n",
            "Learning rate =  0.00014989025404881545\n",
            "Train Epoch: 60 [0/60000 (0%)]\tLoss: 0.000017\n",
            "Train Epoch: 60 [12800/60000 (21%)]\tLoss: 0.000004\n",
            "Train Epoch: 60 [25600/60000 (43%)]\tLoss: 0.000788\n",
            "Train Epoch: 60 [38400/60000 (64%)]\tLoss: 0.000441\n",
            "Train Epoch: 60 [51200/60000 (85%)]\tLoss: 0.007729\n",
            "Learning rate =  0.00014989025404881545\n",
            "Train Epoch: 61 [0/60000 (0%)]\tLoss: 0.000058\n",
            "Train Epoch: 61 [12800/60000 (21%)]\tLoss: 0.000110\n",
            "Train Epoch: 61 [25600/60000 (43%)]\tLoss: 0.000183\n",
            "Train Epoch: 61 [38400/60000 (64%)]\tLoss: 0.000042\n",
            "Train Epoch: 61 [51200/60000 (85%)]\tLoss: 0.000114\n",
            "Learning rate =  0.00014239574134637466\n",
            "Train Epoch: 62 [0/60000 (0%)]\tLoss: 0.000824\n",
            "Train Epoch: 62 [12800/60000 (21%)]\tLoss: 0.000001\n",
            "Train Epoch: 62 [25600/60000 (43%)]\tLoss: 0.000026\n",
            "Train Epoch: 62 [38400/60000 (64%)]\tLoss: 0.000111\n",
            "Train Epoch: 62 [51200/60000 (85%)]\tLoss: 0.000117\n",
            "Learning rate =  0.00014239574134637466\n",
            "Train Epoch: 63 [0/60000 (0%)]\tLoss: 0.000069\n",
            "Train Epoch: 63 [12800/60000 (21%)]\tLoss: 0.034102\n",
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            "Learning rate =  0.00013527595427905592\n",
            "Train Epoch: 64 [0/60000 (0%)]\tLoss: 0.000035\n",
            "Train Epoch: 64 [12800/60000 (21%)]\tLoss: 0.002212\n",
            "Train Epoch: 64 [25600/60000 (43%)]\tLoss: 0.000022\n",
            "Train Epoch: 64 [38400/60000 (64%)]\tLoss: 0.000303\n",
            "Train Epoch: 64 [51200/60000 (85%)]\tLoss: 0.001526\n",
            "Learning rate =  0.00012851215656510312\n",
            "Train Epoch: 65 [0/60000 (0%)]\tLoss: 0.000449\n",
            "Train Epoch: 65 [12800/60000 (21%)]\tLoss: 0.000858\n",
            "Train Epoch: 65 [25600/60000 (43%)]\tLoss: 0.000121\n",
            "Train Epoch: 65 [38400/60000 (64%)]\tLoss: 0.000143\n",
            "Train Epoch: 65 [51200/60000 (85%)]\tLoss: 0.000036\n",
            "Learning rate =  0.00012851215656510312\n",
            "Train Epoch: 66 [0/60000 (0%)]\tLoss: 0.000005\n",
            "Train Epoch: 66 [12800/60000 (21%)]\tLoss: 0.000132\n",
            "Train Epoch: 66 [25600/60000 (43%)]\tLoss: 0.000130\n",
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            "Train Epoch: 66 [51200/60000 (85%)]\tLoss: 0.000090\n",
            "Learning rate =  0.00012208654873684796\n",
            "Train Epoch: 67 [0/60000 (0%)]\tLoss: 0.000019\n",
            "Train Epoch: 67 [12800/60000 (21%)]\tLoss: 0.000092\n",
            "Train Epoch: 67 [25600/60000 (43%)]\tLoss: 0.000036\n",
            "Train Epoch: 67 [38400/60000 (64%)]\tLoss: 0.000009\n",
            "Train Epoch: 67 [51200/60000 (85%)]\tLoss: 0.000055\n",
            "Learning rate =  0.00011598222130000556\n",
            "Train Epoch: 68 [0/60000 (0%)]\tLoss: 0.000004\n",
            "Train Epoch: 68 [12800/60000 (21%)]\tLoss: 0.000020\n",
            "Train Epoch: 68 [25600/60000 (43%)]\tLoss: 0.000030\n",
            "Train Epoch: 68 [38400/60000 (64%)]\tLoss: 0.000003\n",
            "Train Epoch: 68 [51200/60000 (85%)]\tLoss: 0.000536\n",
            "Learning rate =  0.00011598222130000556\n",
            "Train Epoch: 69 [0/60000 (0%)]\tLoss: 0.000001\n",
            "Train Epoch: 69 [12800/60000 (21%)]\tLoss: 0.000000\n",
            "Train Epoch: 69 [25600/60000 (43%)]\tLoss: 0.004863\n",
            "Train Epoch: 69 [38400/60000 (64%)]\tLoss: 0.000003\n",
            "Train Epoch: 69 [51200/60000 (85%)]\tLoss: 0.000331\n",
            "Learning rate =  0.00011018311023500529\n",
            "Train Epoch: 70 [0/60000 (0%)]\tLoss: 0.000002\n",
            "Train Epoch: 70 [12800/60000 (21%)]\tLoss: 0.000102\n",
            "Train Epoch: 70 [25600/60000 (43%)]\tLoss: 0.000427\n",
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            "Train Epoch: 70 [51200/60000 (85%)]\tLoss: 0.000001\n",
            "Learning rate =  0.00011018311023500529\n",
            "Train Epoch: 71 [0/60000 (0%)]\tLoss: 0.000001\n",
            "Train Epoch: 71 [12800/60000 (21%)]\tLoss: 0.000001\n",
            "Train Epoch: 71 [25600/60000 (43%)]\tLoss: 0.000017\n",
            "Train Epoch: 71 [38400/60000 (64%)]\tLoss: 0.000001\n",
            "Train Epoch: 71 [51200/60000 (85%)]\tLoss: 0.000057\n",
            "Learning rate =  0.00010467395472325501\n",
            "Train Epoch: 72 [0/60000 (0%)]\tLoss: 0.000017\n",
            "Train Epoch: 72 [12800/60000 (21%)]\tLoss: 0.000053\n",
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            "Train Epoch: 72 [38400/60000 (64%)]\tLoss: 0.001313\n",
            "Train Epoch: 72 [51200/60000 (85%)]\tLoss: 0.000044\n",
            "Learning rate =  9.944025698709225e-05\n",
            "Train Epoch: 73 [0/60000 (0%)]\tLoss: 0.000503\n",
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            "Learning rate =  9.944025698709225e-05\n",
            "Train Epoch: 74 [0/60000 (0%)]\tLoss: 0.000010\n",
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            "Learning rate =  9.446824413773763e-05\n",
            "Train Epoch: 75 [0/60000 (0%)]\tLoss: 0.002141\n",
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            "Learning rate =  8.974483193085076e-05\n",
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            "Learning rate =  8.974483193085076e-05\n",
            "Train Epoch: 77 [0/60000 (0%)]\tLoss: 0.000000\n",
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            "Learning rate =  8.52575903343082e-05\n",
            "Train Epoch: 78 [0/60000 (0%)]\tLoss: 0.000061\n",
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            "Learning rate =  8.52575903343082e-05\n",
            "Train Epoch: 79 [0/60000 (0%)]\tLoss: 0.000002\n",
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            "Learning rate =  8.099471081759279e-05\n",
            "Train Epoch: 80 [0/60000 (0%)]\tLoss: 0.000010\n",
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            "Learning rate =  7.694497527671315e-05\n",
            "Train Epoch: 81 [0/60000 (0%)]\tLoss: 0.000560\n",
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            "Learning rate =  7.694497527671315e-05\n",
            "Train Epoch: 82 [0/60000 (0%)]\tLoss: 0.000002\n",
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            "Learning rate =  7.30977265128775e-05\n",
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            "Learning rate =  7.30977265128775e-05\n",
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            "Learning rate =  6.94428401872336e-05\n",
            "Train Epoch: 85 [0/60000 (0%)]\tLoss: 0.003107\n",
            "Train Epoch: 85 [12800/60000 (21%)]\tLoss: 0.000016\n",
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            "Learning rate =  6.597069817787194e-05\n",
            "Train Epoch: 86 [0/60000 (0%)]\tLoss: 0.000053\n",
            "Train Epoch: 86 [12800/60000 (21%)]\tLoss: 0.000002\n",
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            "Learning rate =  6.597069817787194e-05\n",
            "Train Epoch: 87 [0/60000 (0%)]\tLoss: 0.000004\n",
            "Train Epoch: 87 [12800/60000 (21%)]\tLoss: 0.000201\n",
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            "Learning rate =  6.267216326897833e-05\n",
            "Train Epoch: 88 [0/60000 (0%)]\tLoss: 0.002411\n",
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            "Train Epoch: 88 [51200/60000 (85%)]\tLoss: 0.000000\n",
            "Learning rate =  5.953855510552941e-05\n",
            "Train Epoch: 89 [0/60000 (0%)]\tLoss: 0.000089\n",
            "Train Epoch: 89 [12800/60000 (21%)]\tLoss: 0.000012\n",
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            "Learning rate =  5.953855510552941e-05\n",
            "Train Epoch: 90 [0/60000 (0%)]\tLoss: 0.000003\n",
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            "Learning rate =  5.656162735025293e-05\n",
            "Train Epoch: 91 [0/60000 (0%)]\tLoss: 0.016971\n",
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            "Learning rate =  5.656162735025293e-05\n",
            "Train Epoch: 92 [0/60000 (0%)]\tLoss: 0.000029\n",
            "Train Epoch: 92 [12800/60000 (21%)]\tLoss: 0.000020\n",
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            "Learning rate =  5.373354598274029e-05\n",
            "Train Epoch: 93 [0/60000 (0%)]\tLoss: 0.000000\n",
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            "Learning rate =  5.1046868683603266e-05\n",
            "Train Epoch: 94 [0/60000 (0%)]\tLoss: 0.000037\n",
            "Train Epoch: 94 [12800/60000 (21%)]\tLoss: 0.000003\n",
            "Train Epoch: 94 [25600/60000 (43%)]\tLoss: 0.000006\n",
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            "Train Epoch: 94 [51200/60000 (85%)]\tLoss: 0.000207\n",
            "Learning rate =  5.1046868683603266e-05\n",
            "Train Epoch: 95 [0/60000 (0%)]\tLoss: 0.000000\n",
            "Train Epoch: 95 [12800/60000 (21%)]\tLoss: 0.000004\n",
            "Train Epoch: 95 [25600/60000 (43%)]\tLoss: 0.000000\n",
            "Train Epoch: 95 [38400/60000 (64%)]\tLoss: 0.000030\n",
            "Train Epoch: 95 [51200/60000 (85%)]\tLoss: 0.000195\n",
            "Learning rate =  4.8494525249423105e-05\n",
            "Train Epoch: 96 [0/60000 (0%)]\tLoss: 0.000160\n",
            "Train Epoch: 96 [12800/60000 (21%)]\tLoss: 0.000236\n",
            "Train Epoch: 96 [25600/60000 (43%)]\tLoss: 0.000010\n",
            "Train Epoch: 96 [38400/60000 (64%)]\tLoss: 0.000408\n",
            "Train Epoch: 96 [51200/60000 (85%)]\tLoss: 0.000002\n",
            "Learning rate =  4.6069798986951947e-05\n",
            "Train Epoch: 97 [0/60000 (0%)]\tLoss: 0.000007\n",
            "Train Epoch: 97 [12800/60000 (21%)]\tLoss: 0.002850\n",
            "Train Epoch: 97 [25600/60000 (43%)]\tLoss: 0.000000\n",
            "Train Epoch: 97 [38400/60000 (64%)]\tLoss: 0.000604\n",
            "Train Epoch: 97 [51200/60000 (85%)]\tLoss: 0.000001\n",
            "Learning rate =  4.6069798986951947e-05\n",
            "Train Epoch: 98 [0/60000 (0%)]\tLoss: 0.000003\n",
            "Train Epoch: 98 [12800/60000 (21%)]\tLoss: 0.000004\n",
            "Train Epoch: 98 [25600/60000 (43%)]\tLoss: 0.000001\n",
            "Train Epoch: 98 [38400/60000 (64%)]\tLoss: 0.000502\n",
            "Train Epoch: 98 [51200/60000 (85%)]\tLoss: 0.000019\n",
            "Learning rate =  4.3766309037604346e-05\n",
            "Train Epoch: 99 [0/60000 (0%)]\tLoss: 0.000001\n",
            "Train Epoch: 99 [12800/60000 (21%)]\tLoss: 0.000080\n",
            "Train Epoch: 99 [25600/60000 (43%)]\tLoss: 0.000066\n",
            "Train Epoch: 99 [38400/60000 (64%)]\tLoss: 0.000134\n",
            "Train Epoch: 99 [51200/60000 (85%)]\tLoss: 0.000172\n",
            "Total time taken: 5107 seconds\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "torch.save(model.state_dict(), \"mod.pt\")"
      ],
      "metadata": {
        "id": "zyFGOGryRf_3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "from torchvision import transforms\n",
        "import cv2\n",
        "import PIL\n",
        "\n",
        "model.eval()\n",
        "\n",
        "#transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.1307,), (0.3081,))])\n",
        "\n",
        "\n",
        "results = {}\n",
        "for file in os.listdir('/content/drive/MyDrive/mnist/images/'):\n",
        "    img_name = file.split('.')[0]\n",
        "    #image = cv2.imread(os.path.join('/content/drive/MyDrive/mnist/images/', file))\n",
        "    #image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
        "    image = PIL.Image.open(os.path.join('/content/drive/MyDrive/mnist/images/', file))\n",
        "    image = image.convert('L')\n",
        "    image = transform(image)\n",
        "    image = image.to(device)\n",
        "    output = model(image)\n",
        "    pred = output.argmax(dim=1, keepdim=True)[0]\n",
        "    results[img_name] = pred.item()\n",
        "\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "onZNYAa6h3uX",
        "outputId": "9a61812d-5e6e-4e2e-c2ea-c61703ed4aee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "query = dict()\n",
        "query['groupname'] = \"La Boccia\"\n",
        "\n",
        "query[\"images\"] = results\n",
        "\n",
        "print(query)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "43rzVwg4k2hS",
        "outputId": "8db53a1d-0622-486c-cd41-1855d2a70494"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'groupname': 'La Boccia', 'images': {'8797': 4, '9162': 0, '9134': 0, '8653': 5, '9244': 0, '8752': 0, '9182': 3, '9884': 7, '8778': 8, '9349': 5, '8856': 3, '9792': 4, '9747': 5, '9164': 7, '8530': 8, '9227': 3, '9513': 5, '9778': 6, '9577': 2, '8983': 0, '9053': 6, '9670': 3, '9842': 6, '9591': 1, '9793': 6, '9531': 6, '9111': 2, '8708': 1, '8740': 1, '8565': 7, '9922': 4, '8745': 1, '9913': 2, '8690': 9, '8676': 5, '9478': 5, '9135': 2, '8728': 8, '8807': 9, '9886': 6, '9641': 1, '9959': 8, '9535': 2, '9229': 3, '9374': 7, '8705': 9, '9753': 0, '8687': 6, '9242': 7, '9687': 0, '9930': 0, '9085': 5, '9599': 1, '9304': 2, '9693': 6, '8636': 1, '8881': 0, '9665': 6, '9353': 4, '9133': 5, '9973': 9, '9311': 0, '9875': 8, '8601': 5, '9544': 9, '9579': 3, '9824': 8, '8716': 3, '8809': 1, '9915': 4, '9038': 0, '9493': 5, '9061': 1, '9076': 6, '8641': 7, '9479': 3, '9436': 0, '9145': 2, '9064': 4, '9642': 9, '9848': 1, '9235': 3, '9491': 3, '8541': 7, '8593': 9, '9829': 9, 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'1213': 1, '96': 1, '620': 0, '155': 5, '354': 1, '902': 4, '16': 9, '1782': 8, '1650': 0, '283': 5, '796': 2, '1041': 5, '706': 9, '1745': 9, '980': 2, '1565': 0, '223': 7, '2': 1, '1317': 3, '1431': 2, '1083': 1, '1066': 3, '1470': 8, '164': 6, '419': 1, '1146': 5, '722': 4, '255': 7, '1019': 1, '788': 9, '1649': 4, '784': 4, '1063': 9, '1032': 5, '417': 9, '1281': 5, '1054': 1, '1816': 4, '83': 7, '1486': 9, '1713': 0, '128': 8, '654': 5, '1097': 1, '1563': 7, '1138': 2, '1806': 7, '1647': 9, '1313': 4, '136': 0, '502': 5, '767': 1, '1252': 5, '1169': 5, '34': 7, '1710': 7, '163': 4, '61': 8, '802': 4, '109': 4, '605': 7, '1722': 2, '1355': 7, '1513': 3, '1286': 8, '1619': 0, '1801': 9, '682': 1, '176': 1, '774': 4, '198': 4, '512': 2, '1316': 1, '207': 5, '564': 0, '866': 5, '832': 7, '1275': 4, '374': 8, '959': 4, '1514': 2, '830': 2, '1154': 0, '204': 1, '1575': 4, '1838': 1, '631': 8}}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "with open(\"query.json\", \"w\") as write_file:\n",
        "    json.dump(query, write_file)"
      ],
      "metadata": {
        "id": "cDnGOhx1k4Pp"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}