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      "source": [
        "# Denoising Autoencoder with PyTorch\n",
        "\n",
        "Adapted from: https://github.com/Atcold/pytorch-Deep-Learning/blob/master/10-autoencoder.ipynb"
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      "source": [
        "### Required Python Packages\n",
        "- `torch`\n",
        "- `torchvision`\n",
        "\n",
        "Run the following cell to install the packages. "
      ]
    },
    {
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      "source": [
        "#\n",
        "# Required Packages\n",
        "#   Run this cell to install required packages.\n",
        "#\n",
        "%pip install \"torch>=1.9\" \"tqdm>=4.64\""
      ]
    },
    {
      "cell_type": "code",
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      "id": "0c394aa1-c011-4aa8-8fe3-9dac19880aab",
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          "isComponent": true,
          "name": "Define vector-to-image",
          "parents": []
        },
        "tags": []
      },
      "outputs": [],
      "source": [
        "def to_img(x):\n",
        "    x = 0.5 * (x + 1)\n",
        "    x = x.view(x.size(0), 28, 28)\n",
        "    return x"
      ]
    },
    {
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      "id": "29e42723-8e82-4b06-8568-edd5a37ca7da",
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          "isComponent": true,
          "name": "Define Displaying routine",
          "parents": [
            {
              "id": "6dacdedf-9de3-438e-9e9b-0a3bd65c07bc",
              "name": "Define vector-to-image"
            }
          ]
        },
        "tags": []
      },
      "outputs": [],
      "source": [
        "from matplotlib import pyplot as plt\n",
        "\n",
        "\n",
        "def display_images(in_, out, n=1):\n",
        "    for N in range(n):\n",
        "        if in_ is not None:\n",
        "            in_pic = to_img(in_.cpu().data)\n",
        "            plt.figure(figsize=(18, 6))\n",
        "            for i in range(4):\n",
        "                plt.subplot(1, 4, i + 1)\n",
        "                plt.imshow(in_pic[i + 4 * N])\n",
        "                plt.axis(\"off\")\n",
        "        out_pic = to_img(out.cpu().data)\n",
        "        plt.figure(figsize=(18, 6))\n",
        "        for i in range(4):\n",
        "            plt.subplot(1, 4, i + 1)\n",
        "            plt.imshow(out_pic[i + 4 * N])\n",
        "            plt.axis(\"off\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "cecb7931-b043-4c82-a72e-3c663b959854",
      "metadata": {
        "canvas": {
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          "id": "dc9c9497-3801-497e-a46b-09e692c338c0",
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        "tags": []
      },
      "source": ["## Load MNIST data"]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "de470fb5-634f-4229-8cf3-baf6bca5cb99",
      "metadata": {
        "canvas": {
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          "headerColor": "inherit",
          "id": "8d98292d-3e73-4665-b17f-537c3c2a4463",
          "isComponent": true,
          "name": "Load MNIST data",
          "parents": []
        },
        "tags": []
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      "outputs": [],
      "source": [
        "from torchvision import transforms\n",
        "from torchvision.datasets import MNIST\n",
        "\n",
        "img_transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (0.5,))])\n",
        "\n",
        "dataset = MNIST(\"./data\", transform=img_transform, download=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "44e24d98-5ae7-4a30-90f2-5b721ea262c5",
      "metadata": {
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          "isComponent": false,
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          "parents": []
        }
      },
      "source": ["## Create dataloaders"]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4e621a8b-91f4-4718-a367-1f5da5243ea8",
      "metadata": {
        "canvas": {
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          "id": "5a7581d3-aef9-4819-b0de-a67e284fbef1",
          "isComponent": true,
          "name": "Create dataloaders",
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            {
              "id": "8d98292d-3e73-4665-b17f-537c3c2a4463",
              "name": "Load MNIST data"
            }
          ]
        },
        "tags": []
      },
      "outputs": [],
      "source": [
        "from torch.utils.data import DataLoader\n",
        "\n",
        "batch_size = 256\n",
        "\n",
        "dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6bff45d3-9fbd-49c2-9277-477a8158b9e4",
      "metadata": {
        "canvas": {
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        }
      },
      "source": ["## Define model"]
    },
    {
      "cell_type": "code",
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      "id": "6e67e7ca-d0fa-4d1c-99ee-7981cdac23e8",
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          "isComponent": true,
          "name": "Define model",
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      "outputs": [],
      "source": [
        "from torch import nn\n",
        "\n",
        "d = 30\n",
        "\n",
        "\n",
        "class Autoencoder(nn.Module):\n",
        "    def __init__(self):\n",
        "        super().__init__()\n",
        "        self.encoder = nn.Sequential(\n",
        "            nn.Linear(28 * 28, d),\n",
        "            nn.Tanh(),\n",
        "        )\n",
        "        self.decoder = nn.Sequential(\n",
        "            nn.Linear(d, 28 * 28),\n",
        "            nn.Tanh(),\n",
        "        )\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = self.encoder(x)\n",
        "        x = self.decoder(x)\n",
        "        return x"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2fda6035-5339-46c3-bac5-c46f63106f28",
      "metadata": {
        "canvas": {
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          "isComponent": false,
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          "parents": []
        }
      },
      "source": ["## Create model"]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a137037e-0d76-46e2-aa62-ebea79d7755b",
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          "isComponent": true,
          "name": "Create model",
          "parents": [
            {
              "id": "58a7a8b4-f5d3-4afc-a43a-4a67f726095a",
              "name": "Define model"
            }
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        "tags": []
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      "outputs": [],
      "source": [
        "import torch\n",
        "\n",
        "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "model = Autoencoder().to(device)\n",
        "criterion = nn.MSELoss()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d39fd0ad-ec6f-4f7c-92cf-995d63426938",
      "metadata": {
        "canvas": {
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        }
      },
      "source": ["## Train model"]
    },
    {
      "cell_type": "code",
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      "id": "325d4802-133a-4f46-b0c1-a8464cff0a4d",
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          "id": "8f82b7e5-169d-46cb-8fda-ff4bcb50e9c6",
          "isComponent": true,
          "name": "Train model",
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              "name": "Create dataloaders"
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              "name": "Create model"
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          "text": [
            "epoch [1/20], loss:0.2061\n",
            "epoch [2/20], loss:0.1627\n",
            "epoch [3/20], loss:0.1209\n",
            "epoch [4/20], loss:0.1133\n",
            "epoch [5/20], loss:0.0988\n",
            "epoch [6/20], loss:0.0902\n",
            "epoch [7/20], loss:0.0856\n",
            "epoch [8/20], loss:0.0848\n",
            "epoch [9/20], loss:0.0730\n",
            "epoch [10/20], loss:0.0742\n",
            "epoch [11/20], loss:0.0640\n"
          ]
        },
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          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\KIMBYO~1\\AppData\\Local\\Temp\\mrxlink-component-mmthaqcp\\mrxlink_component_db988663.py:20: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
            "  plt.figure(figsize=(18, 6))\n"
          ]
        },
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          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch [12/20], loss:0.0678\n",
            "epoch [13/20], loss:0.0641\n",
            "epoch [14/20], loss:0.0617\n",
            "epoch [15/20], loss:0.0584\n",
            "epoch [16/20], loss:0.0583\n",
            "epoch [17/20], loss:0.0580\n",
            "epoch [18/20], loss:0.0554\n",
            "epoch [19/20], loss:0.0555\n",
            "epoch [20/20], loss:0.0559\n"
          ]
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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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AANAQjT4AAAA0RKMPAAAADZkqOXnJDMnSWYc528793Tevj7Pqo7/PpPKsU77+4zj/8rzr8gLfj/zsV3prpXOYU/MPMf+yRSVzyXdffGJYX/3Re8L6dDd6lv1rf+XN8T84f+Sps63edm9Yv7J7Wdb8a2YvDusnf/ZAWP/u2x7qrW0564pw7EV/9ZawXpp7v7zSx/iIB+JvHg8/IX4uRs/d6b9+Rzg29bXlznOPSvyL4co9b+OcoZ7DmvKInPeu1DVS+l0+Z9spqX37ykMLI8+975ePHHls13Xd3MzWrPELR8b7vvLNO3trJdecriu77pS6Hn3RBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyMTCQn9e4fLNm8Iww5oZlLlK7nvp43LH67b11h5eOBiOnZ6Nc8KPOeWBsP60X9kV1kvKzbesmYma2va+DRsnlnJ/SkqtCyk184+HvCal5FxjpY/5kO/NlOn37wvru39jeVgvmfO8ff7qsVkX1k6uC9eFIa+/Jz/3O2H9rltPesz79BO7Z7aE9dQzOeWIB+LvNQ8/Yb63tvLKH4Rj915wbFgvnQVect0a5zXL+8K/GPrzvOb1W9Mnzt4a1i95b7zmHX/tbWF9z3vW9NZK37c1319T+t4XfNEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjIVFTMzSPMyRssnRFZct+/s/GMxL/oz7VdjIcXDgYzx3MvO/HBsP6jbzwhrNfM7qyda5tzTSTHbhh56kMu9zzknKdxzkgdcu5t7no45GzZ0nLO65CviXGSexzvuvWksL5r5vKR556evThr7snE95jp2TiTOpr/lnPCod3518X7XvI9KjV/6ffTkuNrv8sMScnjmDLO1++Qfer7/yqsH/+ZO8L6nvesCevRsRvyO2DXlb2e+/iiDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQkKmomJtHWDIvu+S2c8ef+fM7w/qmp9048txdF+fy/vnZW8Kxp3w4nvuOmVH26BE55610/mXpXN3DRcns2dTctc9hzWtgyNte/Qd3hvVvvnFFYgvzvZXdM/GalvKPBx4M66/uLg3rJa/n5NwbRt70IVc6k7qkqVNPCetrujhPPhLl2Hdd160JnuelnX9dvO3cfX/41S96zPv0/yt5zZR+FuRkfbe0LqSUfK7VPMe5c//WmdeG9d/5zLkjb7vrum72nP5mYOa6d4Zj52a2Zm171W+uzxofKf2cKd2nlOCLPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQ6ai4pBzxUtvOycD9U3H35i17VQ2bZQrPT17UTz5zCh79IghZyGXzljPuSZaknsN1DxWJde0Iee3psaeet1DYf3Oc44K66++4fawvmX7qWE9WtNS5h7+cVj/9++6NJ7g9Lg85GtinNQ8jvl52CeOvO3r9z9l5LGLcc05m8P6mtlyoeup+3a6S7yPFFTyeb+Y8VHduvCIkln0ta+BHL/zmXPD+itOvzWs37rleWH9t7a9vr94YTi0WzW7PqzPzWwN618474Nh/ZXXxM/smvdWyXWhFF/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGhIGK+XH0kz+ty1Yy+i8U/6+kQ49vwujsfbNXN5Vj36+8yv/5tPhSM/eONr4pn3Lwvrcx97cVg/4UvhJdU9+eM7wnqk5PW4FNtncXJiCkvHbE2/f19Y3/0by4ttO+U5L/xGWL/tplN6a8n4ukTsZiq28+In7w3rW7pfHHn+I5+xPxz74398fFhfMRtfMytmwzKLVPKZXHvtz/ltH1sVR0t2l42yR48477py8XkpqXXhSSvuC+vfu/24pdydQ6pmLFxLhhy3m3LSjQth/ZMf2tRbO3nqmHDsHQceDOsXvvWdYf3eX4r37Umf7I/EXXFJHJebe85S8XmTP/PPYf3U1381a/s5at67ox53X/QBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABoysbDQn7W4fPOmOIhxjJXMQG1ZKo87laubo3SGek37NmycqL0Pi5VaF4Z8b11zzuawnsqkPvcXvtxbu/ZvXjLSPv1EMus+oeS9l+tx343/pvysK7/RW9t96cnh2Nz89iFnVm+fv3ps1oW1k+uy3hei81T6HA352ZBy1DN/GNZvOf3Pim37iIllYf3FN82E9eNeOzfytmvf1zWvmZbeF3Lkrv25jr0zfq7t/M2P9NZWza4Pxx59dzz3M37/S2E9JefYnLgjrn/xsq1hPfXbU2q+Y5a85nLXrL73BV/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaMlV7B0qpmXWYmnvXzOUjb7vrum4y+PvMfDcfjl0ze3HWtlPzp7LAX3rT+b2148+KM3Vzc3NL5m1nZ/rG8e1jJedYlM7FPe+6+ECnrt8oqz5n7GLqKdH2U3NP/sw/h/Wjv3pMWH/Gp+8L63NvfVJY333pyb21kvftUsjJfx/n/PafVvM8lM5GLr39SGpdST2T42qebd/rv2+7ruvu23tcXC/4rKitZtb3kAz5POWuz0/75G1h/f1vf3ZvbW4mL2u+5JqXmvv/vPhR49oXLfXbf+6mfzfy3LnPoSHfe6Pumy/6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAANmYqKNfOLS2fylsz2PGFnXF/TxVn2u2YuD+u5edslpfZtIfjT0vcK51+mxg8573WclDyOq//LrrB+xo13h/UrbnhFWM+5t1bf8Pawnpc823VP/Upcn+769331e/eEYw/ef/8ou/T/zI1x9mzJZ0n2tjeMskf8tNJre878cx97cVhPrUmp94XImtm8d5EPfO6skbfddW1nzUf7dzi9a5TMey8tte2DifF/csMr+2tdf20pfOG8D8b/4LyoeGM49JXXXBrWV82uj7edsHrbvWF9T8a9NeTestT7gi/6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAANmYqKJXNKc+fOzRssmaX4xCvjsfe8KN52Kts2RyoXN7Xt6/c/JWv7E/P9tdxzllIzd3fomb9LqeS9dfCBB8L6FTe8ImvbOfte+hzfHcdthw7ef//S7cijKH3v1pSz74dTXnbJ31p77c+5vlNjJ/cvG2mfFuu+gw+NPDb3XaTkNVE7L7vks2LUvOwhyj1POfdWbSt+/cu9tds/9JKi2376smPCem7WfUl7Ljw+rOec99LrRsn3hVHn9kUfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhUzmDS2bL1swyXIrxtRz5/fhvN6lc3GO+FY9/16deH9aHnDE55Jznw0nJdSFXze0PPRO4pJzM6Zy5S89fc0061Goex1wlr5Hca+D6b+0M69OJZ/oT90z0F1cvhGPH+foc8r4Ped+WWun1u6acezv3d6W2vWp2fViv+cxNqbne5s6fUvR9YcOj/2df9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoSFa83pCjpkpGsdWOnojk7tuPnj5fdPs1I5RKxm5kn9OeWIwhGnLMYa4hxySWPK6lz1nJeyu17zWjWmvHRR4uSkcm1TyP07MXZY0/YduO/lpibOnjMuRnQYp7e3GGHF1ZM4pt6BHjNbfdcnR7jW37og8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0JCJhYWF3uLyzZv6i92w8wZLajkbdpyzX8f5etw+f/XEEu1KcWsn14XrQo6h31s5+a0lt51rnLNnU6wLh0ZqXci5hsb5uZSr5L1Ze70tuf3S10zNdWXfho3WhUWovW6UXNNy781xfpepeVxrr5mRvvcFX/QBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABoysbBQLBIbAAAAOMR80QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIf8XSLNncNqh1vAAAAAASUVORK5CYII=",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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BHwAAAACAjCRFtlsid9zlX7rs2cbcjLm3DojdPX9c1pcfiefi/szbPibb/pun3yfr7W9uy/rAZN3bXF3V1GTHTl7akvXnn1+Q9fXFKVk/tiWeva2zim2W8UBkGYdwA3nEupykTMsVPVDEuA4h+Fxn9R1sW5dzb7KPTd52beaNejM+PorK5GWb/FX3bC5jNZyMz2kv/pDOlv3Qu39N1k809Df/490lWf93v/iXZf30x74SrQ1VRnnw+exFS681tcm7tmuVurbpTy4f/lBx80KKxLnZfUPXh+zasp/f0dxb5T73p/Waur6h39tnh7fL+uyy6RMuk1pxa4V7L2ZeKMz1azffJ3B7nUPFrNlO2enEiyf0utO5qvtf76juA9ub+jv0j+n++7XN09HaxbbeS1e17n+bA51lv9jS54y96fizP7Grx86x5oas395clfWjjdHPMCGEcO/JS9Ha6tw52bbTbst67c4JZq0IbhkU81Jl9jqjrjMZ7TIAAAAAAAAHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMuCDRsd3YZh+bHNFquyvrjVt0bvSVh3QG5U+/9RPR2t3tZdn22vKcrC+tXZT1seYRl/qbFgOdeVpP6mfr93SX6i7G7z/f03nWrs8kc3mvpchMdd9snN/01Waz7k0OqXqPiZm7Va+n/4Gd0/R3qnbE83XNvd3YM89Wnjoh65ffFs8UPvsjz8m2D03oOWnTfJZ/8Om/Keuv+6UnZX24s6NvkKDuD8bavhDfdexz1kGixnUIfmyrjODEeaEemD6QuNdRWfV1ahewcfHmH4hna/T0e6muiQzzEELvgt5HHd0wudBurVDfxWRKp7yXEG4gT9u0L0Red723p++d07zhsr/N3qgS62pjdV227byoM9MnVvQ5Y+PSlKxffeGUrF/qnIzW2uu6fza3ZTk0e7p/1ua1//7Ew6KxbjvQ00LYfUg//M++6TdlfbGxJeubfT3vKHYtqMx7dWPTzUst8d3N+cuOpQj+og8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZISDPgAAAAAAGeGgDwAAAABARjjoAwAAAACQEQ76AAAAAABkRIeeuxxRJyWb1mSglnM6q354YkHWG+9YlfW/MfeNaO2ayVGceElncya/V6Fo6dzQxsIRWV95QL+3YydWZH23b7pUORGtFU3dVmUVhxBCbTMoE/PfQ1qWczZS+6/KzU3Ms07/xqa5y2BVzLOVs7Oy3r1jSda3fiCePfsPX/MpfW9ZDeHjm6+X9bt/TufmDtc39A1Svov95onj1jxbXSf22ZuFzUwf472T5xUzQkQfc+uWvXVD37sejt6/dxfi63EIIdQT+toTL+g1u7Fj5kv3XUbMjX755ibnftJkce/uynK11/9en+jP3Xz0/pQd0wcKcRaoVvQ+vmH2lOX0lKwfXevK+txzOlC+uR5vX27qa4e+GTtuXTJ7lWIyPvbrtjnDNPXYWt7We5Vn7z8u66em1/T9hclrPf0PKjO2zNgrmvrd1AMzL6jzY8p8J/AXfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjOmTyIOvvyfL1u2Zk/ZGzX5D1mSKeMdkvdf7l3ln9bMW518h644rOqi+m49mde2eOyraX36BzP7feviPr/+g2/d6e7t4i659uvSVaq2f0s5XbOvO06uo81trk4o5TYfJcbyopmdYpeesH3ZTOdb74Dp3f+qEH/0u09sDEddn26lDn4n748++R9dc9+5Ss21xo1SfG/c0Tr69y0muVmWvaZqc0v3Wc2eHuG7tnc8R3tN/Y5Yi7PHiRMx5CCMXCkWjtypv0nHLszFVZ37lwTNZbK9uyXpvvon5bXem2pZlPC5Oh7maFwuSUVz2x33BZ3RnNC65/1pX5e6PIFi9ael9VXV/Xl+7pzPViVp8jWldWZb3eie+nK9P33doh89hDGFsmewghlGbstLaWZH2+oc8ZDTP6ljdmo7Uz6/raqbuJetBPal+02/FrqzkjjD4v8Bd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIykZX65mKyU2CITneKiI/Zm9bM9NP2crHfreETeUmNatv2X3/dbsv4vPvjDst5onJT1mal4BMMblp6Wbd/buaLrM4/L+q1NHS3x2yZ68LPdN8eLJoZFRRiFEELd13E3LkLJRVekxGrUJoonKykxWi5uycQUHuT3rGJVQghh6+Fzsv5jf/Ezsv7OyfjYbhX6m3yue7usn/2EiUhKjJGT7d0642KEKhND5Jj7yz5nxoKLCDtUEiPDZMyWu3ZLj63axPE6NsJO9REXj2fmtGJOR3y5WNoLPxKP3P3HP/5R2bZT6rinf/aVvy7rxaaOuqr29HdJGltD02fcWtPW0YOh0vF9oav3QoqNVjtE3Bxn4/fEvsvtyRqz8Ri2EEKouzper97T13dxaOOMDLVrR50WAycv3Us7f51r69jOi4Mjsr7z/Fy0VmxekG0rMy/Y/trU80LR0O9Gxm46I/Yn/qIPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZEQHuKbkYTsmm7icMhmlJnt2OKGv/6GnfkDWd+58NFo70VyXbScLnV/5d+75I1nvlDpb9v7Jb0Vrj/XOyrYXekuyPlno/Fb3xf+se0rWmyJa1mXu2qxul8dq2tcD8+tM7q7icp4PldR5Qb1Hl1nusmNd5nrCN7TMvRunT8r6S39Vj/u/t/BFWZ8pp6K1y0Od6fwzn3u/rN/z+BVZr1Lfa5Hw35zHmFX88vUTfpt7tpTffcC4fGGXeS2vbbLo/XvWY9Ne3yjaYn5v6b1KMRUftyGE0D+1KOuXvn9a1n/ix38nWnt351nZ9gu907I+95wsh3pjU9fHmBdfuLXA5Glbbh1UY9v019T+eJDYfZlb0/XF9bVd/zLvud7Ta3LSntQ8u8tjL0rz21Oe3T2bmu9CCNffqO99pNT7kT/cukvWT/5hvM9U6xuybfKcY8ZuXbs9qGjv9gMjzgv57DIAAAAAAAAHfQAAAAAAcsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICM6IDX1HxilWNqsomrbk/WGx2dPXvyMzrrfuf5I7L+c4sfiNYqHRccGvrRQzAxi4NJXe+eiF9g+qJ+r9un9M2XPrAl6z80+1VZ/+hTD8j6+a+sRWvVtRXZttozOczJ/dX9d6/Rrz/OvOBXXXI2uGhvM8vNvVPz3BO4bNmte4/L+k+9/lOyvljq6+/U8ezaD770g7LtXb+wK+vVVT02bf92ubxl/Lsm5Sy/Elwet/htY82QPmhcNnhTL5yqD6X2r9S87aKlt0q6rfnd8zOyvrs0Ietb5wey/tbOM9Fa33S/f/vM+2R96U91ZnW1q+cVS4w9N7asgX5voWm+ubv/PuRlH0jmt5ZtMzbFd3LjtnZ7RqMeuD2nHkB1iH/HclL3r/L4kr52U/eR4tqqrFdb27KuDO85J+t/+82fl/WV4bSs//Kj75D1ux99Olobdruyrd0juvW+ofdhTpEwtgv3bBH8RR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADIyOjhsCGkZVaPmAf4nVvvxjOjQwihsaxzn2cuvCTr0yr/1Tx7anZnOaMzJouJeI5j3evJtv37bpP1P33PGVl/7eQlWW99VWcCF5fi+ZeVy7U1XD6lymP99hMk3V9f2uRAHyYuA9j9VjV+SpMxarK6x048X2PhiGx65Y16ur1v8luyvl7pOe9XN94QrT37wbtl28k/e0rW6z197+Dy4Pf7u6Wwubuiqct/z0jt+oDpv0l7AtO/3NpQTOis+qS9TmdKliuTp707b3LIZ3RW/fLgSLT2yc37ZduVrx+T9fmWzuJudDqyXrk+IxST5ptNTcpyffSIvv76lq6b6xdtsU/r672Iqx8qpR7XldprBz12/Z7P7MXdXiZRIX57Ma33+f2TC7Jet/Wzt9bWZV39dncGefJv6b7/z2e/Juv/6oW/IOt3f/iyrA9XVuPFlLk6hFA0W/ofJK7pak9g+/OIv42/6AMAAAAAkBEO+gAAAAAAZISDPgAAAAAAGeGgDwAAAABARjjoAwAAAACQEQ76AAAAAABkhIM+AAAAAAAZ0QGuiXmEisoYDeEG8gRN9mbd7eq6yVQfZ/5xat57tSWya02ecPul67J+eWdW1p/pnZD1o0+Y/Nd+PEvZvnPTH+tgMthdTnNqPvzNIjUTXX1H94lMxqnNzTXc9cv5+PjYfuisbHvXu78p60cbOpP66cGMrP/7//FItHbnY/re1Z7OOC/M2KmDy5pP+W/KieMuJZ89BP/sqeMhF+49mO8g87LNfqE2/dd/Q91/i6beKoWJeKZ7NTslm27dpsf15bfr9/quO56R9T/YuCta+59P3ifbTq3qb9Y7pvO0pzePy3p5+ZqsFy2Taa20ddthW3/TcrYj68X1TV0X/Tm5vx4iqb+1ruJjszTfWLX99j8wdbeuJawt5t7N6zv61js9WR+ub5jbi992Ykm2/dGHvyTrj/X0XujqL52T9YULfyzr4zyb2j5hzm9WytnS9eeIfGYTAAAAAADAQR8AAAAAgJxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIzpI1GVEJmQZ2mxNk1Xocm1dFr3NQkzIOkzJ4g4h2GertkW+psmArFXbEMKZWf3e+rV+tt68rk8Px5g57XLuS/PNU/Kw3VjJKBfXZ1Kb76Delc21TctEV9nGIYRQLh6R9d4b4vmwGz+pc2v/9Zn/JevHGnpO/JPtc7J+5lPx9vXmlmxr81kbJgO9ZXLGjVrMt4X55nWVlnPvMtrdu6kHKfNGPvOCG1su01rW3X7BcfNKZfrI0qK+/ER8zV958IhsO/nXlmX9J04+KevvnXlc1v9g+25ZV0rz2tfP6XG/O78g67MXpmS9tdaN1mqz5tYts4d037yX1ufkHtWM+6JMW+cOErcfrgd93V7MK9Webuv3E2PMYw96Xauur8u2Rbcn69Xurr63OQOp/nn1+5Zk25NtnXP/kZcekvWlz1yU9UFK1nwi9c1CCKE0Z0/bJ9W93T4sjPZe8tllAAAAAAAADvoAAAAAAOSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZMRk1Jn/1b+LK1NxZyZexEUc+BgCrXAxBeL5XPRJOa0jY4rJSVmvrq3Iuo2RU/c2UVJl0NEQ800dz9e9xbybuXi0YN2NR+mE4PuE7a/jjFqx996/uJBXXEoMYQj6XZk5xfYBF1tk+n99i47RuvCX4s/3sfv/k2z72pYeG41iQtb/aP28rE8sb8eLJkoqmDnNRtCZ9rWJ1VSt3agsCjf2zG9zMV3uCZLmjXzmBRtpm7BfqF2sZuJepWiZCDDTv3fOHYnWrr5Tx7S5+Lx/cvQJWW8U+rf9SS8e01Vv6HHd3tTvtTRJUoMp/d56x/WcV4royrKn+1u5a2LbNvVexs2Z1camrNcpMVv7GC/2ikvcLyS9izHH59nri7XFnnFMvJ49B5h1rZyZjtZ2flhHBR9r6r7/3BMnZf3u9W/I+li5tcDtZVxsoYkaltHybqyMGMfLX/QBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjOjAv4TcWys5izstb9BlWBbNeK5u0TD/fWRCZ8PW2zq/tUrIX3XfbO/cMVl/07zO7F1sbMl6Px7NGUIIoZ6eitaKqXgthBBCb1dfe2Dem82gTOyTyrjzXF9FRcNk3bs8bXVtl2Fa6W9YtnUedjE7I+t7ix1ZP3n+arR2W0v3n06p+/dWpXNzv3TxrKyf24xn3w7dNxkxn/U7zafNwN/VYzcMxbtTubMh2LFV9/Vvd/21rhIy2t06ldG8UE5Oynrl+oDKfXb9szbruZlX7JpuspG7S/F6u7Mt2w5rfe8XBnq/8PxgTtb/wzNvi9aOfVHfe/GxNVkPpW6/t6jnvNamHtvlWny/UZhxHcy4rbf0dwlNk4ft5g2xH7FrqFnnDhM7f6ZInBf89fW8kTR/u7bu2c2zleYcsv7I66K1f3rfR2Tb60O9T5q6ZM6OZmy58aG+u5/L9R4xmLNh7fYjhjpbOu7cGpPPbAIAAAAAADjoAwAAAACQEw76AAAAAABkhIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGTEBIUm5oqrnEeXIZmaX5mYQakyUOuh/u8jxfV1fW8n4b27HPG123XW8UxDZ3k7e0v6vVez8fsXl/S1bT5mbbJpR8yg/H8PIO5fJV77EEl/j/Gx565dtNv62ibXuTD5rbsLevwcnYpnWq+bPtAKOn/1871ZWa++Ni/r9VZ8ALks46I0c47Lta1M+6GuVzsiK9w9u50XEtcxR313t465+iHicsV95rX4Tm5+LU3/NKquXvcamzrLfv6ZeL35UZ0l/9Fb3yXrvz6r6/PP6PFx4ktX48VLj8u27r0Ukzqre+JbJjPa9f89sQ/TLT2zV6rW1nR7059VXrbaX778D8aYPX/AuMx0uXa5ud3NC6lrQ8r1E+d+uxe66zZZbv3d5WjtRPO6bPv7a6+T9alraf23mNDzStES+zgzLus9vQ9LZvawqj8XpTv3jtZf+Ys+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEdKp2a5ZnQ3mVr2qxEl1OawmQZ1n2TJ+y4fNZGPGuxPLoo2+7N65zGz6y9Vtbvnolnb4YQQkiIWHf5lu69ymzNEGy+paWynF2eqsuBzskYs8FdHyhnZ/QFJnT2bGtbf6evf/3WaO1nO++RbTcGOhv2C4/eK+vnP7Yq69XWdrzo5qwqLXvWZajXvV1ZV89Xu1xaF9+ektP88j/QdYQQ/HdKUTTN3O72C4nPVl1b0bdfux6tzT+un23OPZvt/3oADFN+u9nDuW9edM1a4PY6Iuu+6vb0tQ2XWe3mhaI0c6p4N0Uz/rtc2+yYPqA2lfacYKWdM5LWVdPW/bZybk7Wr7z5iKzfMX05Wvv05j2y7Wcv3C7rx1fNb2ua997p6LoYu/Xmlm5buXFr1nvbX41anE0LPS+EYrQzNX/RBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADJiwmk1m20r2NxlmyNq6ib/NSXr22WgpkrKUDW/q9HT7+Wx5dOy/rnLr5X1o181ubh98dsSM1Fd1rftE0k3d9mb48uWf9W591ia75iQS+6yj4er12W93OnK+pQZe3f9/HS09swv3iHbNq5el/Xzq1+R9cpl0Vfi2V3/U22Dz6y2WfUDkR0bzJxa67XC9bfkTOqUeSM1czcnLjO9Fd9PuLndza5uvxFMZrrKbQ4hhHpP9G83341zXRo3M2/ULqfc7OOK4eg55OXUlKxXXb0WODIjPQT5XZPnpMPE9n89tsqpyWjNrktm3FqmfdFo67rIbK/NuHdraji+KMtbZ/SzN4v4sz26fKds21+Nf5MQQmjs6d9WH5mV9XDpiq6nrKulbivn8uD7VO3WEtV2TPMCuxAAAAAAADLCQR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgI/Hg2htgM//GmT9s8luTs7yTchpNzmJfZ/qm5DRW11Zk21s+25H19TWdzTnb1M+28KlnZL3uxXNPXVbyWPtbCD5rXF3/MGchf6/sezJja5zMvd3YGy7r/NZyPZ4fWzT1dDpYWZX1sfah1Gu7vGzz3l0mcN0XYz+1v+3rvJBxhvp3c2umG5tq/k9Zj0Ow3zA5b1v9NvtebqJM9e9StluyXu3ujnztqtsdue0rws0bqmlqfzxITP93ueP1zk780k3df9xePLg9pXm2ojMh67Xov+X0tL63WhNDCHVTv9eqpZ/9Wi9+/4mm3ie1V/R63r4e3+eHEEIYmv3CZHyfFUII1bboExP6m1SiP4VwA3uVQV/W7XyfupaNgL/oAwAAAACQEQ76AAAAAABkhIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGQkKV7PUhF3Lh7PcdElqdcP8fgHl4ZT1GlRPi5uRLYdmOi+a9dl/cj/1pEeg+dflPWqpbuUjFByUVMJcTV4BY0zEszEYrqIRRe346JRXPtqW0Q2mXHtYluCi3Ux8ZP7GtXmIpTMvDTOe6u5/IYu776Lmq9tjGtGc9o4I2vdrV1Mluufie3lvOHeS2nWTBfx5fYT6reNec5wY6cScbshBL0eJPa3pPeWaD/v/apLjV6t4t/RvqdB4r3N9d26ptq7aMn62IKsb90+p9ub7cbWXjyGbnlVX7uzlrZu1Zd0jHEw8XpqL6Si90JIP3+VU1O6vdunJdx71NhN/qIPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZEQHuBo2gzIlO7lyubYms7ppfprL1e2rvHeTrZkW2+yzlRPyiIcrq/ofuLr5cfXurm6fkhudmvmb+l7Nd8e3JX3jtMGTmj9cD/rmH4wxd9o8e2rmb9K1Tb6rv0HC2HNrQeq4NM9mf7t7PoQQErPDE9a8G7l3aLR13eVpq/2C26uYsee4cS+v7/ZB485zd++mFd/H1X2zv3R7lYHJrHZ7SCMp/z2xvx8mSdnhrv8OzH7CtC9aZs7q6f2u2k8MLl2WbYOpzzyvs+bP/7YZH+K93+HmSzfntPV86rLmq60tff1mS9blvVP3iObZfZ8Ue8wxzcc3z2wCAAAAAMBNgIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEaKepy50AAAAAAA4FXFX/QBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMvJ/AJqfaRWEWGnnAAAAAElFTkSuQmCC",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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GHwAAACqi0QcAAICKaPQBAACgIhp9AAAAqIhGHwAAACoSh0SWZnmOmQVamGXYJlmLXZTdXJq7nGWBz8a35cy9w/mtb1x8Nhz71FacLXvzA+thPc0ZzxTkmmbXZfT5mmVcXi928L4Q5bFP3cjndtv8C4O1ozPx3L3lpvNhPV17pYJM4e7S8hWPbZom36+zXF3r/vIU7wvBfSrM4m7n4szzydJwXnvTNM3Df/emsP75u//FYG0xmV//6MQfDet3/vylsL71fJJJHV2b5F2kmYnr/dZWWO/OrsXHT9ZmG6z9/Q/vC8dOFoJ3uKZp3rL/kbD+jaO3hPWtvXFWeHJlY4X57zvKTn4mZ5L70Cbro9vYHC4W57HPxeX5eM9becnwc+2Wmd3h2PU+XvezJ+NzayaF83vM9ZGdW5e9L8TXpmkK7/sV8Is+AAAAVESjDwAAABXR6AMAAEBFNPoAAABQEY0+AAAAVESjDwAAABXR6AMAAEBFRg5HDhTm4qbZx4X6KJt55FzQyYH9Yf3Cy4dzGpP0yubfnHxbWF98YjiLu2maJk2UznJHZ4MzLM3W7OJ8yn5bHvaOV5iPmmXH9htxtvJOtnow3vPumB9euwdn4pzwlyydC+vn5+LxbbJ2w/20acK1329mubSFOvvCVVH6TC95rmbPnbn4VefUT9wb1v/t2/91WL9xMrzvPLoVP5e+9K/uD+sHn34grKcmw1nfk8WFeGxyXbvVtXh84dqK9o12Eu+Hrzv0dFg/Nnc2rL/60HNh/ZnVu8J6UU76tZw9//uVZp5H16Jwz2lnCs8te2eN5kDpPc7m18zwus+sJ1nwD27E++m+x5MPyN7Fk/4uet/I3vOzd5VM2keUPgdH4Bd9AAAAqIhGHwAAACqi0QcAAICKaPQBAACgIhp9AAAAqIhGHwAAACpSFq9XEiOQRQwEkTCXpTRqrSQaJTGZj0Pwuhv2hfUjd54erK0kl/U3v3lfWL/v0pNhPY3JKog9bLM4kOSe9dvJPUvPLRk/YvwT/096jeN71GbXOalPM9So3bM7rK/fEJ/7gUkUdbUYjr2wGdfTGKE0DidZW8HaLo7uy/by7FmTjbcvfE8aiTte7FAY29o0zeTwwbC+8N4TYf11C5fCetcMf7cPn35TOPbw554P69uFz9yZpeFozGzP6S4tx5894ntSdvyLL90bDv3j+78Z1m+dPRfWf+u528P6sXTfGS8W7ppSui9M69iX8/FJ9Gv6bBrTVnxu7cbwtTm+HccQf+TMm8P6/sfj8f3GZljPhP3byNHrWZ/SZ4mi6T+IPvzK5rNf9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKjJbNHrM/OA0nzXJMkwyJJsx8y2z7zYXZ/5uHoqzbV9z8KHB2qntXeHYXU/Hn92sr8f1THLfwgjJLKs7uWdhtmbTjJ/5G352Rbm4Y8rWTpKR2ifXOaunGaxTyED9XbNJpPUjG4cHa0dnjodjHzsV54zftX4y/vBs3Rfst222L5SyL1wdpZnVBePb+fi59sJbj4X1v3f3h8P6XPK+EeVOf/SB14Vj7z3xcFjP5meW69wsLAS1+XjshYtxfWST3cPvQs/+cLx27pk7HdYvdvGcWT65J6zPnnw+rIdvoFPOf99Rxuwj0vHZ834H78/ZuSf7Qrc0/C5zugv2jKZpnly+KazPn14L6/3G8H75vX8wxWdy9q6S7cfJ+0rfB/WR5ptf9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKjIbVkszKqNMwCwvcJJkw2a5zZtlWYjTzM9cuynOd33Z7ji/NbJwJq73W2H6a/l1i6ZUYX5lcfbmmBnqNcn2hZK1k4xtZ+N9oc3OLalPMzW3X10N63ufieffp868arB2z5GT4dju20thvV95Kq5vF66NaO0lecBtE3928bLN9oWmYN/ZyTnNV9uI37VdjHOfT/9gPP4H55P1kbwqfXX92GDt6GfiPadbXgnr2XXLntnd2bODtfbixaJjF9/T5D2vv/eOwdofe903w7Hb4ctG03xt/dawfuODybldWg7rxe/PtZhmH1H62V3SZ2yP+E6anXuS1759+Iaw/pp7nxysvWIufmguzmyG9a3ltbC+nb7rX/l9zXLs8+d5Iu0TRrznV7jf+kUfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAicThsZsxc3CQLsc9yGDNTzC9uZ+PLvnwkzm+9d+H4YO1CtxiOXTyb5YKW5mEX5JYm+ZPpPS/Nt8zqUeZvl1w3mbq/J7oWybps5+K102frOslkb5o4H3ZUyfxePB2f27fOHBmsfe3AS8Kx+x8Ny023vh7/g8I842i/b5OxfXJPs5WX7nklubhTfM686MbMVM+eDRvx2uh2xePPd3NhfbGNj//xF14zWNv/9RfCsdvZs6NQv7U1XMvmfvZMzdZ1sjZnDh0M64++Z99g7S8feCgc+8DabWH9H/zmT4T1+z57Kqx35y+GdS5TybMjHVv2W2b2PlH8vhxJzn2yK37Xv3T7nrD+Uzf/9mBtVzsfjn320v6wfuDCpbBe9EwtlfSW6ftGsJ9elui+jtRH+EUfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiWSh12dGjzL8kIzLNTM+MnE1bJMlxXD4af/cjMxcGa7+zMZyl3TRNs3B+utcly9WNjXvu2bmFmalXmG95TSrMTC8Zm+XWTmbjLa1LMlCjPPemKYx/zfa85Lu1yXU/smc41/lityscu3A++WJj5gU3TdNEay9Zl21ybl3hs8S+cJVk1yJaXMnaaXfH83v+dHwP59p4/l/s43M/tzH8+e3GZjh2J2vn4v10shRndW/ffSysP/rjS2H97e/42mDtuc0bwrEffvSNYf32TyYZ6c8cD+vpwyDar9O1UPj+u5MU9xHB2i/dXpN72G8WnnvJd8/OLdlXZlbj8TPNcP1CtxaOfe7Jg2F93/KpsD7unEieFdk7Zum5ZT3O9sZwbaT3Bb/oAwAAQEU0+gAAAFARjT4AAABURKMPAAAAFdHoAwAAQEU0+gAAAFARjT4AAABUJA5JLc36DOtxxmNRdvEO1+6KM3+bu5bD8sGZ4fzM5W4hHDt3Ps7e7DfjnPH0nk+SDMkoGzTLy27K5kTxnJKL+z1jftfk2O38fPzRW8n8Te5xX5i5XmQS/911ey6u3700nF27Z7Iejm2T7118XUqybZPrkj+HRn7W1LS2x5Rdp2gOZJnS5y+E9T3PxZ99sYv3laOzq2H9L9zy5cHah97258KxN506Hda71TjTOp3fs3ODtcnSnnDsxqvvDOuP/VS8Nv/ia78Y1t85E1/Xx1cPDdY+9IV3hGPv/LX4uix88aGwnuWUp88avqc0G7wL9t/sfSHb27PnWrK2RpXsl/1GkMfeNM3CC/HaOrW1b7jWPROO3fNE3Dr2a/H7Riq7r5PhejuTvC9kOffryblnc6q0hxqBX/QBAACgIhp9AAAAqIhGHwAAACqi0QcAAICKaPQBAACgIhp9AAAAqEiSkTC92KBrOT4vi5Lqd8UReH/lB+JImltmdg/WXtjaG46dvRBH9RSHiWRxJO1w1E+xLIKpS/6uldy3pg/m5PUUsTXmd83uwWYSebSdzYEpxulk83M1jsPZ3Btv169femKwdmBmJRy7cjCOjNk9lzwqNpKIryAOp2maOLImu+eF8zF91pTsC1y+gvvYrcXPtcNfPBvWv7R6d1j/yX3fCutv2/XUYO3c3/lEOPaXXvbusH7w6/F1mUnW3qUjw2vr3JviKKlfeOOvh/U3LD4X1jeTW/ofzv1QWP/sf3ntYO2+Xz8eju2eejaub8bxZKPyvvCiHHv0PmIH90jbe+M+4xWLwxF6a338PjB/YcrzN4vIi2RzJntH7OL4vOxdp+8L4iavcL75RR8AAAAqotEHAACAimj0AQAAoCIafQAAAKiIRh8AAAAqotEHAACAimj0AQAAoCJxOHKb5P1NMR8zPbcpnnuWo3jutYfD+rv3fiOsz7S7BmufP/3ScGy7EufmptLrHv/tqJ0ZrmcZ6Kks7zpTkqGeXRcuT3IPuvVk/hbPgSnuaYm1A/F3OzCzMljbSHJxl2+N5+/hhTiTtyvOoh++Num+kK1b+8KLY8xnbumxn4gz1X/l4+8K62//898O63fODc+Rv7r/yXDs+973i2H9TJLbfK6LX+PmmuFz2zOJ5/b+SbxvdH28tj5y6Z6w/sl//rawftvHHx6sbZ+/EI5tupEz1Mdc26V71vWidF8ovYfT7DOSLPln374Y1u+fvzhYe247/l5bu+J69J7fNE3Tb2Xj4+8W1rt4T+uTd5Wsf8tkxw/nRDafkv14cNgVjQIAAAB2JI0+AAAAVESjDwAAABXR6AMAAEBFNPoAAABQEY0+AAAAVESjDwAAABWJA1jHNHq+ZfI3jOzwQXZylvE42b8vrJ99eXxu28nJPbZ5abD2rceOhWNfcem7YT2V5oImOegbm4O1NL8yuafZ+KJ8y6aJ5+SY+evXk9J9Ics838n3qTA7+aG14bV/89z5cOzm3vi6tXt2xx++shKWs7UX1pN72s7OhfWmydb9FOfMTp6PO0nhdeouDT8zm6Zp7vmV+Ln4nv0fCOsfedcvD9b+0Hw8v5Ymcd71UrItHEvm72q/MVg7tR2P/cr6Ulj/+4/8eFjf/Y/3h/Ub//dXw/r25vC5T92Y77BdsmddS8bMmp/2/pk+s5NnS4GZIzeH9ft++JGwfsPM8DN9uY/3y824xWmaueSZvL4elvsuua8bBftC0r9lRu0jMle4L/hFHwAAACqi0QcAAICKaPQBAACgIhp9AAAAqIhGHwAAACqi0QcAAICKaPQBAACgIrNhtTjTuiDjsjAzPc1KzLIQm2B8dm779ob1Pvnzyr87/Zaw/jvnh/Mzj30q/t7dcpx3nWZKZ9J7Pnz8PrslbXLs0jzskvk85lq41kxxX8jHJ/Up5he3c/F2PLcaX7f//NRrB2t7F+Lc2t3Pxte134qvS3G2bIF+a7Pss7P5WjKfr6d1X/pdo+ucHLudjddOZvvkqbB+3wfj9fOz/+NvDNb2/vVnwrF/67b/HtaPzFwI69/ZPBzWf+E77xyszf6nG8OxN37xubC+79SJsN6tPBHW+2muj5I868tR8r5Qk2m+dxW+L2R9RvrcKzBZWgrrZ956a1h/38H/FtbPd6uDtd9aOxqO3f1cck+7wj4ieQ/r+4L1U3rPpjmfr5Bf9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKlIWPpspyMXNMtH7rWR8kpXYzsR5830XHT8+dnfyhbB+53/dE9Yf/Mr9YX33U8O5uvuefDgcu33pUlifau5zmk9ZOn7E7NrrKS+7VMl9KM25zz57Eu8LxZ9fYP9D58L66V89OFhbW43n561fifOyt8+eDevmP6mizOvkfaA0GzkZ3yXzf+/HHhysTX5jMRz7S7veFtbbubmw3p0ffh9omqa5cfmx4WL/SDh2a9rruuQdsiTP+nKUPMemfV2vJUXXOclzT+5Dmtce7lmFkj1pz/GNsP5PPv8nwvq/PLgyWNv9iX3h2Js/FewpTdNsrwwfu2macef/2PvCNdhH+EUfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAis0Wjd3IWaJaPmeXuBuPb2fiy9evrYX3y1PGwvuepsNx0l5aHa5txtubUlcyZLBN1zM/m8o15nUszTLNz6wvzuAv0m1thffLsybB+6PRwnna/thaO3U6yuPut+NymqnS+2Rd2hq5g7U1mxjt20zR9l+0bm4Ol7UvJZ1+I1941Ldmv25n4vhXtO2Ova/vG5SnNLS85dqn03JJ30mh8cu7d6mpYn38wzrK/7/nDYb1dH96zuhNPhmO3V1bCetVrL/vssefkFfCLPgAAAFREow8AAAAV0egDAABARTT6AAAAUBGNPgAAAFREow8AAAAVKYvXK1EauVE6PqsHcT1Z1M5kfi7+6CR+L4vZ6reGYzFGN2ZUSqmxz60kNkMUz9Ux7WiTKMYri/DKIsAm8bn3y3GkTZdE5IXHzuJGMzt5X8iUnnvJnLiejBmjlUWvlt7jkrVdGgtbsanGdl7Le9a15FqOQhuxj8j2hTR6ci3uI5pnng/LXTC+JH78suzktTd2hPMU+gi/6AMAAEBFNPoAAABQEY0+AAAAVESjDwAAABXR6AMAAEBFNPoAAABQEY0+AAAAVGS2aPQ0sxDHzscsyD/u1pKxY163sTMgd3ImambMazN2fvv1Yuxc2ynuC9nYfj2pX/kn58beN3ay0jkT3dcoRzkbW5sxn3vTfjaU3Mdree2N/dyLjl/6vaeZBb6Tc8RfbEXXMfmtsi/Mgy/dvwv2hX5rK65nWfdra1f82ek9uZbn79jnls2Zvhuulc7nAX7RBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoSNvv5LxDAAAA4PviF30AAACoiEYfAAAAKqLRBwAAgIpo9AEAAKAiGn0AAACoiEYfAAAAKvJ/AS9q+ZGR+cvbAAAAAElFTkSuQmCC",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": ["<Figure size 1296x432 with 4 Axes>"]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "learning_rate = 1e-3\n",
        "\n",
        "optimizer = torch.optim.Adam(\n",
        "    model.parameters(),\n",
        "    lr=learning_rate,\n",
        ")\n",
        "num_epochs = 20\n",
        "do = nn.Dropout()\n",
        "for epoch in range(num_epochs):\n",
        "    for data in dataloader:\n",
        "        img, _ = data\n",
        "        img = img.to(device)\n",
        "        img = img.view(img.size(0), -1)\n",
        "        noise = do(torch.ones(img.shape)).to(device)\n",
        "        img_bad = (img * noise).to(device)\n",
        "        output = model(img)\n",
        "        loss = criterion(output, img.data)\n",
        "        optimizer.zero_grad()\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "    print(f\"epoch [{epoch + 1}/{num_epochs}], loss:{loss.item():.4f}\")\n",
        "    display_images(img_bad, output)"
      ]
    }
  ],
  "metadata": {
    "canvas": {
      "colorPalette": [
        "#dfdddd",
        "inherit",
        "inherit",
        "inherit",
        "inherit",
        "inherit",
        "inherit",
        "inherit",
        "inherit",
        "inherit"
      ],
      "parameters": [],
      "version": "1.0"
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.10"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}