image_domain_vdsr_test.ipynb 681 KB
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{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "image_domain_vdsr_test.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pRhAWxF0apAU"
      },
      "source": [
        "# 이미지 도메인에서 학습된 VDSR 모델에 Feature를 넣고 돌려보기\n",
        "\n",
        "- epoch 10과 epoch 50으로 구분해서 진행함.\n",
        "- 4배 downscale한 뒤 다시 upscale_factor를 4로 넣어 사이즈를 4배로 키우도록 함."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mFMBLwN6PGht"
      },
      "source": [
        "import torch\n",
        "from torch.autograd import Variable\n",
        "from PIL import Image\n",
        "import numpy as np\n",
        "import time,math\n",
        "import matplotlib.pyplot as plt\n",
        "import cv2\n",
        "from torchvision.utils import save_image\n",
        "%matplotlib inline"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AuY1Tt3oFsRL",
        "outputId": "63863944-3b02-47a2-bcf6-4212002a5f64"
      },
      "source": [
        "!git clone https://github.com/seovalue/vdsr_pytorch"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'vdsr_pytorch'...\n",
            "remote: Enumerating objects: 520, done.\u001b[K\n",
            "remote: Total 520 (delta 0), reused 0 (delta 0), pack-reused 520\u001b[K\n",
            "Receiving objects: 100% (520/520), 67.61 MiB | 27.56 MiB/s, done.\n",
            "Resolving deltas: 100% (58/58), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tcMBGb5JF2z4",
        "outputId": "30ca8b96-112f-4e79-84f2-23bc030c6765"
      },
      "source": [
        "cd vdsr_pytorch/"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/vdsr_pytorch\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_2SbtseALUH_",
        "outputId": "bf6ec662-fe97-414d-8fd5-58b47994189e"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/vdsr_pytorch/drive')"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/vdsr_pytorch/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "96tDeGUoLg60"
      },
      "source": [
        "def imshow(img):\n",
        "  fig = plt.figure(figsize=(18, 16), dpi= 80)\n",
        "  ax = plt.subplot(\"131\")\n",
        "  ax.imshow(img)\n",
        "  print(img.shape)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zlYcln38P8B6"
      },
      "source": [
        "import gc\n",
        "gc.collect()\n",
        "torch.cuda.empty_cache()"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ouAIOWN5GIJM",
        "outputId": "fa7a7386-8ea6-4fb1-e15f-54d2db5750ac"
      },
      "source": [
        "!python main.py --dataset BSDS300 --cuda --gpuids 0 --upscale_factor 2 --crop_size 256 --batch_size 32 --test_batch_size 16 --epochs 50"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Namespace(add_noise=False, batch_size=32, clip=0.4, crop_size=256, cuda=True, dataset='BSDS300', epochs=50, gpuids=[0], lr=0.001, model='', noise_std=3.0, step=10, test=False, test_batch_size=16, threads=16, upscale_factor=2, weight_decay=0.0001)\n",
            "/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 16 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n",
            "  cpuset_checked))\n",
            "Epoch = 1, lr = 0.001\n",
            "===> Epoch[1](1/7): Loss: 0.2829\n",
            "===> Epoch[1](2/7): Loss: 0.4740\n",
            "===> Epoch[1](3/7): Loss: 0.0063\n",
            "===> Epoch[1](4/7): Loss: 0.0061\n",
            "===> Epoch[1](5/7): Loss: 0.0020\n",
            "===> Epoch[1](6/7): Loss: 0.0012\n",
            "===> Epoch[1](7/7): Loss: 0.0015\n",
            "===> Epoch 1 Complete: Avg. Loss: 0.1106\n",
            "===> 16.80 seconds to train this epoch\n",
            "===> Avg. PSNR: 27.9880 dB\n",
            "===> 3.36 seconds to validate this epoch\n",
            "Epoch = 2, lr = 0.001\n",
            "===> Epoch[2](1/7): Loss: 0.0015\n",
            "===> Epoch[2](2/7): Loss: 0.0016\n",
            "===> Epoch[2](3/7): Loss: 0.0010\n",
            "===> Epoch[2](4/7): Loss: 0.0012\n",
            "===> Epoch[2](5/7): Loss: 0.0011\n",
            "===> Epoch[2](6/7): Loss: 0.0010\n",
            "===> Epoch[2](7/7): Loss: 0.0014\n",
            "===> Epoch 2 Complete: Avg. Loss: 0.0013\n",
            "===> 14.66 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.4854 dB\n",
            "===> 2.99 seconds to validate this epoch\n",
            "Epoch = 3, lr = 0.001\n",
            "===> Epoch[3](1/7): Loss: 0.0012\n",
            "===> Epoch[3](2/7): Loss: 0.0011\n",
            "===> Epoch[3](3/7): Loss: 0.0010\n",
            "===> Epoch[3](4/7): Loss: 0.0010\n",
            "===> Epoch[3](5/7): Loss: 0.0010\n",
            "===> Epoch[3](6/7): Loss: 0.0011\n",
            "===> Epoch[3](7/7): Loss: 0.0014\n",
            "===> Epoch 3 Complete: Avg. Loss: 0.0011\n",
            "===> 14.70 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.5137 dB\n",
            "===> 3.18 seconds to validate this epoch\n",
            "Epoch = 4, lr = 0.001\n",
            "===> Epoch[4](1/7): Loss: 0.0011\n",
            "===> Epoch[4](2/7): Loss: 0.0009\n",
            "===> Epoch[4](3/7): Loss: 0.0012\n",
            "===> Epoch[4](4/7): Loss: 0.0008\n",
            "===> Epoch[4](5/7): Loss: 0.0012\n",
            "===> Epoch[4](6/7): Loss: 0.0011\n",
            "===> Epoch[4](7/7): Loss: 0.0012\n",
            "===> Epoch 4 Complete: Avg. Loss: 0.0011\n",
            "===> 14.91 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.5463 dB\n",
            "===> 3.34 seconds to validate this epoch\n",
            "Epoch = 5, lr = 0.001\n",
            "===> Epoch[5](1/7): Loss: 0.0010\n",
            "===> Epoch[5](2/7): Loss: 0.0010\n",
            "===> Epoch[5](3/7): Loss: 0.0011\n",
            "===> Epoch[5](4/7): Loss: 0.0011\n",
            "===> Epoch[5](5/7): Loss: 0.0010\n",
            "===> Epoch[5](6/7): Loss: 0.0010\n",
            "===> Epoch[5](7/7): Loss: 0.0012\n",
            "===> Epoch 5 Complete: Avg. Loss: 0.0011\n",
            "===> 15.11 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.5770 dB\n",
            "===> 3.04 seconds to validate this epoch\n",
            "Epoch = 6, lr = 0.001\n",
            "===> Epoch[6](1/7): Loss: 0.0011\n",
            "===> Epoch[6](2/7): Loss: 0.0012\n",
            "===> Epoch[6](3/7): Loss: 0.0011\n",
            "===> Epoch[6](4/7): Loss: 0.0011\n",
            "===> Epoch[6](5/7): Loss: 0.0009\n",
            "===> Epoch[6](6/7): Loss: 0.0008\n",
            "===> Epoch[6](7/7): Loss: 0.0011\n",
            "===> Epoch 6 Complete: Avg. Loss: 0.0010\n",
            "===> 15.24 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.5959 dB\n",
            "===> 3.17 seconds to validate this epoch\n",
            "Epoch = 7, lr = 0.001\n",
            "===> Epoch[7](1/7): Loss: 0.0010\n",
            "===> Epoch[7](2/7): Loss: 0.0010\n",
            "===> Epoch[7](3/7): Loss: 0.0009\n",
            "===> Epoch[7](4/7): Loss: 0.0009\n",
            "===> Epoch[7](5/7): Loss: 0.0013\n",
            "===> Epoch[7](6/7): Loss: 0.0010\n",
            "===> Epoch[7](7/7): Loss: 0.0018\n",
            "===> Epoch 7 Complete: Avg. Loss: 0.0011\n",
            "===> 15.49 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6024 dB\n",
            "===> 3.22 seconds to validate this epoch\n",
            "Epoch = 8, lr = 0.001\n",
            "===> Epoch[8](1/7): Loss: 0.0010\n",
            "===> Epoch[8](2/7): Loss: 0.0011\n",
            "===> Epoch[8](3/7): Loss: 0.0009\n",
            "===> Epoch[8](4/7): Loss: 0.0011\n",
            "===> Epoch[8](5/7): Loss: 0.0011\n",
            "===> Epoch[8](6/7): Loss: 0.0011\n",
            "===> Epoch[8](7/7): Loss: 0.0008\n",
            "===> Epoch 8 Complete: Avg. Loss: 0.0010\n",
            "===> 15.51 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6078 dB\n",
            "===> 3.19 seconds to validate this epoch\n",
            "Epoch = 9, lr = 0.001\n",
            "===> Epoch[9](1/7): Loss: 0.0010\n",
            "===> Epoch[9](2/7): Loss: 0.0011\n",
            "===> Epoch[9](3/7): Loss: 0.0012\n",
            "===> Epoch[9](4/7): Loss: 0.0009\n",
            "===> Epoch[9](5/7): Loss: 0.0009\n",
            "===> Epoch[9](6/7): Loss: 0.0011\n",
            "===> Epoch[9](7/7): Loss: 0.0011\n",
            "===> Epoch 9 Complete: Avg. Loss: 0.0010\n",
            "===> 15.26 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6108 dB\n",
            "===> 3.18 seconds to validate this epoch\n",
            "Epoch = 10, lr = 0.001\n",
            "===> Epoch[10](1/7): Loss: 0.0013\n",
            "===> Epoch[10](2/7): Loss: 0.0011\n",
            "===> Epoch[10](3/7): Loss: 0.0011\n",
            "===> Epoch[10](4/7): Loss: 0.0009\n",
            "===> Epoch[10](5/7): Loss: 0.0008\n",
            "===> Epoch[10](6/7): Loss: 0.0011\n",
            "===> Epoch[10](7/7): Loss: 0.0008\n",
            "===> Epoch 10 Complete: Avg. Loss: 0.0010\n",
            "===> 15.32 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6159 dB\n",
            "===> 3.15 seconds to validate this epoch\n",
            "Checkpoint saved to model/model_epoch_10.pth\n",
            "Epoch = 11, lr = 0.0001\n",
            "===> Epoch[11](1/7): Loss: 0.0011\n",
            "===> Epoch[11](2/7): Loss: 0.0010\n",
            "===> Epoch[11](3/7): Loss: 0.0010\n",
            "===> Epoch[11](4/7): Loss: 0.0013\n",
            "===> Epoch[11](5/7): Loss: 0.0010\n",
            "===> Epoch[11](6/7): Loss: 0.0009\n",
            "===> Epoch[11](7/7): Loss: 0.0007\n",
            "===> Epoch 11 Complete: Avg. Loss: 0.0010\n",
            "===> 15.62 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6173 dB\n",
            "===> 3.22 seconds to validate this epoch\n",
            "Epoch = 12, lr = 0.0001\n",
            "===> Epoch[12](1/7): Loss: 0.0010\n",
            "===> Epoch[12](2/7): Loss: 0.0012\n",
            "===> Epoch[12](3/7): Loss: 0.0009\n",
            "===> Epoch[12](4/7): Loss: 0.0010\n",
            "===> Epoch[12](5/7): Loss: 0.0011\n",
            "===> Epoch[12](6/7): Loss: 0.0012\n",
            "===> Epoch[12](7/7): Loss: 0.0006\n",
            "===> Epoch 12 Complete: Avg. Loss: 0.0010\n",
            "===> 15.40 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6186 dB\n",
            "===> 3.08 seconds to validate this epoch\n",
            "Epoch = 13, lr = 0.0001\n",
            "===> Epoch[13](1/7): Loss: 0.0011\n",
            "===> Epoch[13](2/7): Loss: 0.0012\n",
            "===> Epoch[13](3/7): Loss: 0.0009\n",
            "===> Epoch[13](4/7): Loss: 0.0009\n",
            "===> Epoch[13](5/7): Loss: 0.0012\n",
            "===> Epoch[13](6/7): Loss: 0.0009\n",
            "===> Epoch[13](7/7): Loss: 0.0010\n",
            "===> Epoch 13 Complete: Avg. Loss: 0.0010\n",
            "===> 15.36 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6196 dB\n",
            "===> 3.23 seconds to validate this epoch\n",
            "Epoch = 14, lr = 0.0001\n",
            "===> Epoch[14](1/7): Loss: 0.0012\n",
            "===> Epoch[14](2/7): Loss: 0.0009\n",
            "===> Epoch[14](3/7): Loss: 0.0009\n",
            "===> Epoch[14](4/7): Loss: 0.0011\n",
            "===> Epoch[14](5/7): Loss: 0.0012\n",
            "===> Epoch[14](6/7): Loss: 0.0010\n",
            "===> Epoch[14](7/7): Loss: 0.0012\n",
            "===> Epoch 14 Complete: Avg. Loss: 0.0011\n",
            "===> 15.47 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6205 dB\n",
            "===> 3.25 seconds to validate this epoch\n",
            "Epoch = 15, lr = 0.0001\n",
            "===> Epoch[15](1/7): Loss: 0.0012\n",
            "===> Epoch[15](2/7): Loss: 0.0009\n",
            "===> Epoch[15](3/7): Loss: 0.0010\n",
            "===> Epoch[15](4/7): Loss: 0.0010\n",
            "===> Epoch[15](5/7): Loss: 0.0010\n",
            "===> Epoch[15](6/7): Loss: 0.0011\n",
            "===> Epoch[15](7/7): Loss: 0.0007\n",
            "===> Epoch 15 Complete: Avg. Loss: 0.0010\n",
            "===> 15.44 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6215 dB\n",
            "===> 3.21 seconds to validate this epoch\n",
            "Epoch = 16, lr = 0.0001\n",
            "===> Epoch[16](1/7): Loss: 0.0010\n",
            "===> Epoch[16](2/7): Loss: 0.0008\n",
            "===> Epoch[16](3/7): Loss: 0.0010\n",
            "===> Epoch[16](4/7): Loss: 0.0014\n",
            "===> Epoch[16](5/7): Loss: 0.0012\n",
            "===> Epoch[16](6/7): Loss: 0.0009\n",
            "===> Epoch[16](7/7): Loss: 0.0007\n",
            "===> Epoch 16 Complete: Avg. Loss: 0.0010\n",
            "===> 15.24 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6229 dB\n",
            "===> 3.18 seconds to validate this epoch\n",
            "Epoch = 17, lr = 0.0001\n",
            "===> Epoch[17](1/7): Loss: 0.0010\n",
            "===> Epoch[17](2/7): Loss: 0.0011\n",
            "===> Epoch[17](3/7): Loss: 0.0011\n",
            "===> Epoch[17](4/7): Loss: 0.0009\n",
            "===> Epoch[17](5/7): Loss: 0.0011\n",
            "===> Epoch[17](6/7): Loss: 0.0010\n",
            "===> Epoch[17](7/7): Loss: 0.0010\n",
            "===> Epoch 17 Complete: Avg. Loss: 0.0010\n",
            "===> 15.37 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6242 dB\n",
            "===> 3.22 seconds to validate this epoch\n",
            "Epoch = 18, lr = 0.0001\n",
            "===> Epoch[18](1/7): Loss: 0.0011\n",
            "===> Epoch[18](2/7): Loss: 0.0010\n",
            "===> Epoch[18](3/7): Loss: 0.0010\n",
            "===> Epoch[18](4/7): Loss: 0.0011\n",
            "===> Epoch[18](5/7): Loss: 0.0011\n",
            "===> Epoch[18](6/7): Loss: 0.0009\n",
            "===> Epoch[18](7/7): Loss: 0.0010\n",
            "===> Epoch 18 Complete: Avg. Loss: 0.0010\n",
            "===> 15.44 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6252 dB\n",
            "===> 3.20 seconds to validate this epoch\n",
            "Epoch = 19, lr = 0.0001\n",
            "===> Epoch[19](1/7): Loss: 0.0012\n",
            "===> Epoch[19](2/7): Loss: 0.0011\n",
            "===> Epoch[19](3/7): Loss: 0.0012\n",
            "===> Epoch[19](4/7): Loss: 0.0009\n",
            "===> Epoch[19](5/7): Loss: 0.0009\n",
            "===> Epoch[19](6/7): Loss: 0.0009\n",
            "===> Epoch[19](7/7): Loss: 0.0007\n",
            "===> Epoch 19 Complete: Avg. Loss: 0.0010\n",
            "===> 15.42 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6264 dB\n",
            "===> 3.06 seconds to validate this epoch\n",
            "Epoch = 20, lr = 0.0001\n",
            "===> Epoch[20](1/7): Loss: 0.0011\n",
            "===> Epoch[20](2/7): Loss: 0.0010\n",
            "===> Epoch[20](3/7): Loss: 0.0009\n",
            "===> Epoch[20](4/7): Loss: 0.0009\n",
            "===> Epoch[20](5/7): Loss: 0.0011\n",
            "===> Epoch[20](6/7): Loss: 0.0011\n",
            "===> Epoch[20](7/7): Loss: 0.0013\n",
            "===> Epoch 20 Complete: Avg. Loss: 0.0011\n",
            "===> 15.46 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6275 dB\n",
            "===> 3.21 seconds to validate this epoch\n",
            "Checkpoint saved to model/model_epoch_20.pth\n",
            "Epoch = 21, lr = 1.0000000000000003e-05\n",
            "===> Epoch[21](1/7): Loss: 0.0011\n",
            "===> Epoch[21](2/7): Loss: 0.0009\n",
            "===> Epoch[21](3/7): Loss: 0.0010\n",
            "===> Epoch[21](4/7): Loss: 0.0009\n",
            "===> Epoch[21](5/7): Loss: 0.0012\n",
            "===> Epoch[21](6/7): Loss: 0.0010\n",
            "===> Epoch[21](7/7): Loss: 0.0016\n",
            "===> Epoch 21 Complete: Avg. Loss: 0.0011\n",
            "===> 15.38 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6276 dB\n",
            "===> 3.22 seconds to validate this epoch\n",
            "Epoch = 22, lr = 1.0000000000000003e-05\n",
            "===> Epoch[22](1/7): Loss: 0.0009\n",
            "===> Epoch[22](2/7): Loss: 0.0012\n",
            "===> Epoch[22](3/7): Loss: 0.0009\n",
            "===> Epoch[22](4/7): Loss: 0.0012\n",
            "===> Epoch[22](5/7): Loss: 0.0009\n",
            "===> Epoch[22](6/7): Loss: 0.0011\n",
            "===> Epoch[22](7/7): Loss: 0.0008\n",
            "===> Epoch 22 Complete: Avg. Loss: 0.0010\n",
            "===> 15.37 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6278 dB\n",
            "===> 3.01 seconds to validate this epoch\n",
            "Epoch = 23, lr = 1.0000000000000003e-05\n",
            "===> Epoch[23](1/7): Loss: 0.0013\n",
            "===> Epoch[23](2/7): Loss: 0.0011\n",
            "===> Epoch[23](3/7): Loss: 0.0009\n",
            "===> Epoch[23](4/7): Loss: 0.0009\n",
            "===> Epoch[23](5/7): Loss: 0.0011\n",
            "===> Epoch[23](6/7): Loss: 0.0010\n",
            "===> Epoch[23](7/7): Loss: 0.0009\n",
            "===> Epoch 23 Complete: Avg. Loss: 0.0010\n",
            "===> 15.44 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6279 dB\n",
            "===> 3.23 seconds to validate this epoch\n",
            "Epoch = 24, lr = 1.0000000000000003e-05\n",
            "===> Epoch[24](1/7): Loss: 0.0010\n",
            "===> Epoch[24](2/7): Loss: 0.0010\n",
            "===> Epoch[24](3/7): Loss: 0.0010\n",
            "===> Epoch[24](4/7): Loss: 0.0013\n",
            "===> Epoch[24](5/7): Loss: 0.0010\n",
            "===> Epoch[24](6/7): Loss: 0.0009\n",
            "===> Epoch[24](7/7): Loss: 0.0009\n",
            "===> Epoch 24 Complete: Avg. Loss: 0.0010\n",
            "===> 15.44 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6280 dB\n",
            "===> 3.22 seconds to validate this epoch\n",
            "Epoch = 25, lr = 1.0000000000000003e-05\n",
            "===> Epoch[25](1/7): Loss: 0.0008\n",
            "===> Epoch[25](2/7): Loss: 0.0009\n",
            "===> Epoch[25](3/7): Loss: 0.0009\n",
            "===> Epoch[25](4/7): Loss: 0.0011\n",
            "===> Epoch[25](5/7): Loss: 0.0013\n",
            "===> Epoch[25](6/7): Loss: 0.0013\n",
            "===> Epoch[25](7/7): Loss: 0.0008\n",
            "===> Epoch 25 Complete: Avg. Loss: 0.0010\n",
            "===> 15.45 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6282 dB\n",
            "===> 3.07 seconds to validate this epoch\n",
            "Epoch = 26, lr = 1.0000000000000003e-05\n",
            "===> Epoch[26](1/7): Loss: 0.0011\n",
            "===> Epoch[26](2/7): Loss: 0.0011\n",
            "===> Epoch[26](3/7): Loss: 0.0010\n",
            "===> Epoch[26](4/7): Loss: 0.0009\n",
            "===> Epoch[26](5/7): Loss: 0.0012\n",
            "===> Epoch[26](6/7): Loss: 0.0009\n",
            "===> Epoch[26](7/7): Loss: 0.0009\n",
            "===> Epoch 26 Complete: Avg. Loss: 0.0010\n",
            "===> 15.32 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6283 dB\n",
            "===> 3.09 seconds to validate this epoch\n",
            "Epoch = 27, lr = 1.0000000000000003e-05\n",
            "===> Epoch[27](1/7): Loss: 0.0011\n",
            "===> Epoch[27](2/7): Loss: 0.0012\n",
            "===> Epoch[27](3/7): Loss: 0.0010\n",
            "===> Epoch[27](4/7): Loss: 0.0011\n",
            "===> Epoch[27](5/7): Loss: 0.0010\n",
            "===> Epoch[27](6/7): Loss: 0.0008\n",
            "===> Epoch[27](7/7): Loss: 0.0012\n",
            "===> Epoch 27 Complete: Avg. Loss: 0.0010\n",
            "===> 15.48 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6285 dB\n",
            "===> 3.10 seconds to validate this epoch\n",
            "Epoch = 28, lr = 1.0000000000000003e-05\n",
            "===> Epoch[28](1/7): Loss: 0.0011\n",
            "===> Epoch[28](2/7): Loss: 0.0013\n",
            "===> Epoch[28](3/7): Loss: 0.0008\n",
            "===> Epoch[28](4/7): Loss: 0.0011\n",
            "===> Epoch[28](5/7): Loss: 0.0009\n",
            "===> Epoch[28](6/7): Loss: 0.0010\n",
            "===> Epoch[28](7/7): Loss: 0.0010\n",
            "===> Epoch 28 Complete: Avg. Loss: 0.0010\n",
            "===> 15.40 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6286 dB\n",
            "===> 3.26 seconds to validate this epoch\n",
            "Epoch = 29, lr = 1.0000000000000003e-05\n",
            "===> Epoch[29](1/7): Loss: 0.0012\n",
            "===> Epoch[29](2/7): Loss: 0.0010\n",
            "===> Epoch[29](3/7): Loss: 0.0011\n",
            "===> Epoch[29](4/7): Loss: 0.0010\n",
            "===> Epoch[29](5/7): Loss: 0.0010\n",
            "===> Epoch[29](6/7): Loss: 0.0010\n",
            "===> Epoch[29](7/7): Loss: 0.0008\n",
            "===> Epoch 29 Complete: Avg. Loss: 0.0010\n",
            "===> 15.46 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6288 dB\n",
            "===> 3.13 seconds to validate this epoch\n",
            "Epoch = 30, lr = 1.0000000000000003e-05\n",
            "===> Epoch[30](1/7): Loss: 0.0012\n",
            "===> Epoch[30](2/7): Loss: 0.0009\n",
            "===> Epoch[30](3/7): Loss: 0.0010\n",
            "===> Epoch[30](4/7): Loss: 0.0011\n",
            "===> Epoch[30](5/7): Loss: 0.0011\n",
            "===> Epoch[30](6/7): Loss: 0.0009\n",
            "===> Epoch[30](7/7): Loss: 0.0007\n",
            "===> Epoch 30 Complete: Avg. Loss: 0.0010\n",
            "===> 15.36 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6289 dB\n",
            "===> 3.16 seconds to validate this epoch\n",
            "Checkpoint saved to model/model_epoch_30.pth\n",
            "Epoch = 31, lr = 1.0000000000000002e-06\n",
            "===> Epoch[31](1/7): Loss: 0.0010\n",
            "===> Epoch[31](2/7): Loss: 0.0012\n",
            "===> Epoch[31](3/7): Loss: 0.0009\n",
            "===> Epoch[31](4/7): Loss: 0.0011\n",
            "===> Epoch[31](5/7): Loss: 0.0009\n",
            "===> Epoch[31](6/7): Loss: 0.0011\n",
            "===> Epoch[31](7/7): Loss: 0.0010\n",
            "===> Epoch 31 Complete: Avg. Loss: 0.0010\n",
            "===> 15.43 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6290 dB\n",
            "===> 3.20 seconds to validate this epoch\n",
            "Epoch = 32, lr = 1.0000000000000002e-06\n",
            "===> Epoch[32](1/7): Loss: 0.0012\n",
            "===> Epoch[32](2/7): Loss: 0.0009\n",
            "===> Epoch[32](3/7): Loss: 0.0010\n",
            "===> Epoch[32](4/7): Loss: 0.0011\n",
            "===> Epoch[32](5/7): Loss: 0.0009\n",
            "===> Epoch[32](6/7): Loss: 0.0011\n",
            "===> Epoch[32](7/7): Loss: 0.0011\n",
            "===> Epoch 32 Complete: Avg. Loss: 0.0010\n",
            "===> 15.47 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6290 dB\n",
            "===> 3.23 seconds to validate this epoch\n",
            "Epoch = 33, lr = 1.0000000000000002e-06\n",
            "===> Epoch[33](1/7): Loss: 0.0011\n",
            "===> Epoch[33](2/7): Loss: 0.0010\n",
            "===> Epoch[33](3/7): Loss: 0.0010\n",
            "===> Epoch[33](4/7): Loss: 0.0009\n",
            "===> Epoch[33](5/7): Loss: 0.0014\n",
            "===> Epoch[33](6/7): Loss: 0.0008\n",
            "===> Epoch[33](7/7): Loss: 0.0011\n",
            "===> Epoch 33 Complete: Avg. Loss: 0.0010\n",
            "===> 15.47 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6290 dB\n",
            "===> 3.16 seconds to validate this epoch\n",
            "Epoch = 34, lr = 1.0000000000000002e-06\n",
            "===> Epoch[34](1/7): Loss: 0.0011\n",
            "===> Epoch[34](2/7): Loss: 0.0008\n",
            "===> Epoch[34](3/7): Loss: 0.0010\n",
            "===> Epoch[34](4/7): Loss: 0.0011\n",
            "===> Epoch[34](5/7): Loss: 0.0012\n",
            "===> Epoch[34](6/7): Loss: 0.0011\n",
            "===> Epoch[34](7/7): Loss: 0.0009\n",
            "===> Epoch 34 Complete: Avg. Loss: 0.0010\n",
            "===> 15.41 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6290 dB\n",
            "===> 3.20 seconds to validate this epoch\n",
            "Epoch = 35, lr = 1.0000000000000002e-06\n",
            "===> Epoch[35](1/7): Loss: 0.0011\n",
            "===> Epoch[35](2/7): Loss: 0.0013\n",
            "===> Epoch[35](3/7): Loss: 0.0010\n",
            "===> Epoch[35](4/7): Loss: 0.0010\n",
            "===> Epoch[35](5/7): Loss: 0.0010\n",
            "===> Epoch[35](6/7): Loss: 0.0008\n",
            "===> Epoch[35](7/7): Loss: 0.0007\n",
            "===> Epoch 35 Complete: Avg. Loss: 0.0010\n",
            "===> 15.43 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6290 dB\n",
            "===> 3.11 seconds to validate this epoch\n",
            "Epoch = 36, lr = 1.0000000000000002e-06\n",
            "===> Epoch[36](1/7): Loss: 0.0010\n",
            "===> Epoch[36](2/7): Loss: 0.0009\n",
            "===> Epoch[36](3/7): Loss: 0.0011\n",
            "===> Epoch[36](4/7): Loss: 0.0010\n",
            "===> Epoch[36](5/7): Loss: 0.0012\n",
            "===> Epoch[36](6/7): Loss: 0.0010\n",
            "===> Epoch[36](7/7): Loss: 0.0009\n",
            "===> Epoch 36 Complete: Avg. Loss: 0.0010\n",
            "===> 15.51 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.00 seconds to validate this epoch\n",
            "Epoch = 37, lr = 1.0000000000000002e-06\n",
            "===> Epoch[37](1/7): Loss: 0.0011\n",
            "===> Epoch[37](2/7): Loss: 0.0009\n",
            "===> Epoch[37](3/7): Loss: 0.0012\n",
            "===> Epoch[37](4/7): Loss: 0.0009\n",
            "===> Epoch[37](5/7): Loss: 0.0011\n",
            "===> Epoch[37](6/7): Loss: 0.0010\n",
            "===> Epoch[37](7/7): Loss: 0.0010\n",
            "===> Epoch 37 Complete: Avg. Loss: 0.0010\n",
            "===> 15.47 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.15 seconds to validate this epoch\n",
            "Epoch = 38, lr = 1.0000000000000002e-06\n",
            "===> Epoch[38](1/7): Loss: 0.0011\n",
            "===> Epoch[38](2/7): Loss: 0.0010\n",
            "===> Epoch[38](3/7): Loss: 0.0012\n",
            "===> Epoch[38](4/7): Loss: 0.0010\n",
            "===> Epoch[38](5/7): Loss: 0.0011\n",
            "===> Epoch[38](6/7): Loss: 0.0010\n",
            "===> Epoch[38](7/7): Loss: 0.0007\n",
            "===> Epoch 38 Complete: Avg. Loss: 0.0010\n",
            "===> 15.45 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.15 seconds to validate this epoch\n",
            "Epoch = 39, lr = 1.0000000000000002e-06\n",
            "===> Epoch[39](1/7): Loss: 0.0009\n",
            "===> Epoch[39](2/7): Loss: 0.0012\n",
            "===> Epoch[39](3/7): Loss: 0.0012\n",
            "===> Epoch[39](4/7): Loss: 0.0009\n",
            "===> Epoch[39](5/7): Loss: 0.0009\n",
            "===> Epoch[39](6/7): Loss: 0.0011\n",
            "===> Epoch[39](7/7): Loss: 0.0011\n",
            "===> Epoch 39 Complete: Avg. Loss: 0.0010\n",
            "===> 15.39 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.18 seconds to validate this epoch\n",
            "Epoch = 40, lr = 1.0000000000000002e-06\n",
            "===> Epoch[40](1/7): Loss: 0.0012\n",
            "===> Epoch[40](2/7): Loss: 0.0010\n",
            "===> Epoch[40](3/7): Loss: 0.0010\n",
            "===> Epoch[40](4/7): Loss: 0.0010\n",
            "===> Epoch[40](5/7): Loss: 0.0011\n",
            "===> Epoch[40](6/7): Loss: 0.0010\n",
            "===> Epoch[40](7/7): Loss: 0.0010\n",
            "===> Epoch 40 Complete: Avg. Loss: 0.0010\n",
            "===> 15.17 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.16 seconds to validate this epoch\n",
            "Checkpoint saved to model/model_epoch_40.pth\n",
            "Epoch = 41, lr = 1.0000000000000002e-07\n",
            "===> Epoch[41](1/7): Loss: 0.0010\n",
            "===> Epoch[41](2/7): Loss: 0.0010\n",
            "===> Epoch[41](3/7): Loss: 0.0013\n",
            "===> Epoch[41](4/7): Loss: 0.0009\n",
            "===> Epoch[41](5/7): Loss: 0.0009\n",
            "===> Epoch[41](6/7): Loss: 0.0012\n",
            "===> Epoch[41](7/7): Loss: 0.0007\n",
            "===> Epoch 41 Complete: Avg. Loss: 0.0010\n",
            "===> 15.33 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.13 seconds to validate this epoch\n",
            "Epoch = 42, lr = 1.0000000000000002e-07\n",
            "===> Epoch[42](1/7): Loss: 0.0011\n",
            "===> Epoch[42](2/7): Loss: 0.0011\n",
            "===> Epoch[42](3/7): Loss: 0.0011\n",
            "===> Epoch[42](4/7): Loss: 0.0011\n",
            "===> Epoch[42](5/7): Loss: 0.0010\n",
            "===> Epoch[42](6/7): Loss: 0.0009\n",
            "===> Epoch[42](7/7): Loss: 0.0008\n",
            "===> Epoch 42 Complete: Avg. Loss: 0.0010\n",
            "===> 15.27 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.12 seconds to validate this epoch\n",
            "Epoch = 43, lr = 1.0000000000000002e-07\n",
            "===> Epoch[43](1/7): Loss: 0.0011\n",
            "===> Epoch[43](2/7): Loss: 0.0008\n",
            "===> Epoch[43](3/7): Loss: 0.0011\n",
            "===> Epoch[43](4/7): Loss: 0.0011\n",
            "===> Epoch[43](5/7): Loss: 0.0010\n",
            "===> Epoch[43](6/7): Loss: 0.0011\n",
            "===> Epoch[43](7/7): Loss: 0.0006\n",
            "===> Epoch 43 Complete: Avg. Loss: 0.0010\n",
            "===> 15.45 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.18 seconds to validate this epoch\n",
            "Epoch = 44, lr = 1.0000000000000002e-07\n",
            "===> Epoch[44](1/7): Loss: 0.0011\n",
            "===> Epoch[44](2/7): Loss: 0.0010\n",
            "===> Epoch[44](3/7): Loss: 0.0010\n",
            "===> Epoch[44](4/7): Loss: 0.0009\n",
            "===> Epoch[44](5/7): Loss: 0.0012\n",
            "===> Epoch[44](6/7): Loss: 0.0011\n",
            "===> Epoch[44](7/7): Loss: 0.0010\n",
            "===> Epoch 44 Complete: Avg. Loss: 0.0010\n",
            "===> 15.24 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.13 seconds to validate this epoch\n",
            "Epoch = 45, lr = 1.0000000000000002e-07\n",
            "===> Epoch[45](1/7): Loss: 0.0011\n",
            "===> Epoch[45](2/7): Loss: 0.0011\n",
            "===> Epoch[45](3/7): Loss: 0.0011\n",
            "===> Epoch[45](4/7): Loss: 0.0009\n",
            "===> Epoch[45](5/7): Loss: 0.0010\n",
            "===> Epoch[45](6/7): Loss: 0.0009\n",
            "===> Epoch[45](7/7): Loss: 0.0014\n",
            "===> Epoch 45 Complete: Avg. Loss: 0.0011\n",
            "===> 15.37 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.21 seconds to validate this epoch\n",
            "Epoch = 46, lr = 1.0000000000000002e-07\n",
            "===> Epoch[46](1/7): Loss: 0.0010\n",
            "===> Epoch[46](2/7): Loss: 0.0012\n",
            "===> Epoch[46](3/7): Loss: 0.0010\n",
            "===> Epoch[46](4/7): Loss: 0.0011\n",
            "===> Epoch[46](5/7): Loss: 0.0009\n",
            "===> Epoch[46](6/7): Loss: 0.0010\n",
            "===> Epoch[46](7/7): Loss: 0.0012\n",
            "===> Epoch 46 Complete: Avg. Loss: 0.0011\n",
            "===> 15.41 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6291 dB\n",
            "===> 3.00 seconds to validate this epoch\n",
            "Epoch = 47, lr = 1.0000000000000002e-07\n",
            "===> Epoch[47](1/7): Loss: 0.0009\n",
            "===> Epoch[47](2/7): Loss: 0.0009\n",
            "===> Epoch[47](3/7): Loss: 0.0011\n",
            "===> Epoch[47](4/7): Loss: 0.0009\n",
            "===> Epoch[47](5/7): Loss: 0.0011\n",
            "===> Epoch[47](6/7): Loss: 0.0012\n",
            "===> Epoch[47](7/7): Loss: 0.0010\n",
            "===> Epoch 47 Complete: Avg. Loss: 0.0010\n",
            "===> 15.53 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6292 dB\n",
            "===> 3.10 seconds to validate this epoch\n",
            "Epoch = 48, lr = 1.0000000000000002e-07\n",
            "===> Epoch[48](1/7): Loss: 0.0012\n",
            "===> Epoch[48](2/7): Loss: 0.0012\n",
            "===> Epoch[48](3/7): Loss: 0.0010\n",
            "===> Epoch[48](4/7): Loss: 0.0009\n",
            "===> Epoch[48](5/7): Loss: 0.0011\n",
            "===> Epoch[48](6/7): Loss: 0.0008\n",
            "===> Epoch[48](7/7): Loss: 0.0010\n",
            "===> Epoch 48 Complete: Avg. Loss: 0.0010\n",
            "===> 15.40 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6292 dB\n",
            "===> 3.15 seconds to validate this epoch\n",
            "Epoch = 49, lr = 1.0000000000000002e-07\n",
            "===> Epoch[49](1/7): Loss: 0.0011\n",
            "===> Epoch[49](2/7): Loss: 0.0009\n",
            "===> Epoch[49](3/7): Loss: 0.0010\n",
            "===> Epoch[49](4/7): Loss: 0.0010\n",
            "===> Epoch[49](5/7): Loss: 0.0011\n",
            "===> Epoch[49](6/7): Loss: 0.0011\n",
            "===> Epoch[49](7/7): Loss: 0.0010\n",
            "===> Epoch 49 Complete: Avg. Loss: 0.0010\n",
            "===> 15.41 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6292 dB\n",
            "===> 3.23 seconds to validate this epoch\n",
            "Epoch = 50, lr = 1.0000000000000002e-07\n",
            "===> Epoch[50](1/7): Loss: 0.0014\n",
            "===> Epoch[50](2/7): Loss: 0.0010\n",
            "===> Epoch[50](3/7): Loss: 0.0010\n",
            "===> Epoch[50](4/7): Loss: 0.0009\n",
            "===> Epoch[50](5/7): Loss: 0.0009\n",
            "===> Epoch[50](6/7): Loss: 0.0010\n",
            "===> Epoch[50](7/7): Loss: 0.0008\n",
            "===> Epoch 50 Complete: Avg. Loss: 0.0010\n",
            "===> 15.06 seconds to train this epoch\n",
            "===> Avg. PSNR: 29.6292 dB\n",
            "===> 3.17 seconds to validate this epoch\n",
            "Checkpoint saved to model/model_epoch_50.pth\n",
            "===> average training time per epoch: 15.38 seconds\n",
            "===> average validation time per epoch: 3.16 seconds\n",
            "===> training time: 768.97 seconds\n",
            "===> validation time: 158.11 seconds\n",
            "===> total training time: 927.09 seconds\n",
            "===> total time: 930.67 seconds\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318
        },
        "id": "t9iXLaBSQZaT",
        "outputId": "9720224f-7553-4c60-df82-a4b86b70715e"
      },
      "source": [
        "p2_feature = cv2.imread('/content/vdsr_pytorch/drive/MyDrive/feature/HR_trainset/features/LR_1_2/p2/0_p2.png')\n",
        "imshow(p2_feature)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(3072, 4096, 3)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2LRXmFQ2Qhhn"
      },
      "source": [
        "def crop(image, x, y):\n",
        "  return image[x:x+192, y:y+256]"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_DvMFOSyWcDm"
      },
      "source": [
        "def show_three_image(img1, img2, img3):\n",
        "  fig = plt.figure(figsize=(18, 16), dpi= 80)\n",
        "  ax = plt.subplot(\"131\")\n",
        "  ax.imshow(img1)\n",
        "\n",
        "  ax = plt.subplot(\"132\")\n",
        "  ax.imshow(img2)\n",
        "\n",
        "  ax = plt.subplot(\"133\")\n",
        "  ax.imshow(img3)\n",
        "  plt.show()"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 252
        },
        "id": "kcmWnQ6_WMQ6",
        "outputId": "744d207a-9c11-4d41-dcba-275d2d224d63"
      },
      "source": [
        "p2_feature_crop = crop(p2_feature, 0, 0)\n",
        "p2_feature_crop2 = crop(p2_feature, 192, 256)\n",
        "p2_feature_crop3 = crop(p2_feature, 192+192, 256+256)\n",
        "show_three_image(p2_feature_crop, p2_feature_crop2, p2_feature_crop3)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OZ-WkTsUWW3D",
        "outputId": "6c8558d4-7f46-494d-c138-39c8abfb8ac6"
      },
      "source": [
        "cv2.imwrite(\"/content/vdsr_pytorch/p2_feature_crop.png\", p2_feature_crop)\n",
        "cv2.imwrite(\"/content/vdsr_pytorch/p2_feature_crop2.png\", p2_feature_crop2)\n",
        "cv2.imwrite(\"/content/vdsr_pytorch/p2_feature_crop3.png\", p2_feature_crop3)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-uwtF-ORXZrO"
      },
      "source": [
        "def resizing(image):\n",
        "  w, h = image.shape[:2]\n",
        "  return cv2.resize(image, (h//4, w//4), cv2.INTER_AREA)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 252
        },
        "id": "yFyh3eaLYpGg",
        "outputId": "b06aa853-cc06-4df9-ce7c-b594ba58ddce"
      },
      "source": [
        "p2_crop1_resize = resizing(p2_feature_crop)\n",
        "p2_crop2_resize = resizing(p2_feature_crop2)\n",
        "p2_crop3_resize = resizing(p2_feature_crop3)\n",
        "show_three_image(p2_crop1_resize,p2_crop2_resize,p2_crop3_resize)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fqtJRLmMZz7S",
        "outputId": "8f823d0f-a5e1-4063-c94f-a5d284a3f967"
      },
      "source": [
        "p2_crop1_resize.shape"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(48, 64, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iVcqwfLPZC5H",
        "outputId": "5b6a65e9-c701-4dc2-d163-02c6f3feedcc"
      },
      "source": [
        "cv2.imwrite(\"/content/vdsr_pytorch/p2_crop1_resize.png\", p2_crop1_resize)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AmdGKFM6XK71",
        "outputId": "ddc4b987-bfff-4ab3-c40b-f685d293904b"
      },
      "source": [
        "!python run.py --cuda --gpuids 0 --scale_factor 4 --model model_epoch_10.pth --input_image p2_crop1_resize.png --output_filename p2_crop1_resize_out.png"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Namespace(cuda=True, gpuids=[0], input_image='p2_crop1_resize.png', model='model_epoch_10.pth', output_filename='p2_crop1_resize_out.png', scale_factor=4.0)\n",
            "===> It takes 0.0076 seconds.\n",
            "type =  <class 'torch.Tensor'>\n",
            "output image saved to  p2_crop1_resize_out.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 618
        },
        "id": "RUhPp2SGZRNF",
        "outputId": "b9069a37-548e-4242-ff60-9f27ca060970"
      },
      "source": [
        "p2_crop1_resize_out = cv2.imread('/content/vdsr_pytorch/p2_crop1_resize_out.png')\n",
        "imshow(p2_feature_crop)\n",
        "imshow(p2_crop1_resize_out)"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(192, 256, 3)\n",
            "(192, 256, 3)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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t281EtH6WvQLlS0mUax99huP/EnnSAM+GOcbsAN6Bhz7vxQ0ON5AaTPlrOYIK9dU6yNodwLfOurzigKzq87O/19fX945fNqDrdwfuWt4q0O0yFG2r67u+7zbGVy9nU5d3V9/kAwR4BR834HYG9yooJXAnmZk2fFk3iYezn+o/2czV6do+gY72IceYO9brdJ70TAHdlaV1TnonHdx3F2SdLknvFdhrGR8VwLtNTAK8e9BUGjQNMP2Zjsc6lHn2T/F1HZSPUuhytHwCu/6tXn/uvFyi4RlbtcP19XVVPdyn6HYToB3QaL0Te2FetacDQbeZ3GvzWgftlOqhsH3a1y4okAlqOfqu/cTBnew6lafX3TU3U1H7kMC07+p+ji4lal4FUtcWR4AIHJ1mAlzVywHP1K72C9fvDvg5phMwugBHf3CflbA5kjMRCY4fV88lM4IUNNTeu/JkAd5N6cnc+QzrqvvLA1WfrxXqQCEgaz0qx3HcPWvl1atXd2W4Hxt13f3ulmQ+++yzB/+f2vUQ4FVvdYQOOC9evLi3BFN1f/Br+3RAc6DoKQTHvNkuFYKElqXpWb7OMNzGZRqkrn+oi/oAP1MvBmfdR9DZiAPhZJcpkNBWGuDbTlN7XVvdNYK80yXpPdktlZOO3bqyuVzn0hHgXX9NtkhBbgpCeo8z24nsOPuuWLYrJ40xtulSeZIA38DKa2ltcfq+GjDOycigO68eo3QsW9c2b29v74KAArqCvmNTFE2jdugZBX/E1eWs9gS6rDRAEjBpPTqQ2h4EebIhBl/+U43amZ8dE3LM6DHSeqc/iCF4JkaZ+pHi+kLtqoCpfqb5GBQTEKV+Tjppne6+luuWKqmr05/M381YdTboZuWXiGPuJAJT+lR3AvunIk8S4Kvq3i8yEwtTUHCRdJKJdVV9vkHrppGr6MtlGQV5t2lHtjEdB0z33dM3efLCtSG91MbuXUFQ29QDdbWO7MCqAb111sfAEmypC+2ZviuAsv8YcFO/KPhP+xypfuc/BIq2Y//xTb/ccUrapL/r+HC+OwE/7eTa6HxxhxxwXCUmz75J9nW6dx53WieN3dRvE8bsAry2dTdQOR+59DTXkwf4BKzc0HNO4jptArour0UZcq/NOjai5egJFgV3BXjtbH1xD6DLVd1bRx1Yraez147TTe3h4NR3BXftD9XRnZ5w9nJLaf34Bc7cNL0D2AngyY5pWx2EuolNH9P+cXZydTtQcGV0nd02Hr3Vpa1kyy7DAVsCGOdr1JH+O42f5D+6z5HGqNNnBxhdP2rfufX9qoc/knSzZqZLersyXHt2RNvjyOFKniTAH8fnSzSJOVbVg87rvC0TeJH9qcF1TbF/PcoTNK48Ze693t5r7m7NnsCemK6+u4CWAgLLoNCmdB5ne4JLVd0bsN13fJTrNIvQ5aouQx9B7B4Hq8s7qrvawgU32lGvEZhvb2/r+vr6Huh2OvbRTqBxQEgbaPBs9t5MtHXSJTn1SQZ6Bl1nA/3en7ueNGvWsjnTdpuA6js3Nzf3An6yHX2FuruAkuysL23XCmQ5Y+xrbt/IiQYZ6u/qUp/hGKm6/+cvu/IkAb6q7gaWOjRZiHt4FzuFkc+BOgFbB8br16/r+vr6rmP1KCM3CbnO/vr16wfr7xx0Dtw5rdZOdUc5tV394h6Cil537XCBjAGMQZZLLL2ZlsC582q5uqTUDL6Pg2ob6BNuvXhi8TpYmU9trY+b1nJWs0Ztn7I/B1hqhyYAOjtpnXqpijMm+nmDfAp0Tm/ahX2rtuFY0aVBdwSRvtTlqo4O0BOAOvslUqfpU5+tvus1/T8AHSdJptnzStgON3PbkScJ8By0CjycOrWkaOmip3aYApQ6Yjtgg7Oe/NDyCPDp5QZHGmyqs1v+ICPudNPzdggO2m5tm1uz1CBCcO26tT6C4C5j0jqngEdAoG0vGchdFwGI9bgypjbwmgswO/mpk+rvyk19qPkS2E2y03ckCF0fN+GpvxunKRg6Sbbl512/YHBUPWm/dMw4bVJP35O4ALgrTxLgVWiwCeT1O6P4BEAN6ArWCtgN8F2WimO4BFLHKJxoAFHHd0xGmVEKJKqfHsPkQFR90+xAPyvAO8ef2uec1NWZ8p3n+WBWpEtfuwOZ193RPAc8BEvV2wULzevaRF3Uz93af6p3KneSnbQcO+59Kk9JBANmsnMKlCpsuyMDzO/aot+TPZzuqW4lYNQ9vU+6PgbYW94b4I/j+FJV/cWq+vVV9W+q6uer6g+d5/nTx3H8nar6/qr6hXfJf+o8zz9zQdn3BiyZaxq0iQ2QVfRaMR+kpSDYa/AKhm5QuTVhfd9hQHyccefTHzSd53l3dLDv8ax9A3qnVRAn01JmpWu9VfeXg1oHBgMuq2geBicX6LRv3QYzXwT23udQUHWgmJgW7zHIUg+KnhrSdk0A417q3y3uP24T0NBuThLo6P2Uz+VPwjrcEUhN5wB+VfYq0NIWKaDukBKnE1n+JT7sltdcvdP9XflQDP4nq+pvnud5HsfxR6rqz1fVb3l374+d5/lXLi2Qhk0MmqLG63caqTfw+heq53nePWtd10I7z+vXr+/AxT0DR8GZQE9xg0QBmP+YRODSZ9V0vfonIMqudbMzgYNukGrZvYZOhtubxz1wCfDKoDjzoIMzcLvAqRuKCuq6kZ02rx3D6rZ0gOeeRr/vgLwybmWpnX8iGpxxEBz6c/oxnwYVto/Sdei7tk3LYD7emw4BJJDeBbL3EQe2DgtYtz7CpPNzjEwBk+CeSI5iBMcifc3ZZQpCk7w3wJ/n+UtV9Tfk0t+vqh/9AOXefXZMyzljO71b0tCy+nz1q1ev6pNPPqnzPO/+Qer169d3ZXc5fe/29vYO4PV8dlXZdXbnOK6dCmDOOdQBWgcyeB7F5CkFtyZIcNKjoGqrTqt26Xbq/XQ6wi079Xc9mcLB0fm0jfpL4AZ4BlQtV+2vg7Ef90DmzFMhKrqEpfd4wor2TpuFLGPacKdOLoCyfAcKDoS1v6f8DOjaNgYtrUftlnTVtjDgdho3plQcTnAG7cpY2WmqT19K/njiisGG7erPJBRT/TvyRazB/9Gq+qvy/U8cx/HHq+ofV9XXz/P81iWFKfPgdSdpg7EN3sbXY3wKLo6htAOq8QkME7i3DgryGpAYzV30Vxt0WVzrT8swjlGqvbg+r/mdfq59jqESoBxQ0T4UV+60x6F5kjDIkPW52SLb1EJCwUDa/ZbYbevQPjmBO+WxrE71WqVxdbFP35d9TzKV7/Rj+h1WrH2k49Pp0u/OHnzxXvctx/MXKR8U4I/j+LGq+oGq+q3vLv2+8zy/c7xtyR+uqr9Wb9fqme9rVfW1/v7lL395qiPeI3i2ERWM9Y85Usd0RziwVWBVfQhEk86aRtez3bTetYt6JPBmXStQJoD2urtu4E5tc+U5Nu3ksc7OAbUzcNwAZVkuKHX5LMMx3wQQDNSuHSQPWm8S1y+TLSa2nvzYgaOrcyWrwMU69V0/r9o4lXdJfU52CWffo49xM51t+lDywQD+OI4frarfWVW/7TzPX6yqOs/zO+/ez6r68eM4/tRxHF89z/Ofa97zPL9RVd/o71/5yldOuVdIa+sng+33BnUdPL02TZB81467dbk0da3yfw9I5kDgUbbnNjXdf6q6weCmxZ2Wp40mm1H3Lq/XvfVxDb0UojZySxOq2w5Q7oja0q2ZMjimOqvqAUOe6mI5U98khq/pND+ZP8mF87lVoHZtmb4zP8kK02g503JVWjpK/jCdUKOOaSb0oUAxETX6hI5dRyx5uKCFG/qJ2JHMPbZ9HwTg3zHw31Nvwf1fvLt2VVVfPc/z5959/+Gq+jmCexLX2RwQNKx7TgeXY7pT2ql45K7q4WMS3MBQ42tadmbfO47PNzQVSLm+Tqfqcpxz67XWWWcEdMrJ1upQbDOfX891907Tn3vZy23STkxxAtze99Cg3ZvS7jn6ro1kxw641Tdobw40gvUUUB2LS9+T/rQZr6lO+n0q35Xr2qBkKOnfons7TgcGsL7mZohTn2qalY9TUgDnOGCb6B8kfJ2XbdR6lXCyvhXOXSof4pjkf1BVf7qqvlVVf/tdoz6tqv+yqv76cRyfVNVtVf2zqvqhS8tP7IUdz7VZdcQG+f5VJNmqLkFUle1Ap9eOwR1z1bqTcxMI1SEoCrTKoC5xejoXnV2ZPf93tdMryKk+rbMOEgLVBKA6qDpIu6WtCaQI4hxc+l3r5oDrdqhvXWprzattTwCcwH23nQngHWHQz24WwbJ5kmfSY7KF5p8CGP3D+Q3HJm3ggp+W7QBe9dO9Kd3DOs/PH7LHPuU7Z7/6+X0AnfIhTtH8TFUl7/7B9yj33mfH0JIDuI4hcyDAc5mGm4upbOqc6k/tmdqnjkKbaBqd1qeBmfJTf7UNl7vUaVmvawcHgLaJ5aYXBwk3Qvu6DgzOQjTwsA+UCHBguU1nJQzqU0l/rYv9RqDpz1PfrMSV4z7v+OMkDWbaBoI606fx4eom0dC0Se+VpMC3I25cqm/z1AyDn9Mjff+Q8mR/yeqcLU3h3L0UmRW8yN4VVJLTaJpJZ1dvClLJSadIrvU34CRgYnksgwDmTqp0erJXXfbSOnQ25P6IRAMs7a51u0GiLKiBRtvhJPlNYnHdBi77Hcfny0Nd9wTwOz7gmDb1mXySAM6A6AK+80H32QE1/YbBytm4v7t9ChdIJyarfpJs4GykvjL1uxO2q8tSkCeou7ZOYD75z2PlSQP85IR6jdfJ7s7zvPsxTNX9pxGe5/0f0+wMUKef1kWdU9mpzandyVnO87y3Dt3t5DPi1Uaubj5yWL+TtetxUzLaFmXSWobWwY3ZLreBVX/45Ta2aRfXX44YOHs6e+iPqnpJ7fr6+u53FM72ClCqj5sROX0YvF0ATG1xLDW1b8enk7Af+5r2pdbFTUc369u1T3/WfPQBF3RSIOzvShTcvhdFl1ZSYGUgd/iiPpOeW/VYoH+yAD+x9b5Pp6l6+K/sVZ9vEqYI6QYhO9cxCjo3hR3ofpDjBiKXDXSJQUFW63Vt4n6DCx7M675rvXrMlCBPnZmfg5CO3Bvh/ewf/cMPBq+kb6fR4Kb7K5onAaDm618I9ybzixdvfyT1ySef3PWL/vuYA/jJ55x9qBfzEHw0T1oTV5uzfy4BDxdI2B+s04Gxa5u+3KxPNyd1ScTZj3nVbkyvevOUS2qTvlM/F5Q57thW9Vs3c36sPGmAr8pTaw5wMsxmE20ofdaMky6LwOSAwQ3UHYBfgZ5rlxvI6agf9VIb0NFWgU5lYu5umYaBt3XR8gjwfb0fB6FBkUGBfabvXF7Sl8uT5Dzf/rr59evX9fr167tn3uh+gp7s4TKRC6yuf7rd9Ame5CH74/IET4dpuQQYpxOZsZMpAE02VaBz95wPutlj2zwdJKANkn3ZHq2ny3FjII0dLcvt3Tk7OWxwJPB95ckCfNUM7i6Nsky9rwCvzMCtT6ao7e47PQikypicvvzsIj2FIO90JLOZlgxSW7UurVOPnLrNRmVGk7NTJw1IGpgSUKUBlwB+CmKu/Xyo2evXr+/Z4urq6m4JaQWgKZA6H3AsVNO6fJzZMZ+rO+lyCWNMY5HlpMCcPtM33czc1UmW7nThNY69tiXJYOpnzTPp5vxg8tUu17V7V540wO8IB4WyTLeM4zotTaOmOj9EhOWgXdXlwDYFKQJ8r2trO9MRRy4JaX3u35qUMWlgIzirjukz2Qz1ZDtdPseKpmCT+sa9a30N/glcWd5u3azPXWMQcEHhUln5fErLtqUAlYJcKouBPzF3TdPCvkizDtduFyBWba56+NwbzePaTSJAIuLa6EjdJN/VAM8dcfeDpqurq3tTfT1tkgbFBLb8vBqwOu2jk3b+5OxaBpdH3HNLWjSw6bSvv2sAaHu4WY8GArVt/55A6+YUX/8827X3PO8va7AcF6goGkymte9dcUscrZvOVnoPourzvyvUvtH8WobqnZY79L7rC9VLv6s9aJ9UziWiPjrNqjRt6jP9R7BUD6/Rj1zZXJrpz4m9p4BzieyShSmwTYCt2PYY/Z40wCem7EAlAd/t7e09kOexvKp9Jq3vDWKpw7QOHRTKbKF28a0AACAASURBVJUpu4FCECDQOxavdSVgYYCbwLWBuG3bDD4FF+qu5WjZPdB1Wst2cEC7mYoynx2Qd/1M2+qg0s3e/htJ+pcu++lg7DZV3d8MdARDfUbTJ6aZ2OVqj2mSKY3qnUC40xFgyVp1fb3qITCn8rW/U5BLvji1dQLfSXbBlr44YZq7rn97+dEAvAKUA75+T6CXWG/VQ9as70mX1TU3PWNbHPuhPsyXwIftc4yvwbNnDQ7MabcuQ8FyWnunLbSNXb+234G2C7gprUvjwN31B8GVZdOeur/Q6+0EUOqZWKRuvul1Zz+WT9umPM5mqdzpnpMpzVS2q4t2IBFJ4K11OTu5MbCysfO1NB5TsKW4MZ7a7sQRsI8S4KtmRj0x2ha91sfZyCgT66Eu6XuLW9/vOhyj7nvOCVas3XW+MmZdEkog33kUvJuV8vQJn3XtGIdjxQl0NACxDK6/T4FM19h3QJ6iNnQg30B/e3t773SPlt3tc+1hu/l58gP3ufM7u6kuDiQZ3PT7Luik7zvlOBbLcZHGidbp7KFEIQURp8elG/C7AJ0Iyypw9HdtP8lXwh8nTxbgd8SBVVV2vqqHz5nRPG6nn2Un47Jc1t2AloCRu+dabmLxO3Zx9pnS8hr3OZiW9uJAcQMnDcTzvP8XhAq6GoC6bsfce79BQV/bOkma4bAvXDtbn65TQWdHNDA7u+p36pg29y4BghWhmnR633S7wjHr7qvt06asgi33pHYDVBIlVf2ddSS9STydXNKnVU8Y4CdDKiMmYyVo8zkzVX5Joa83gyX7JgOjobVjJ/bgpqvaFtf2BOza/tZb9WE5CZi1DFc/p5xumYLvfO2wa8emmkH3Orj+k1aqh/+t6wKugvXEtBg4qBv7tOsnI3X2ok6dn3mc/7BPmHZiwmoDtsfZa8U63VhgENI6FAATYZjqZ16XvvuhZ10uP/2QfZ7al7CJ/qdjkn6leuiY6Ffn5cz7UnnSAN/vBBAdAA7c9f7q/1GTU3d9bhBPLJaMYYcR6GfnXK4+bb8r1zkugalld2NOgyl/aTiBOwNtAl79rYI6uoL7q1ev7HJNt6PZu3tMg9q06uGsi4FOy9RZgZaT2DQB3vUdddJXAnjVn/24AwAkLrzmvk96J1HywrLdM/136pgCYyI+q3Kc3zq8SDNWXlNAJ8C78V51n4yp33d+ndklrEryXQHw6V5LinBqMBrGDQZdr+4OSuyJU2mueU/O6NqYQJkDnwMmDUK22zmWfmed1Fvtob8udeV0/dou/WNsN4C63H4sgP7BiIL77e3tvUclMEi7ZRvWxT0M1UEBnmXpH57oLMCBC/t8B3yVoPR33nMBhvW4z/2dJCkFCedfzD+1w31WnVaEamfcs0wSvwbIVKbrN45Dlk9d3DWOD9qSY47jVNvQeOJmdjvyZAG+6rJoPgEdQSUBmBrRAUMaTJ3OLdFMa3ualwA1BQpNfxzHPTbt6k3t4bXOw3V31XE6w9xldLm6Du6WTdgPDfD9eIDXr19XVd0dUdSHw/H3Dq2fgvEU2AmEzj5ajvoPT2rRnlwOTDM+9kUCdneN7WCwSaBEwNfP6ic6Jlg/xc0EnN0dSXE+OTF6N4ZTkGVaLUv9RvOlZcLUhwyY05ilfgnYmYazykvkSQP8YyVFSopzdnVuN2CTOCZZ9fAPL9wpGJXEQCeQdqxrpb+WxYGgMyLOanRN0JXJNeu0bKL1EaD5WInWo6+5AK2A5Nrm2p2uOZunYN+fCQbdL5cOzB1w73edaapwdul0Tm1YjZkPKfRbNwYfI64/V3WuypjSankrnNGyOV6nsncCrZMnCfA7DqbsaZom01FcVO7riTVPTsD7nPoqI2+dddOQejbAtW66YafsSutMA1p1VF3I7plO29Q69+s87//q1dmm61DW7hg1j7RqfS9fvrx3VDKBJQMy9XIgmJibA3mtv/MqY3b2mq5p+ZPsDn7VSftqldbpStaoulwC+I6B6zv7kkGxdXDluGCqknyawYP6TmN5VdcqWCShT6UySFwuAfknCfBVeQ2w391L8+qr75PJ0rCJ7TqGrHlcWVWfr6H1Zx2ADe7KUgnwVQ//jo/tTzaivqsX86joD52oh4qWp3+kkpZL2D8K7hr8+Ata19+pzxhw2VcJ1Pu7W/pgGSzXAawLQpdI6uPVWHD6pXQOHJOfpLZ3nktAnnsprvzU7mSnlU8kcqj3J3DvOiZCOPWDivrLDsBfIk8W4Kv89JpOweUO7eDJKMnJ9eys1jkxXYKUiq6nK1AmptGBoIG/n0He6Qg6Hbhc+zUPWTuZvN7Tz11f6+wAk8JlGa5hq91oe9qmquxjEhyg6IDkj47cIJ7aTr10aU3txuWs9IOsVR0pyE6DmoHRbTwzPfVTu7jlLfqPs6XTS8eEK4fBkGlbn9ZD+9TpPtmMQXkVDHl+nkGbdWnaaVXB6aP36NNqB47ZXXnSAJ/EOXVfr3poHBo7dXIzTzc4KNMA1SCk+iiAaR7twP7e0mvPzM8Ap06S2BdPtrh0SR8FUd1fSIxDf7DEI5VqI/1+HJ8/x0U/K6vvzxPI6ABKgEB9E0ttG+ujLhrkNQ91pS86kNT6dnzO2SuBO8uc0qnocqLaZ0cPXldxNnYzQQYHXuuyqJ8b+05HHTOTvisG7/xF07pZnPOtpIMjZo4oreTJAvxOI6ZIPDGfnbp38qsD9PcddqNr2WTFylYSSDTAkGlo/W6z1n1X/VVHvisgcYajR7lSXa58JxxYajMyUwYz1jGBu8vn9gjSLLDbqMtpiTVzYKfvOyDP2VsKsKuglvKmtMzn8k4BVEV9mLqQ1WrZ9AtXx6VB0umY+nPVP8kmk96ajmRz5yTcSp4swK8YRGLhiaVW+Q03rWN6MW3rkKI4y2Sb+rtu7GrU1+WcxKj0WCcHnQLt9O4csK8pw9KZksvfL3008WOFfUrHpx1SGUyX8qo9tb86CPP8O2cnXZc+OphBkX4yfZ+YXvJ7EgBXhvNr56vqD46RJoa6klR32179bQLW1O8JJ+jnKRisCJsb5zwlR79lv7LMRK7YBy7tjjxZgFcwSUJHJ3tMAMtBo4MjHU90QqdT0Jv0TW1wbXJTanUUx6jaFgx2BHfnRPzuptFkXpxG0mYT80kBMrG6FVNbBW93L+l+HG9PMbF8B/DaJzzJ4oDNgU0C+MkuZHzJx1sce9YAp6TIgftU9iSpvao3/Z5tv2Q8ah7Nq4Qqgbfm470JeFPgZXspqyCSxvmOfBCAP47j/6mqT6vq37y79N+f5/k/H8fx66rqp6rqV1XVL1TV7z/P8x9tlGc7N6XVKNoOk85dO9Cour8xmKblNK6W65Y7XEczjYI313mnSO+cVNMxSOmPjhyYqAPx/1Y5GB0IqF76Y6hVQHO27HcCS5e9E0DdoHEbvbSn+yFXt7ttwg1k+mAa5NRHPyeWR9CbdKcdUt7pl5YMRKtjphPguvYyn9O7T5mlP6FRfdM4ce3rceryqaS+o64u8PW7pp3GnKtbP2tQcmlW8iEZ/O8+z/Mf4tpPVNVPnuf5zeM4fldVfbOqfuNOYVwOcCDvwEVBKC0VJLBMDHc1HU2s0jERpzv/LSm1KQGDs42bhaTTLOqY3Mzs44oa/NS2qQ+0/SntYxiJtt1d101nZW70B6ZRmykI9Aa3bj5ypqf1aLu7fS54ufbQXxl0k62mgM1/ApqYqyuD4OLqXm38JWbLWWXX5/4wZaq/63DtY7vI4F0fuYDm2udAXnXYDXytl9NfQV7z7MoXtkRzHMf3VtUPVtVvf3fpL1fVjx/H8QPnef70Kj9PoOw2LKVLTJd1uPqc07BOp2ODWwI2MiwyeAUn6qsO5PTtfO4+7aA66OmcfiUAYqBIduDg7vdp8HJW5up0beFnN3idTG3hcT1HAlwgSSCRgCG1SfvE6Zv8gDon5rhillMg7sC3Gqf0AdZPH+Nx5b53KcClugicTt9+T+1yp5Gcz6aA2t9Tf3wI+ZAA/xeOt5r+71X131TVr62qnz3P86aq6jzP8ziOb1fV91XVEuA1kqaB6ZxKwcoZW/Puygrcp3sOmLtMHnUkANIGOzokZ0xMR+2VmBZtkfRJDFUBXe+lTW+WswvwnYebdSQLzg5OV713iQ4alCfWrfWltqQ+2WGIndYFr9S/vOZ8ksJTVUzjiM7UtrYfl/oSi3YEarKH6pnaOpXh9E91pYCW0q7I5KXyoQD+Pz/P89vHcVxX1X9Xb9fd/9vdzMdxfK2qvtbfv/zlL/f1CHCOYXUet8HVn9O7OlICHBd9pyCSrhNU3SZq0qE/K6tXRtn3HTA7HZwe2ra2Ldcu3ZqzsiPW23l2zlhPQWZl79QO1c8B3Cqd0yWB1cSaXR878EwBd/KRJPSLS4HE6cC8yrxpH4JqYs1qW/pbenWd03hx5dMHXdvUTpxR7AQDzmz4cvpNgfsxzP6DAPx5nt9+9/7mOI7/sar+aVV9p6p+zXEcV+d53hxvrfB9VfVtk/8bVfWN/v6Vr3zlQUu04eo4+s8/fU8BS6fS/LNfqf/e97TTrml3wd11vgPITp/2GzRdVT34f9kGfbJHxxTd4CD4djk8IdN1O/v0935+DgO0bt5qmS7ATtNf/c5B68CSfcaAwb6cCAD7grZLOuvgTTMXve7KSrJKQxu9D0tc/UiKfe506XZqWTrm3EY+jwy3D7nTNq7dTg+mV5tPs8AJ3N13+hh/h5J0dX55Kci/N8Afx/E9VXV9nue/eHfp91TV/3me588fx/EPqur31tvN1R+uqp85N9bf35W7jGS9/scztGQ53DzTMmg4dngy/G4bXHrH3LouxxKYl23sAeGYR9KpP6dZhAJ70oHSdnzx4uEfgugg7fzuV8MEzBXbm0B+lUft7QI5X+mHOTvg3u864FVnve+CFMvk5ym9s/FUTipDwc/tB2j/00cZvHh+nMCu/x/Q5ID2dUeIU5seQ8KmdJcGYIdZDl+cj9APL5EPweD//ar6y8dxvKyqo6q+VVX/9bt7P1JV3zyO48eq6l9W1R94bCUcLAR3gnyLgmcq0wlBcpV2VybwZaBh0JnqYTtdfm2HY4ks3524ueRUg2M6l7BHDiC2IwWfXVkNFgeMKg7YV0Czqi/VxbLcTGMnn6ZbgfwOwdj5zHyOpGj9PBygASLplnw8tU1lxyd3SZMjG8zH/YgpGCkxfQzIvzfAn+f5rar6DeHeP6mq3/TIcuNL7/dn5l2BYcrLa1O6BKKpPcyr93ba0I6eyk8D1tW9M+CUtVY9XELQshmcHOit+nOSxJbS4JgYm9PlEkntSwM9lZF00zSOgav+mi8RmR2gS3VT12SzBOhOF5dWy9s5YcTxcSmBc+WsMEXT7wQEfta8E/HUOnUccjzuyJP9Jas2zJ1PdlHQHSekQ7pBQyOugMd1XurwXQCZwMYBSWI//Mz7Sc9kj3Q2m7rr58T0277cC0k694sAlcBxN2i4gcM2uvbR/mkQM62mcbaZCAVnp9Q/lePE+Uxivitwd0t4u6CXbNfv+gM7LqGxf1e+vyNdz2rvbfKTqe20kb74OxHXp26JeVeeLMCzUfoL0+M4HvzCUkF/F+QcqDlDrmYD/Z6AdzdK7wDO7e3tvbPyLCfVkfTWNIlpp3IcGLfoGfpuF/8IW203neBZAaMGZiUECcg6r9uTUfs4QHLLgJMQBKZNSufPLGNFBBw4d3kOvFw553nagFL18E/FUxkrokWdq+7/9kWfmtr1aVquZa/Gwqq/1B+4h7RDMCZxwK19lXxBCdbqx5tJnjzAa0PT0Sk1vBpEZSfyESBaHGPr6/3OkzxVdQdoaSqWADN1YmJWqS2XsJhVWV03j2fqwFDdePbc/fmH/pgq6V/1+cB3P6phcGQdE8BPQViDigP6BNK0maalfyQiwnavSAv9MOnjdFvpT/9l3l0/pA7ONlqXMngNOBwj04+/1D6KGy69ClcCnH47pC/Vo2Xw+KXaypGWjwbg0yB2BmDH6vtj6nXX3KB0nUxG4nTTtJfoqSxqGmSpTDc9TMFrFRwcuLq6qLf7AcukuwYV/nhtBfQ7AL+yV2oT33eFTNq1x7XdAdPKFydZ+d2q7yfbuDJ2fVLby/HT5Wgat3zV78k+biyv2rwq/1JxQSdhz/vU+SQBPoE607g8qbwp3yV6pTzNMggC7ifX7FQ6bZqytbA89+MSig4a98Om3QBGMHdgOjFynq13IMy+VAbvylO9d3xgJz2BhwGR9tn1Iw12O76484tad0T4EnHEw+1xabu1z1YzmZXQf3XcaNkcIwwCbkxV1b1n20xBiDZ2/et8lEDtytq1hyN9l8yYKE8S4FV2mIZjFKv0U2RMg0nZlwMgB5p0Vgfi7Yz9o60U2Dqd01/1YDtUj/6xiDq9s4ECC/VQUNWnVLJunVYnIXhSFz6x0S0RufJWsyPed7ZiQEzgrt9XzLdtpee8qbfqvzpSl/JqnSu9nJ6caSjjdNdSOdruibDR/mxD8s/2Y/fkSerh+mwK8K49ru2T/Z3+Dm+cbV09l8qTBXgHYMlw7gw8B4RzNhVn0E7vmAEH59XVlc1PBkYmyDY4sCQjubm5ubfMwfYr0Osv/vSplf3DEV3b642ltLSkOui+SL/INBy4qKM2eLYubn1d87lZDt8do0trnCwngTvvsx2ur5y0/d68eVNv3ry5e1JlAxV/qTkFlNZf/UsDuPqGO3yQ9HOfky/3Pdqb5azGnOZNAMk/klGdeM211dWV7DH9kEvf6Rur/aTJNxjQ6I9aziXyZAFexQ0kB+DTYOh3Fzi0TAUZlsVy9JQDmXUPUJZDEGFdjhERWHmNZZMVVmWAP47Pf1HKeltHLid03RrseOJFg84UTAloDhyYJwVjN+hZXhrcThedVdCeBPzkU7RZB9Kbm5t68+aN7Vf+b28CZwe2PL2Ujv4lfVM9LekHR6kcgpIrf4epqs91npcvX45HB5MOK6F/sSzXjrRMtiKWnafT6Phxfr7zGwGV7wqAr8pTYhU32HWAuEGd2CXvOwfeGRwcAK6OqvuPR03HARP46XcXIAioZKYTM1OHa6fjEVaniwJ+Amkufbg+1bal/GpH2s+BS+pztY3WMQUorZvl038U5HsWpgDlghz1pR5TAOz6dkA42YfpabsJOC9lm248uvo7cHHv50MIA3jX68QtF14STFPdWj9naJe29bsC4FfR3ckEtiqc/nCZgB24WiZwLEr1SQyJQMlglV56P7XVAWgCTAWMftczwXzGzK7DufJpLwLiBPj67oBOhX1BvVUXXS5yA3zFcAnoqhuPcbpzzTsBbyXseyUPiRi4zy6AKag5lkkddvwjjUvVXev4EDbaERfY+3qq15GkVbkpL23b+HSJPGmAdwbVgZzWKROL7Xc6uAKAMiplom7AaplXV1d1fX39YH2bRwMTQ0hMpNPxNwC61qog6fYiOCC7zQRc5lUd+MfTCs63t/d/fOVAW/cYunyuO1c9XFPdOSXD/uiyed+JC84Tc3SDlgGaOvdn3buhja6uru7+pq7fHYjQDlpGap+SmGn25drlbLGyZUpHQHZr1toPPAig/qDBuOubxpHqtBN0XIAjAWG7p72bS4X91m2d/rLSyZMF+FUjVtN7x/KUAfQ1grlGy8TguSl4HEddX1/fDUyur/eaKzeJEsvX9ru1+q4/sVAygar7a7wEM4INB6qCARmV22vgUgfbp6diWK+CH08VaT+wn2nXZAemdaxJy9Z2KTjrfYK7OwZK8GFQa4LQPtR+RHFHUp3vE5wci59+PDMBk/aFghDrZHmthwvIrm4Ge+4nOBLhxpC2ObHvhCErfNF69HHYJA6OHLhAQ3v2d9dHO/KkAZ6d4RiwvqborXl4rcvud8ds6BwENd285BpwM3hl8aqz1k9dnUO6gT8NLgVWlqN/E+jYIDd1OfjcvoELFpqHwYvpaBcyY9c+AnWa3bl3+gA/N7gT2J1+DvBdcOIeCGeAri80wKo/sg0JQB3gTZuUU4Bkmyawnsqc8hHgE6mhPiudJ/1cm6axxbISyUp95PpqCkArHShPEuAJojuRXiNkAstp/WoX4LVDEsAToPTkRGI6iY330gY7l84/tce1r6ruAXu/c+1ZbetejpElcNfytJ1dF9vIn6urPWkz1+dTAEkAn1g5wYU25amiBPDUoW2uyzMdeB0wcKObNnPgpAEqtZW2088pCFY9/FU1+9LpmD4zALa/9HcXjJxfq95OUgB0bdB0K4BNxCZh2ERGuaF66dp7y5ME+F8OoUPyHlm8W7/mUoMOcp6Y6KBQ5dc+VaaN3UnIfB0Lduv4ky5OEmCyjBV7IwASHDhoVjol3ZKulw5CJ47Nu3K6/3WZyi07JrB9zImKX25x42onfb/rAwar8t6VK3dnvKxkKuNDlL+q+zF1PFmA18a4EwBuA0bBeRWlE7gwrzIK1YdgTebb93tppkGeg5RglcA+LU8wuKiOelojscg0QPo6T3woS002daBGdqXX0waupnkM0KpttU3adurj9HaArfnaN/QxyBPwpMGqAbj7dSXOZsr0+xrZry4R0ZcnHdkv1H9HN5brxneyIfOlsbjao5skESnqPhGC1I5dwqTvbja4K08a4DnQFFTS0alUVpeh5VEcw6XD67TRgaWWQ1BUPXUarvWzDOcg1P3q6m038rSEBhcC08QA3eyDwWLK6+zLKa9rV2KvmnbHwVX3xIQpbkDT/sk3+rNrl95LMwm2UZeEVn7tyqHd+JnLZQ3yU7vSvV3AcoFDx4/Wv/J3vc7jpm6DM4H85E9TENbPO2lcm3if/kfydYn/qzxZgKdwY0kH3IrpXAIKZHlVDx1lArG+5sC9RVkGN2TZkfoMdVeeA48J4F07qHt/18HDgEXHTPamjRKoOYBfLRex7gRsDqRcWc6OKz2ZP+npBjDb1jbnSSWn01Se80t9n9o56Zius56dgMT+cbaYQE39U59XRGBkvamPmHZq3yXixpW7PuXj2L9EnizAM0JrI5XdcOBpXlfmqr7k7ASb6Ygj9W5R5t4bao75dV6yybSW7zYTtSz+eQGXt5Ld+Qx31yYnDMBqR1efC0DTJnIqi+XufHeBxdkxgYa218mKRWo6BXdXB6+5OrR9KdCqfUmanK2mupx9XBtTQJyOlSZfc2PFnfBiXY4I7vRbSqs4lMrSdrxPgJjsMcmTBPjzvP+UwvM8750j785Sdpuid5e3W+9uGufU7loD+vX1dd3e3t77IUun0XfHOB2jcWxLP+sMQdO7YMD2JcaeBrAOnh602h87gKxlOTBw6dyAm0BU2+jeU10fQlKbJnZP30p2X7VZx42rv/ucxGlqxwRqSk50XLj+SaePJqGdVOi/uhR5qS/+cgiDMsH9owD4qqrXr1/fayD/JKIbTMDaBfg0qBJIkGWkpQrN18D+4sWLO4BXNuFYk4vWjjl2PQ3iPDvtjpcx8LiN4WRDzccBrHr1ZzeYUnt4ht4x3gR+1JNn7Z1MgElfon5Tu2iHVDf1JFBPgcqlcXZy9plAW9fjq8r639TXrIP+loKRA/fJ/1raD9NeUmOGpmc5j2HUk06s39XB9vW7zt6UlDHtRwHw53nWmzdv7jXMTeM5AFcAPzGoCVho5LQWzVdvol5dXdmg4Dpx5ehsrzJ1Piah3936nbZZdUl6tbjpr7Mtg5cLXBzsE6g70HMDZfe8MIEpAaZjng5EGTzTYHSkZPI/6jylcYGHergxMNkngTvLSSBE+/G0V9Xs80lf9X1nZ7dpq7r09R1bpDQ7eVQS2KvOzr8fA+wtTxLgq94y+CpvFGVBu8xO0zhwP8/z3rKJghTBt9el9V4DbOcnW+m0vfGpjy9gR7pgoHpRd/5Ihqdpks4ccMrgdW1U0zoG62zLqXHXT2BdAZsDQvbzzlq/kx2A13eCifvc6bgZ5kiGtl1nXqkNKeAl23Vf7YAD/Z1BetIlEQOeHFP7aDkuUKc2dxo3Ziey1MzY/dZD65nsc8n1XUlktOXSTVXKewP8cRxfrar/VS79O1X1H1bV91bV/1JV319Vv/Du3k+d5/lnVmWe530Gz8HW4tYWp2iXNl+U+fJRA1227gnoxmOnaUdWds2HaZ3nWa9fv75rWwN+GiAJgLot/dLnmDDQdLk8VaNnz1n36qTMCuA5iLudZCjKwtI/TCnouWOlGpQuFccO2fc6bdZlOhVufnEDU/XVNAT1Cdw1nwtCqU8utculTNYFFe6fqR9NfrIT2Pq997M0Tdozmtbipxlfwp1JXxJN1wdufDsmz8D3GCb/3gB/nuc/r6r/pL8fx/GjVfVfnOf5/75r7B87z/OvPKLce9+dMS9tcGLFyjT6TDk7SutzwOeccNWm1XUCul4jOHLGQKbimABZMFmQ02sCE+rH+zx/TUaVymWbVX8NBE6fxwiDiNo0gXyLtm116sGB+6od7px30tul2Wkv7yU/mCSRFepOhr8qW/OQVLl6WSfH/kpWeqX+0mW6xwTaaVZziXwRSzR/sKq+/r6FMLI7J0zG23W+Hqy6YeumlZqny3dMTweplt9s+fb2/h89aH7H1lsnXicw7Kw7M69jD/pLTH3XMqbPU3BTm2nbErjQwXcD5qRXktWgXzHWKR+ZmNNpYogucO7ae9dmye5Oh07DQDfNNslCWe7OzGWnfbtlrIKea/Mleunn3aONqR5nu0sA/4MC/HEcv7mqvlJVf00u/4njOP54Vf3jqvr6eZ7f2lLs3cbku3LvOYsb/ArKk2PrtK0f/tVTytVfgLUuVQ+Z1LTmrgGFvwhN7ILXHJPVd61TN1gdSGg7HAveZWyJSTI/A6P2F9O4wENWpnZxM41Vm1nPxLCo6w6L6/IV4JNtJtvR15x/7wCQY7j8rHWnoOX8IwWE7uu0cTjln+RSMqc6uc9T+ksCD/tkB5OSfSefuZTNf2gG/wer6i+c53nz7vvvO8/zO8dbzf9wvQX+X89Mq6CJpQAAIABJREFUx3F8raq+1t8/+eSTur6+thXoQHfn4HlMkHkUBJtNd9qXL1/eWxM3et6l6zrI2gnmXUe/tJwuIw04N5C5pMF26lKLW7NmubQL9ev3adDrS8txa9MEZ7dmqu9cvnHg4MCaQEM7PpYR0XYJLFbA7up0P3DSZaxpppZ8x/nHZO9VANJyXJlqc/3OH8nxOKDWlfrDkRAG0lQGSZjrN/pyAuYUZBKBIZmZrmtZPKrq+mclHwzgj+P4d6vqv6qq39jXzvP8zrv3s6p+/DiOP3Ucx1fPt+v2Jem+UVXf6O+/8lf+yvPVq1d9r5D23iahOlgaDBoQ2oBdxps3b+46pc+qL9p57+QKgU0d+c2bN3ebqn1iRtfN9ZesqmfX0+90trS0obrrWrC2maDrBj2DJR0x2USFdTEYqr7Tj1yoKwMEJQ0m2nC1ln6JOBu50z6aNknbwC0BOqBd6UX/qnoYePsa/UfLcDpSh24bScuLFy/uLVO6ciZhv0/9q3br8Z72N1Qc8E/pUxluGdIdBul2sX7XpikAr+RDMvjfXVX/13me//c75a6q6qvnef7cu+8/XFU/R3BPktgKB5IyAQeGiaWk1ztdH7AQddrEBPQXdPx5fzpRkKbPmob1pGWZ1PkKatpWHiNTR9TTIw5UV85PYGa72T6yOdpAy0p1a1naR24TlwyJOrugq9+dnjsg/tiAMrWbPpyCml7TvCnAclwl/Vk+2asuFSrYu3bws/Mbp2P7qz6xNdlgsievOSLl9HBBR+tx5RLjVnZ+jHxIgP+DVfU/yfdPquqvH8fxSVXdVtU/q6of2i0sGZrOU+WPS6o4QHNA696rPncirmlrJyiop+fFuFmGGxxss4vuqY2qT4MYB5sOar6Sgzkm7Zx00smBotrbBSkyMGU1rJ99mQZ328cFeAcEiRy4NqY+nGzJ9rr03WeuHE7lGTAn5ugCvgo35Fe6pjRax8om6ftEDtruBHoXbKg7Gf7OGJjaOn1nAHZlEJt27JzkgwH8eZ6/Gd//dVX94PuW6xrZzqIMQ9NrGoIZwV2XW/gHDInF9TWuQ+pau/49n66F6xLNYzZxJgDQl5tlOMbuAL4HCf9gQetiuZOt+rq+M4jyfn92g1pt0m3V+1NA3PEJHWTOtlM7qQfbzzJVpr2C6Zira0Nivu7lSIkLPO7Fel1erZs+lfp/Avh+ccy2LdIPCXW8tv/xER9TMNS8zi6pfzTdzom3Kf+l8mR/ydqG1M5QQNFTNn2t8+l3LpXoEcXu2Kurq3r16tWDPz3u+tsplWW6AdIOpQPFrbWvGPkKLNVGbhlI7aBO5dLy161dJmctnV/Tdrk6LU4AqHXpgOIATXmpo7PhaqBpf7U+XHvmQExM35XvBv7Ud/pSAsCyHLNWPdz9nV9lc8bpDhgoMDswm9ix+gnLpc47s0e189XV1d2rx6226+bmpt68eXPvoIOO1baPHphIALwCeW1zysN0ibQq7k35d+VJA3zVzBx0Gkrn7fe0dNJOchxvN1cV3LWzFfDaCQmsjjFUff4v6xo0HFisgIDfdbA6FqfBSDd5EmsncPZnsngyfbUl1z5TW5x9+GflLuBQV86IWghkKVA4n2C/U2cFMdWBTEvFBSEnCjLsAxdY2Eb2fZc5tUd116U7pxv9MM1QEjBp3yqBIMizbbzX9bYPNoF69erV3fp+A/hxHHdHoTWop3axj2hvZxdK6iOtz800ST5YzzRTmOTJAjwjHRs4TafU2QnCWr5O85S1swyKA2mCkA4ufUQw07qyXXumNGx30t/p7YKNBjPVkYDDAEgdKFwCovO7MjqP6++V0yc9aCPVRdvu0q7KTTOyS4CeATyBcgJ4bccEqKn+VK76yJTf2cXZYvJN3leA1wCm40sD5Hmed7P8tBTowFTTpBnFjqQ8lwL0+8qTB/j+vBu9Eui6X4+qg9AJFMjcH17sdHqXryyVS0n62QEy06a2urqnvFM5nLHQJgr+OqNxSwGuHZwBuDYkdrVqh2uPK5ttd59366POKRDpZ0dYWKYD+UlvgheXFJ04lp8Y4+Rv2oZO69rs7JVeKgRd6t5jrEXHvVtfJ0bojDDpmdrK9k6+0+lc+y7xvV150gCf2I4ChQNeDgr+0EgBt9fx9DG7fTa+69JpPEGHa3a6zuw2bdPAcaw+MR/aop1mshltyzQKIFz6alH9tM6bm5tRR6crmdWlzEZ9gEBHHbtN01HXBCgtmm5aSnADnf1Ov1Bf03IT4NEXVwF1x29pBwd4al+CN8tyNpzayDSuTQnc1bY83qvv/eKSWy/j6L5F+kOe1B7XfpeWZCi1OeHZpeD/ZAE+/a0cwZDrqJ3GgfvNzc0DZ+C6OzeaGuDV8TkweUqmHYxPk3TidCQwpGNcHJBkYfqu5ameek2dKDFxvaZl3NzcPNiomhz4xYsXd0/V7H5UO2p7doCAQV1FHyDXLwUBB/AqTMPlDn13/ayAoX7hfEN1v2S2SLtwWYa6cZmD+y3Uv8vVHwtyLK2Cu84AV23TfmR9HH8UBlSeXNM69Dhl69W/ot8lLG1bdwpK0+lntzzL9CRUHw3AJ7CaIhzX03ain3Z+d7Iy/U7Pf4YhCKnolM8N4MTCG+gb4BWIz/Mh23WgtDPr0XJbX9pM28Iy0n0GBoI8HVv10T5V0HWzmYnpuI1CZc36ncyPon3AgOrIhMtPHcjgWb9jba79l4jL1+2gv7g2Jbtru7qvdRxp/fSZHXBfjdep/xzJ4TKO+o8+i4p+l/zDjY2VTHil+rK8S/tc5UkCfNV9EHMMcwXgO+BO5pEc3DEgDtp2EFc2nUTvr0CUA42sXd+dDd01tontYPlOL9qGpxxcWh3Yna6DJ58rlBih61eChj7zx81EnI12QJ4+0Gn0PZWv+kxlTD67CiquTm3HBBrK9jWQEfjpr4m1aj2uTZeCFsFdQZ71aPmOyRNg3dIk62abko9PjF/Tuc+uLmLTpfKkAV7fVaYB4ZyRHZw2XbRMvdZluHV0Mm0CmGPw1Kc3X9UBydYdO0+ORrtpXgYKLtW4ep3t9btu6GnQcuy035MdVfcJMLTuxIy0favAmeqb0k/XkzDA0u/c+vpuudP3XX0TA3f7XOwzXZtvYb8/ti06VnTPLOk45Z/6cgriO3pO+dKY4v3p3k4AUXnyAD+xRie8352r67C9/llV99ge3xXQuVnj/vmpy9a6nejyhZbvzsprumSPqdMdeHbZHVh02sq1WRWuCdLeWrY7VcO9jEsBngNzxWQ1jfaz86EVIGpZ3BDf7RO1i0s7+bQTzi5aEsvVNqS+cGkUoBVAacseY6yL+dymsmubLv30WXf+uKl14D+ukUj0+Prss8/q6urqQR/uEpxkf/dZ0ykRbJ05G3L+ru1I5U/y5AFeJbEAF8nVCXlOVvP0j5MUvPXFn0PTwBNIcApJQCfQ6iMOuJ7sWF8CmNYlAWjn0V/0sT0a1AhMboOo8xE4Whyz5qxHy9H6tH1cH+VnN80moHU5E6vUNnDjc1or7zysn3pqUJwCGnVkWs74+hpfWufNzc2DzXymI1CmdXMlAX2aSoX7KKo325gA8+XLl3eAriCvxETHjgve3b6rq6t7P8pT++3M8F3bU6BVIfnrcZ+ENuGG8658VwC8Y0hOyBjYacow6LSusxrgr6+v7/1UuyqzWeru2qWvrrudlIOKRzTJThLAsD6eHqjKYOh0bKBzYMy8zhndhmzqR01DnacNMNVVhWvJfY1EYNJD2zyBu9rB2UmvcVM5gYrW4zbbE7EgUHY5+t+8fU/Bp+3jGLy2T9vBdmo5tK/6ld7T7yRDeqQ5Parb2Uz9WTdZNa9bomR/usA2kacUlCef1/w63lQ+KoDfMQaFA687th2jy23n1WNSVQ+Pj3Xe9FP6/r7bJi2bLEzXi3uAHcdxj9WzvqnuBBwOfNJMQ6/1Z3e6xUkCv5V+Lo8CjbbBbca6srg0sgPurFvzrQJUyk8dde9FfS8FEu2LZDf6F/VQ4qC6kDEqsKdTI2oXB9RuP4aA58a6+gV/bc5nRSXS4UCZ2KD6uU1bflb9qWeqm+ndZ+Ztv3gMBqo8WYC/pGHquO4YljLxqvvPqtG63PS7RQcg/2zELVlU5SWENHVuJ0ubVZ2WzuS+Uw/HInR66lhV60e7cCN1JQocuq5KgF+xaHcKx61p03fStUnfS65Xre3AIMFg30SCdiDAulMrBNap3rTpyVmOCy7ODon9EnC5n5PK6/aovyj4rsiAlumW8zSItg04e3cBjeU4v51I6UpvDVauTMWKS1j8kwb4KRoT0HUNWztOgbNZuP67DNfteAY+ncLQOjkQ6KBc01fwTO1mcCEQOxakdU8DQsFcQXKHaejSl2vvSlTP3hdJyxRusLg16RWjbXkMG0rMu+rhc2tcGuc3er117uem6Bl5grHrK9deB+AkIw6MEpveEddGva5tJbFxgKqBj48g0F+k67sry/kLAZ363t7ePvh1ttu/c7KTxknys4+WwZOxqnAA6ZQzbZ4dx/3nsjeYKxtVgO88fV+dwP1bEzdF6BCrjVoXsByQOWAnGDtgp+MpY9B8zs5tpw6ajsVw0DihDrSJK6OnqtpHDgxUH1eOgokLCGScbmDR5hObSoRE+1ltr59dnkl3ze9mCTpjdTO0KTA6f2EQcLajHsnWrm0kRRyzqhvTkHAlX2mfcsGG/5+sy7Ru7LLfuvxp5rO652ZOrp6VPFmATw3kfXam24Ssuj/4G6h0mUSdn53LP/Bw4O4YE49Man2uHWlGoDKBSxr8qYwWdxKjdeN9x945yFKdrHtapnEBjP3d11wZri20abLjhxhYqRz6aZfdNiXD3vEFtrE/O53Zp6msvvYYob7UiUujJBr9Tr8iWLtnx6gNE344gqK66FhO+25sL8un/fW7IxEO4D+EfFcAvGOimsYxHRV1Fu2wZpAaDFhvPz5Al1d2AJ7Bhcw9BSf+AQfbkezhnNbl58vZzDkbA6OuCaef3ru6na5J/wRWjvkx+EzgxnJ3BpNjy44587PT1wF8X3dLd4klJtH69dkx2uZLWLtrQ6pvpVPqm1Q/g5/Wf3t7+2DJcyI37ntaLuIKQtel5Tg/cG2Z/CHZaWWbXXmyAO8kGctFbHUOLgMoI+CDqPQsb3d0AzynvdrB2ukTe3QgwyCRNnhU3IkAx4L54umKFNgSiDVb4mapm75qHbSTXn+sXAIazKOf30cPgqd+npiYAyW3LNH3lVE6suJEAxjHzs4JDcc4nY864CQTdno5ezgfbdGN4Abdiczxf1lZpi7TuHHZ7x+KTf9yyJMF+LRrnBiwdqKCjtvkbMfoHz1U3X9ImJZ1nucd6OsafuvCDTG93hFfgwSd120Uc/DogKEdqE9/T8sfE7tJbFTt2jZbBRbKYwGYM7MUxKcgNtV1CaNM353OqjdneO7v9PpfxXgEUGdLnVfTkP3TD53eaTzptQSwBPiUzjFhkoh+nzbZdblV8zjGreW0r7ogwLZyVrMTfDmGtaxUl15zY83d55jeIX8q31UAz8HoDKUdkv5IW5cbuOziOkkfiEXGyg1C1Z+O2k7IWYR7tegg1msqDuTdwHF50zW1qZbLp/FN+d31XQbtAjjLnsDdARfrJbOljSabpTIJglxWIFj0q3+nof7BAOfytpCNujbttosARhDUmawrV9vNX2Ynn2JQ5tjW/iW7duSHS6/so5TW2XVagnQYtAL5VTrn6+7zjjxpgHeAnsRFYD5zm9FQmZAOELJGBX/t8DSlprSj92cOFtaVInjn3wF4B3yTMJCyPO0TzbOavroBtisJ5Mn+Jgbo9JyCzGPA3ek77c28ePHiHlvX/6bV9jBYsL3dp7of4k6NuDZN/uBsWXX/z9W1TvW3Tqegq0DLJ302wOtRSE2n9fQ9tbWOTdc+50MpqCvxUx2n/aXkW5f6OvNTNMheIk8S4F2kbpmiHHfV9c+uyey6fJ3GcWD2kokum6gjq3O6znf/Vs9BXFUPwECnpepwXaf7rNfomBM7SvZXGxMglCU6ZjaJ6zcXyCcGr23UHwe5AMW63YBMdpz0TuVOdlG/dH/07mYfbtOd/kOmq/q79wmsnP9oHzXIKwhyRtGBpoE3BTtdNlWAV3DXtmng0zo08Lj2pdmx9ov6tr5z/KxYt/Mx1qHXWI6Tx5CNli2AP47jz1bVD1XV91fVbzjP8x++u/7rquqnqupXVdUvVNXvP8/zH63ubdZZVfuR0DECXdd0IOkGinMGdQoFvcTilXFpPjpDAyWn8hywK9aebOSWjx7LLFz9aUnrixAO2l1mldbwnZ131+539OwjslqeLscowLtAzOCq3x+rI+2nQt+k3xE4qY+WR8Lz4sXnPy5crSO7ANzgrvl6uZSgTwKkQSvN6NQeSizZ3vYlBf+V/ruyC/aXyi6D/0tV9Ser6u/h+k9U1U+e5/nN4zh+V1V9s6p+48a9iyUZTgFMGYE+UnT62zzOFLq8BPAK6Dq1nnROuu9ec3IJw7xEJ03j6mobuQ1fx7J5n+AwtY8DTafdibUnFu2A3rExZYdadvI9rXu1/t9t4LONnH2r/GalA1zVUWd/TOfAnfk0jwap7vPUdwxm2l9qewXqrld/vJQIjy7t9CN/lWRpWgVlnUF0Oa4dDMTad1wG6no1kDEApfGTiNo0ftW3v5BN1vM8/65R9Hur6ger6re/u/SXq+rHj+P4gar6l+neeZ4/vVnnvc9kGK0PDZ7Y+zTo+LkdsafH7UxV99fuHXNPALLDdHdA2jGUqYwEojtMYzUDoR4EFafv1Japfu1nskzqmEB+Be4MQNrWXVspsKU2OJ9kvbr8oADPJYTU7h2bqn24FKTr0Wn9u8vrzwxCXYZuzCv4Mp9ri9bL0yo6Frmcw/JozxbuRXA2Qh/qPBpg0uyGZbJsN5Z1Vpx8+xJ5nzX4X1tVP3ue5807Bc7jOL5dVd9Xb5dk0r0lwKcOTsDZnaTPjdbpbwJ4dohjUuqs/e7WTRll02YXO5kyMVwHoHo9BcWJ5Wp6V48K+yQ5W9KzB/wK2Lt8XcLSqXjSm7ZPy15O9zSo3Gfm04FOFu+CHe1CdkhAUlDSP4RR30t+5+xKO/SP+dRe/Jex1E9pg7O/t76ujao3x56rR/eybm9v72bqzegTINKWGszZL/S7rqvtU3Xfj7Wtzr9b1E+0TrZZ7ZXacYk8iU3W4zi+VlVf6+9f/vKXx4Gp4KuMTtc1X716tXROqf+Bkyp7OY7j3hRRN3CVAXAzybGc1LFOD3fd3bs0qlOY3zlpYifUI4FYX3N1TCCvfTwxGm5Q66DQ9K69LNNd3xFl5zxGq0FWdWObOl2D0c3NzT2Ab/DttKmslShg9B+AaD0NiDpb7Ta69rAPeRjBBbAUUF2QbJ20nQTsTkPdaEsdiw7ktT9bV/2TlNaPBziYX8vZrUttqW299DBDy/sA/Heq6tccx3F1nufN8Var76uqb9fbJZp074Gc5/mNqvpGf//KV75y4r7dhWdEdMfOVuDeefudDMN1yhQ0EhC69CsGnIT1Xzq4V2Dt0jNYJUfWd36eAoALfC64H8fDzV0d1Kqfvk/iynaMUoFD9eaabfr9hbbj5uZmCZIpGLR+ZL6UiUzwMIEDS+qcSEaX13n0M4MQl51c3zhC04Gtv6t9qYO2l7Mgtm+yGfcL9NVl9mav2ot+7fphGkcUjoNL5NEAf57nzx/H8Q+q6vfW2w3UH66qnznfrbFP9x5R14NX1cP/NnUnWi4VB/L6y0I63XTsSp09sWQ6nGOrqXz33bGT/s53XVtdOT7zMs/EildtSIPAAXwqu/tC28Spdl+n3bUOrsmu2pR80fmkAp1+d3ZggFFmzeWOlH+yq1sCok1cW1zwSwCkPkkW7YLJpH8vt3Z6/ac17XM3g3Ob1FOfdrrum9Tubk/ro77j9mG0vx3Ivw+QJ9k9JvkTVfU7qupXV9XfOo7jX53n+QNV9SNV9c3jOH6s3rL2PyDZpnsXiQN4dbr+Pj0PxZX5rm0PBhnfHRNMwEawbRaQOi05eBI3EKgHB6amb33ccTVtI/Vw3x3AOxtNbVgBUQdJVw/rYkDVNNygS3q7NWXXftY/zTCVeeo6rgI9iUXavO82qv9rfWpfvabtJIvW5S32j1tuUjtOtlbbvHnz5m6Z482bNw9mJNysVKLGGVJf49/3KaA7sHfjXG2T7Ng26DK7Ln3WTe8DuJlFIlDa3/StDyW7p2h+JFz/J1X1my69txKCZIrGjJhuypZONIie8Z6eAqAeHBCdXp2iB1JyJudYPPLF+85GylRTkNBrekKCbZpsRXbr2Bt1X7WBA9vZhqCs9bWdW3+1Rb/3iSiCigsWCrbd5on1kVmTgGg52v721cTGFYxURz4PXXV06960mWPtKTDpKRX3JEUNNs4X9BEfDeyffvppvX79+t4YVjDXdrB+gj59hoGLtmLgW40x1a9PzXAP4DzfLrfpvgifJ6R/D0p90nfq5gLdjjyJTdYkZAU6oKoeAqq+O7azWxcdQdkXwUM7VQdGYjNdV5ftZMUuEhhQZ+fU6thqI8fokyR2koIF2+4Ykn7Xcrs+LZ8Bl4FR29PgrvW7tVqnLwGS/aJ+kDbYOx+Xw1xQ4+kTF1xcEFW/I/NnnsTaVdd+EVxd+50vVt3/w54Gd321DTooqy80oPLIMx/GpoCu7+6f3XQmov6nm679zofBtb8pmehTNfoDruM47v4W1AUTtYvzi+T/7yNPGuBbHHDQIciQOt8K2J2wc7osTqup42PlsXkvad/EDFNASuzGAXwKZFPgZNk7gZh50syBIM/+m4IZAwftsRp81OV9RP28AVV9Xl98wqTqzM9KgljX9KJuro2Ozbs+YvsavHXppY88v3r1ql69enVvNsG/12T9KWgzGDn91Y60bV93RIbEY8dXqN+HlO8KgK962Gnq1GTNnb5qZskEHoJPcmp1yqmeSzqW7VuBw2MDDNvNe875Het25Wq+xDQv1TfVo2U4pu360qWlTHbd0dm1n9dduZOfKoFpn1cAnEgO66L/cmNa06zaPQH+ZGftCy7DNLjrSxl8t7fzcwlU9dfA7pZ0dkRnVFp2Wv7VWVJ/p059fcIM9/6YMfMkAZ7Oz5cySXUQN0VWA5ONOZDncoFzHt0Y436AdvC0VOHaqY6h9ak+Vfc3ApVJTMCdRO9xoDun2gFKZfVOr53gtOvQbqaVynX97fKqbyhr1vVmLdMBKv2A/uECoNNXQVCXL7jByCUU+p5+5jKm+hXbpG1xBIABQ/NoHTpWdelEQVzB/NWrV/fuvXr16t6pmdaJwK22UD24P7crOs7UN/oez9W3Xv3/Dyq6tKj9shpH+lphCuVJAnzVw4Y759eIr53MNdcE1HqPTpJYTF/vp1C6mQPXZlcd0mnUWVr4nJsEBhPjZjqnjzIVBpoJgHifjqjl8NQIwV/L2dkPWAWZpLMGaQVtN5D7u+trEo3Op/8boAxTgZQHBvq62lTBvYW/1KZ/OGAnuKvtVF/932HNTxs5wtD3dS+k9el/Tevvqkv/KLEB/Pr6uj755JN7jF2Bv/V34N5lukCk4oKr9o/73njT+TVYcayoHbk3wrFC2zo9u72XgnvVEwb4tIGlbEijtQJHle9YB9oO5FdTua4rna4huDsQow4K8qqv29yawD0Fpin/xMonhuHSpfYroDAd698dfKmPk75uTV5F7+kGug4ykgA3/dd2tR0443Kbse6z+kATC7dckeym97o8PbbZdujylcWzXM6A2DduyVKJw3medyDd7dL1dQ1e+p1/huLAUG2lnzku3eOXLwH5lvYl+rtu+FbVXXDTQM1+crjl0rgZ/kq+6wA+AdTEuDVdv7v7Lr2rKzlY15vAybEjl9fp5epZiTqHq0Nl1R6CL+8ngHE6sFy9NgVo1ZN5VzM0BXWCFtNUPTwSqjrqengiBi6IKYPn4O3r03o4wd4xPlc3bU02yvq0XhKMVaB1/akzkfM87y0r6VKT2zTeaS/1cXZz9nAAq4x6BfzqSwzuGuDT3oizHyUB/q48aYB3LzY4iWMd/K7X3Hc6/05H8LMLGDqYLumwSzu36uET/ugobtA4sJ5A3A2aFhcQWeYqmLE81x49GcM0Ctwc5LRVYlKufmXwZPJs7yooTjo4+yiIENCVHOk72a2KBrZOy3ZpuzUfx5gbX842CchTm1e+6OylNuEvaDkOqKfbd6B+TJv0I6HQ8hLeaF9/VAB/nufdOdPesNAHBb18+fLB8yxWgcBFWhpUB4wbADRucrTJSd2yTWJIKfCksnUAtU1cEHEgrOm4fr4CIbdpSCbKutOMwEliyVpm69TryQR7TZsGqmPtbi9BGSlBMJ3YcASAPsiB7uymP5rR59loeXpfn4JYdf+pqC5YKdAr4KWA0DZqkEvjoct59epV7E8dx7pJSZ/qOvmIBdqy7+njEfoMPjFBl39oKxXVeWfTloHXzQQm8jORgR15kgBfVfX69es7wyjAV71tfD8mVP/ZhaCv7IJg7t71pETVzCJWrNXl7zq00zUPncYxB96bPmsdOyw5tY1Ox7KcLY7jeLBHofWsAqIyfw4qZ1cCTG+AdVlqV21DPyHQ1dX24w9nFBD0hzcTyCe/c/ZPTLCq6s2bNw/ykR03wOtjgJU1a/8ooen+6nSOdav+7ogiCVbf1x8s6f8r9PhOf8QxPThQ87llLw10fBYO7d320E1rtRt14w/AEvDqWNcHk6kw/zT2PgqA747RyOc6UO/pNQU2F60dg+J3B/R6L4Fav09MsyUxKJan+d163lRXCj7O5rQLN3S0LAdCrg4FStra6ZUYDoHTtZXr68pWdSA6v+q6FNTaD1kXlxbI4Kf+Xw3UKRC65RdtX780LU90aDvJ4l0AcwxT69cxxetaVr/3BqralxuT3aZuhwYeHb86y0/1NzlUksjTahx7rt08Dqm+SVGW6n0WAAAgAElEQVRy0jZTPZN/7PjBpSD/JAG+6uEmqwM+AlFaW+20fGc6d8111mRwdpwDO5fWdfjkAK4Ox7JSwHBpdYCtAGgHrN21KZ/LQ+aeBobOvjhgyfy7rf28875GYKNtlAV3Gj4jxc0CaL/JRxMbVF3cvzwpA2+wVpLjAqgD/a4nPbhPZ0UugKm9FMy0jrZZ2lPT4ERxQdqNRw3g+vgC/rFJ20/bpMspjqBoMCRg86VtaxKibXF9ou1MNt6VJw/wjl25CLuzEUGDTYMpgbR+T+CZhIGi26IdvxOlU1BYgWfSlfVdyhKcXv2ug0gB59JyFXzZBgVgApVjq83StDwGgk7b5TKAEKwmwONn2iGlWwE9Z4OuPAc49G0XfJOdV+y102mfKJhzbCWi5ABb28l76Z2v6dHI/Z4Cz2pMqu+5pRjXfg0qbXdNt8KilTxZgG/hAG3WxDPA2vGTJIM5Nk0n1s4gILMMVy/bpY7gdN9xqJ26mMe1KQ2iSRxg8J7TV5nwKi8B1QU1B+xqB8eouOZMJjaJrr1rkNA6HXj09RWLd6I2a/2Vbbt1eNVXg1HSL/XHJQGfDFrr6j7SdnA20ukSG3Z1qe+u2DzZeNX9H0ZqGtqDdiJJULLmZjC0BX2bMwLdK9jxSydPGuC5hpqmxVV5eSUZxQGQ5kmMR9N0p7jd8Za07EFW2O2c1r1ZP5nXDiCnAcPZRb87m7oyWf+qPxSwk65VD/ueeXQgdXrVgULg43lwFbeerO1Q0HSMsst1gzz11dTfJBNuTZ0bpxoQdEO426djjAGCgSgthzhiQiatopuN53nebXQT8NzeQudR8COQrwKSY+8uKLRdtA9aNz4DiMSv63FYksC9RYlWl0Os2JUnC/AEAvdH1y0OkCYQSxHRgZ8DeYKaq4f6uLbpZ9UpAdMUsAjyjqGtGJGmX+mt17R8BUPtiymfto9Amupn+S540v4E637p81GYzvmTAx/HIvszZQJ32iz5opIBMkpN27qtxo4LnjvgPomm4+NDUiBOexmOROxKGtP0gzT+aHcC+6Rv+kzd0nhMdezKkwV4NX6zDwX5lbM50N0FH82zSuPS7zBg19GJDWl6F1BY1wQuSS5lBpon2Vq/93vSnZtaLmjo9VS+a0+yaZWfVqe2knXpS/VfSbLBlN4FN/4JR+vFdN1ODQSrNrqANe1zJZDrMrhh6uyZSBTzpaCtabQMzv4Y/Ffgmfpdy3TtuYRkufsdCFnHJfIkAZ7MocofBdMzzJwGuvI49UkORYcjMLk1Pad7f1dxHUUnnQKXa8cEDpMuq7Q7gWIacKtTTWRQ2qYWt/TAvuj3lb6rYPvixf0/B2m9muG3T+ifUeiShwJvApCJ0bsAw8Ht1tCd0K5k+QmQCX7djwR3niohGVOWTr/uHzFxnKl9pn9C4/cJNLu9+sCzdExyxczdzE1tNvnyDjgncNd6Jpxz8iQBvqrufqWXmJVjyavB49K4TkivFt2Nd8Di9GDHszwdOARGzjyUHSTHcUEj6eJsymvpu5ZBUHBtUOHgdjo0wF5dXdXNzc2DzfV0hLY/u6CZ2tE6adrr6+sHwUifXa4/cuo0ZNH0IRfA03HgHX9sO/AsuQKu2jqBK/2IOjkGT2AnIKYNVNW9+6lnQf1H1h1UtWzNxz5JQbR9pn8c6fBE9VZ7MTAmRq3kgzqkvtO+59JaCharIEF50gDfg6bPsGonXrImuLpflRlPGpzu3+gnYE8AT/1deToIuu3qENwI0nLdhl+nTTIFSgf4rNN9Xg2qbh9tcBzHHbhfX18/2MhiuRMIOrCf+iwFJAUdN9Pjn0OktW3OAt2mLl8EGfVF1ybVs3VS39YZcQrQ1I8+0W0jMOrexmp8dl+qfbqsfjSJ6q356P+0obYvBfpkb/Zh8i+1g/Ml5weu/ikfl3125EkCfDtUiy6JpPX35EB0SAdQVQ+BQc/w0qmaLa0A3jmJ3qNe2u4J5PV7AmwdpBOD2hU3KNJnZ/N09pgAz+Wv4zju/rG+JQG8GxBOt+Q3bsCmgabgqPkINg5EXTvpS3piQsvi/6RquvZL1d+xTgf27K8V6VCbcnxoX7r8CWC1PxWce9xPDyXTNqWlwRTwHUlQwE0gr/cS8E5BwY0TAr3200d1iiY5mgJgYrur8jRdAvjuTLd5xj/2dcs0zikSkDiAd20hGGm5ukataanfYwHe2bBq/g9X6uEAlQyYdj2OtwxeHZ/PC2F5bQ8OiB3240BVmaQDcP3u8tIHlCS0/r3+3/c0OGnbuP6v46GXNlQHLnE4oqH273e3z5TGGH1RmaYrI80GCLpsQ/dr6+8CeeprBmPXVkcCXJ/ujB9N4+zusMiVq/V/VGvwurbZQgBUJ0zigN0BVdXDf4PR+ukQBCJN03n7WjtXO21fo44pUDBdf1aHax3c4CIIP8ZJU3BMexvMR5CnPi36bJJO1+Cn56cVLGkrMrD3EWXACi6sz/lNBwX6sW7Yav/0dx3Irm1ks20vrqm33rpXQHFkg0CcGLGWwTVk7bsO3MqumY46aLv7s559bxvxH60Su3ezLfVjDa7uH+F2hUDMAJ/a/EXJFsAfx/Fnq+qHqur7q+o3nOf5D4/j+FJV/cWq+vVV9W+q6uer6g+d5/nT7/L8nXfpf+FdMT91nuef2ayvPvnkkzujuH+uScyZn1Umw7qIy2tafwoSrszWV58VwnQKyqksTadtSuDr3p2zujakGQcDZes82WFlJ9arTJwsmCCmOnIQpcHp7Oh0dmDJwJz8xpET6sLZwCVMt8lCWvrqIMCnHmo5rs2sRz87AuPGSH9mepc2gSeJCNvd9zVYTmU7f6D/aDvdaSpdIqaNWPdqHya1c0cuSbvL4P9SVf3Jqvp7uP6TVfU3z/M8j+P4I1X156vqt8j9P3ae51/Z1uadKMBXPXwaoNsAUpmYBkUN7Kbf+lqBAh3LsSPt6K6Pv8pjmWQlqwCWQP8xsnKmVWCddHCDTfuh7eWASge+s/uKrbq+SXpqnlQu607ls70KGA0i/d75aGNl+ZyhOdY6LU/ou/rWBO5T253skCDqNpWp417X6Cd9HU5Qv0QeucnpxlayAzGk80y+mOQx43kL4M/z/LtU5DzPX6qqvyHJ/n5V/eh2zYMcx1Ff+tKXHjAAx55XLN4Z3t3jJpRjYZcAhxvgjmWxs3W6TtBoQHABTdlNl5PYxa5MzGInyKzKdICsNlGAT9NsAqSz+4ptOlCbAqkGI9bDvIk1uv4lO9V0BPz+Tgbv1qdJkFybtR3uNYkLarsgROKS7M6yyaanpULHuFmvvvRUEvthCi7Jt6m/tpEBYDXeLiVrH3IN/o9W1V/FtT9xHMcfr6p/XFVfP8/zWzsFHcdbBq+OrMfAXGe6TuzvZIUTW3A75ZOeTDPlSUFHnUfb4Dba0iBwtnA6PaZttNdKdhib08e16zjunxyh7pqPLCnVl0BX85E8uPY5AlJ1/5/BXPtdYFMgV7BmMGcQ7/fky2lpybFQB5aXAsolQv9ShpzSajtdG1o4HpjOzQS1z9WmumHPgEB/6jRu43fHFpfeW8kHAfjjOH6sqn6gqn6rXP5953l+53ir3R+uqr9Wb9frXf6vVdXX+vuXv/zlB9G5jb7a8JlkCgLunXm145MOBI+kB3X5IgdSSwL3ia1+UXrspknscGKjLhDu1Mm+0GUQZdEpwE7B0wEA0yX/SwSAYOPKJzBO7FyvcSb5vv7hmGoiPDvjgcF0B1DdmE8E7TGkqOph4Ej174iWo7OFSwD/vQH+OI4frarfWVW/7TzPX+zr53l+5937WVU/fhzHnzqO46vnef5zlnGe5zeq6hv9/Stf+crpdvLdkT/Rw7JzqePBZ5dGGZIDEMfsHMCkd8cQp+WUNBB3JLFld29Vxo79CMKurNVAYZ9qedo3Dtw0TwMyGRVJg/apY678yXw6jbICjDQz1M8kMFxbZ37Xdi4pOp9m21kXAZ7sP7V9soHrh0uCr6uP7Zz0msYMZxB8wqg7CeN0dgcBVJcUZN0soN+7vF6qvFTeC+DfMe/fU2/B/V/I9auq+up5nj/37vsPV9XPOXBPwr/s45lzGsFJAsUEUAncHSg7FkSn5YkPDmYGDOfwzjl3BkZikZcA/Ir97erC+h8zoFlvWkbQ46gTMBHcUh3HcTw4NudA1OnS9xs4uFnngNfNEFNAYD2O8Lh6XJvZRtbNM/eaVssm2Kq/qR0IcJcK601ppvutVwJ4l86NId5zvjf5H9PQZg3uUzuS7B6T/Imq+h1V9aur6m8dx/Gv6u1pmT9dVd+qqr/9TqlPz/P8T6vqk6r668dxfFJVt1X1z+rtMcstOc/z3r+fE+Cr/L/Cp0jtOpospY3JP8ZNg47CNI65db0peNDZp/omoE6AMAHF5Dx6L7WT9VP3FOh26lU/4H0OjNaJoMo2a5nax9o+9lmX545qsjwd7P3cGhccaFd3NHInMLr7Ddyu3dpWPfuttiRYabCbxpmzNwMF/YPtdfccSDqbpPTUR7/rEoj+KTjTO+Km725T2wVYtX+yl/pPi/uj80l2T9H8SLhlazrP819X1Q9ua2FEAb4dVQFZ16MmsGNnO6DW7w3y3Tk6k0gO3NcJDkk31WGHZaiDsKwJtNP3HQdJjIOfXdmJ4TkQYvqkSwJ3Xmsw4ikHbpJ1GgfOWi6f8aIDXAexAmWDIDc3eYZa9VESo36mp2Jc+1cB8jzPuwf3qWhbSZ6UObrz8zy5xgDbn1V01uKeUcM6WBavrWRK5xh366ggzrG5CrTOzxMm8UWiwFkA69iVJ/lL1na6/kwWzahW5deKWeYEqIy2LtKSZUz1JF1c5+60wwWXiSldwuwTM5pYmhOXZ6XH7oDttC5gJ/00MHINftUPLm0KGuqjDfDqQ+6HOG5PYFqq07yOnDCPlsujpCvb0o4TidiRBNZJj07DmbTrI4LuJf406ZjSOH1bP+pBHGE+xRt91/7SNvL6jjxJgK/aG4jps17bAYVVfid0+scElp3OcoDp2MfE3neY+6TjY1iTC4grEE36M/1qADpGyFkQdUyzMpdH27IbKPhyx+6STLO/3bpZTgMGg1Wqc+U7zDcFXte+ZO9pbOkY0IDp9gqYx+m1gxUuL8vQGZ6WO71IFNJ4/igYfMsOONJAzOvK2alXhawjgYG71/eV7fW1CfR2gosD+cTq3dTy0oC5Iwl0pqntBPzO0ScnnwBmCgzKorQcZ18HAq6tqgvBnQzetSExUy0n7Q+x7gTeXAKi3dOYmthsksmvVwHF1ccfc1U9XM50fTKNA7Wt0zEFLvZr6+UCCvOQwTP4O3/YlScL8BNDcawnDbYUiVVSRNd7aXNMr7kfajhncUC8G4BUH3Uil2Zi+u04XE/Ve5eKDg597/5KoLaqS1maA8+pLGfXNNidfo4lahpHNNTWZHHu6GP6zrpa3IYs2WACs2Q/9+fj6fPEqlMAYPt3xyPLoG/rL52P4/NN4HTaTr8nEsjlYP5I0gU95zNVNT4LyPmD7t+k/rtEnizAT+KAXzvMdVpyqF2D7aSbBqc6G4GAaafylbGsBrB7aTquG+7o8BjhwHhM8Eht4QBhvS26gajBxoG8+svqhyuOQGjZLi11Tj/SSSDpgmgiMgn03fJBf08s+IvwjR1RJqtt4UawkqzWNwGvCu2oG84tro+0D7QczdNp+PRP2p0+0T6aiMWufFcCvBPn2CtxrHaVVtNNDGfS75J6NU+aOazypKliO6CmdeydjNRNX5l+KueSa6tf7qU6GPRbCBRO75VeBEO9z77VPC6gus/J19zLpUm2Se1R4CfrpR59ffrl6GS7ZPtJnE7q12xD6gP9PAXEVVtc+slv1E8cEWU5bl/E+fKOPHmAp+NNDOUxDCN1IB061evSp0GWmPv76JzqmhyfA4yDxtWnu/uJKU9MmPd3r63stQtiyTdW/ZpszUHK4MBAwno44NlHTsdpgKcg5to22STZcweYd/zatXHVpolwTP7hgN4FcTfWV4Ej6cbZmwYhzhASxiRsSSeJJnmyAE8wWjnYziBg+a7DUlR1dbk0OwyQ9U/BgXnceWhtg6vDlaP5+pWO03W5ylYJbpqO952emm81SBPIsgwnLqgmFueYVaefGKvW4wJEsoO2Txkp26R6pf51tpl05Y9vXPsnu7k+m/qpv7tfiaaxR/1SX7ux73TTF/eHNB2PI3IZKPm5+5GTpkn7Jc6+Wr8uAX2UAN/fHYg5Q7GM/nypcVQcYD2mvB2Wo2l32QoZ4yXl6wmEpCfXZVe/DXCD0Dm3OyPONvVnve7qYNvUJtPsQwcibcCz7y4f9SVw7ARy98tbl5bgyuOBrj9cfu0HdwaftkzfJ790Pw504gKM6piIQGqfI0mrYOV+2NTpXOA9z/Pe4wN6s/f6+vpuvf083/7I7M2bN3Vzc/Pgh2yuDmeTru+jY/AuwiVn1WuXOqkTDvxLAF5Bhdcd40qsMTmn5mWd7h7b60BAgd7VxU05XYJhffwFZ+dzvwpl+1y/7LYrBYeJGLg+VlBScCfwJFsmXdkmrYdBKLFy194EgKyvxc3EpscjTIE7nWzq9rgTZNTJBf9pPLh2Tf3h2jD5kiMdtLXOANpPrq+v65NPPrn7i8Tb29t6/fr1Pd/vUzLT2FabqL5uaWclTxbgq3xHuA5egVvKu8N0HUvr951BnIBrt5OSo0117ZSfwNDpyvpXG61kJO2cZE1a5g7A89rUf1P7WC7Z7FQPg/yOaBnJf5I/Jf9PbaIdE2Cu6p0AyPmkW2te+VUCWtUttXHVD5Nv7BAFFzxXurcd+tlDt7e39/4IfSeIsj9SoN+VJw3wTjSq8Vr63ul30k3X9f7ENJxjukG+Iw5gViDv2nlJ4JvEATLLd6d2HMCt6r1U5wkQHHtnXge6q4Ht/HFFJCa/27UJSU1isBq4ViyYbVgd92SQTkcvnS00ABzHYQPrygY7adQOO8K2qM5aNm3OOpLP8SRVKlvLWe3/TPJkAZ4gust4eG8aeI7BXcrQXYfoNK7qc8CbAow6u6uDjuccSN/5HJYdx0rglZxOHXZH1MkVzJwT74Kt039iXfo5BdwVO6Z+7J8JRLWcNIuZJDHXtqte76WlfkJqCrr0i8TeE6A532x9eJrKjakJIJ0fuLzORqtA4MjZNEZUx37uEG2tT6I8z8///k/P1rvxxLHR7dLlTvWvXXmyAE9nTayLsjtYmUbLT8sPOwy8y0lr1MnpEiPVz2mjMOXjjy6muhwjnABe3529HPj0oGgnJkOkDknSjMaB/E6bFUxcuUlHp+dxHPf+FESBl+lcn+yC/AT0+q4PPtN62XaCxwTuCkAkIMzvTo44wF+RKdf2yVa0Sapnlx3TFr384tbib29v6+rqLbS+efPmns+33zv76sPqqNtjWfyTBfiqufMd4Lu0E2PVcqa6UiSfBvuKqThHdaxSB5DOCKgL6yR74ikQ1ckNBgWmySYJnLUdCvDuxAZ/1EEbrpjVKli67yu2v1Mu29pp3OY6+3r6hawLLFrfChxp+4mpa54Vc0/ftUz+rL8qk7Vp7Lg62XbnE4mYpDHnfnxGnVi2+vPNzc2dLm/evLk35o7juHd6JtlMy1aAr3r4J+qXypMF+N2Ifok48NypcwKIS+qdBk3S0+m6CiSaV8F9CoiJZXFQOEB3tmC5Cu7KUHQwMGiubDS1fQJOgsMOI3TlOiBJdbl7qb6p3VrXdEKF+vGaW19XFpr0mMaIA63UhrTmfok/prI1vytLde77K521fOfTDeb6x/D6qAK1EU8eqd+rbRiMH8PinyzAq7jB/Jhotuq8BAp0eHecjfn5HAkGhQRQabbAduwEFwV3x/5ZngPlpOPuIKuqB+ydS0cOYHeDJwcsB2uabSVxbDvZR4OTS6fXHquPay+BoHVNTFTzciboZnYT2KpdHNNngE6B3tmphX6nbSVgpmA0BTd+dv6i91Kg42uapXZZfUZeX/QjigYF1XdHnizAu3PX/T05WF9z3xklXQfrd8dIuhz+rZ+CvebTaE6dOWAYoRnd+1rn67XV1fSyqh78AUU7mtpXwdgBGoVtSPW3rrq+qFPQBhgGyseCn5bb5XDvIpU9zbQUZCbA72l7muUpyO4MVOrkwCP5qoI563dtoz+5/qUf0//URq2nbjLqPoyTFESdPqq30/ESksByXDBue7ofBLogr+Na92UU5Fln/3iq/bbzpT97X8l3DcC7ZYaJQXNwrX6p55zVgac6sG5W8efMqbzOq+9On3YQt7TCiM+ZAtMxuE2MzW2KOdlhRlper0X2xlTVw9kEg/g0QFf6UZe0RFX1cOZFBsmNNNpJgVT9IjEup7djcMn/lM2ynjRDmz53OfytgvqFskgFrvTTfAfo3GRfAfDkl2ojFc4ImdbZnZ/ZbyRlDKxcJ+eY5321W9fb3/XPzTsQuMcN78qTBXjXcauNimlA9btzDgfIiRl3OTwlo9E2DTSt1w3oqf2pPTogHdsjULk6EhtNg3AFwAocOji5ZsmBkoI16031JWFATEE+1U0QcMyy2+sIwu7mdppBpKDtiEJis65+tQfB/f9r73pDr8uq8rNnRhwq0JiyiWwqmSgKQkOJggyighIiMpKgQvGDQYE0+CH91IcgiZhC/GJRqH2SFAoKiqjsD30oKMWCMrFhRihLo9QKdd7Zffjd7Tzv8z7P2vvc+/vN776/9yy43HPP2X/WWnutZ629zz7nDnm0vAN3rsPjzTM3B/AzWrFJ1U81M6psx9lWOsftaXLlllJ015Iu3zLAs0713I0B+ASu1Xn9dhG3yuB4sFw7oz5n1dy2DsTsRpU6rSvDMo1zlUEm/XAQGsduSjoD94rPxKNbk3QBl3lfdf4qALFOVrJFLlvp0PUxiLP4yiZHWZdwuMCX5ObAldqpgkVq1/1Wvhzg6HjzstwM4GeBu/JlPp7dH3NJjbajvrfSHuuEy+oOMcWa0T7jx1imSZiyhc4S4E8hzcKds1d19aboIJfB8MBxBu+WQGZZ4yjnrrOh8fq1CwIVMbinpZ9Ub9ZPAvrRX9X+rM2Znmb8tPbsS8P43FXQGCO1E34xlepFyQU6BaaZDrbqetTRhGa1XhXU081HDR7OP4/h5dixrRJAd06XFKtZpwZ9N9NLQeGYsRx0owDeKZkHwjkUKzcNwCCXwXAGrxF/1RmTLA7wnbGoHMqDk2HVETRTmoG8ywDVmYeuxt+ZpUzV8byVOMvlNes0c5glAVzHlVdeOWO/jKCSbNwlI7NkJiU0DDRcnm3e7b4Zfbu+tMzMriq/0TFcGa90btWmNHHrvd+2UWFcdzMbndmx7lwSyjJqG1tpCeBba28D8IMAvgbAy3rvHzicfwLAZwH836HoL/be33O49vUA3gXgywD8N4DX9t7/4SguiVQZCYzVad2SiTOsNANwBuecgstuBSbnpExj2pa2xyk/bk2Y29JzK+CWyGVxqjMFBDd+ld7SjhuVyfE2yqrcbqyr4Mq/NZA7PjjApPKpjzQld7xwfw40UlIw+lnZhsc+pTeeVV7ldVZmnNf2uYwGo2otP+nHlVsJELz8Mvxw0PAztyuG5WV9jTaqRHCc0507W2g1g38vgF8C8Jfm2msG4Au9A8Cv9d7f2Vr7EQDvBPCKo7jE8dMUNm6N/ON6Vc/1PXOEKijMeJ3x5fpPUb9qc6tMqU0ll7lrkB1tuF0H2oZrf6t8DuxcXWcfeo3rOb4rXVTgPpOpGh8GSMdD6sOBb5U0aXsK8BVYOd6rzF3bqWYaype7Xo2VBkDl2X0Gb25rM/OoIK1+MJZK3RZc/lwpwPfe/3wIsEKttRcBeDmA7zuceh+At7fWHu29f2SVuSoTrgbPXePB4DZnMqW+XebnDPOY7H3GUzKq1M4M+LTcDBTG8Sxjdjob01qX8WgbDmhdFj/jx/GS5EvnXYAa5DJJBgyX4auOKhtW/it+Z0tBDsw1AUrlHXhXAUGz1pk8rh/V4yzwOFuvEhuWY5b0sBwMzGzT6kMM7uPeTJLVgfg4XwXxii5jDf7d7aL3vwbwc733/wDw1QD+tff+9IGp3lp7EsAjAJYBfkaz/cZMathbo2IV5Z8rcs7HBqfXedcM4I17Bfgui/SBIzelXd1Ct4VY/hlYH9u+c1QGmLRriXlIGS1/z/gY36u+wHXTPQotk2Y4FT/uRuu4xjf8uY8qceI+UvAcpM8LpHJbaXaTVeVmGXTHDN+Q1vpOJ6t0KsC/svf+ZGvteQB+ARdr7j+wtZHW2mMAHhu/H3zwwakwbt8o4JdHtmRsyaGcgbj+LhuclNeUoc+yz+QEfE2niSuZEwOTZoKa7XA7mu3w3vgUlLgfx4OSswUurwnCDHCVF+Zdd41wG64dftXsOKfLEM7GxnUupwGLZVaZeEx0+x6Xc7Ri48mn9AGnKvFIY8mBgXXLdfgeVUr+VjJ6JzcHCrahFAwVoMexbrN2CQL7EtvKcwrwvfcnD9+fb639KoAPHy49BeArW2sP9N6fPmT4jwB4MrTzOIDHx+8XvOAFvQJONmp9km4FZFPEHdeYnJG4fq4C3JNRzqbS1TlgnhUmUHDtK2hzHcdjChZuvJPja1CpyLVX6dKBqF7Tthm4NMN1IMRlnX4GVU9vKqjrrpaqnguyLglIcqsO+DiNuctit4BW5V/OZ1U+vrbFV6q+k/1zHbWPEezc7FrLjvOa1W/BmaMBvrX2xQCe13v/r8OpHwPwdwcm/r219rcAfhwXN1dfDeBjfcP6+6GdaKg8xdHtWytLLxp9VdGjH+D2pYTWWqnwKnhwP3y8kimPci5DTo6iQMaZQVo3TvXTOTbykT3pUoyWU5lZ9pUgvQruXN4B7+BjFohcX86B9UldLTdIM/4UIN30XMGdj90ykGa91ayF+dTZnOrKyZfKaRnXNvNQ1V+hajZSBTklHTPne65+Cvy6NMV2xXpnPc70NaPVbZLvAPAqAOiqYhgAAB6oSURBVA8D+MPW2qdxcQP1fa21+wE0AB8F8JNU7Q0A3tlaewuATwF43SbOan7uAHl1wvFAkIIot6EgVD2JqPveR7nVYFL9Zp60nONbt2xV7WrwWKkz6q0AfAJyd0O7Akk9PyPudxYMFFi4TrqPowDGdbQ9XZ5hMB59OIDnP2Dmb87u+EnQUcYtCySg4QfjdOxdkNUkycmiAcItTSX7qfwn2RLrTcdE+6kSLNbVyo16tQEXXJ3OnS4VqDmIJ3KJ5JUAfO/9DeHSy4o6/wTg2zdxcwRVEfgYSmB02e27czOHcGVXQG6Vr6THy9Qv9ze+r0rXl0UK8i4jrYL9uMbZKAeCtN/d9asAmNbSFVwYmLSOK68ZJ9fj+15VYFPfrOxIM1t3rarnKCUjGiCqtjWR4ECn55JNVD5f8et4uRKAvw5K0x6dsvHUyd3s4jraXvrNg++ytxVygJDqD1l5eUPbUgdVR0jtu8xxdkdendI5Keto6x7dUdetMXNfnCklmfR3VVbbdlNurqNAzjzzdTcz4Db1pqvTfwrcTl7tOyUGzBuX0ZnDKO+WmrRvp1+XoWpZt6wxG7ekEwVp/nZbiJX/NMNwbaYAxfZQAbzKuIIfl5lQ3TUAP8hlT6O8M06X+VQOo06XzjOfCXBc/dkAp/65H+fUiU9nfAlUVU/OEdLUt9KRk32UHzsEFBhn7wRK7Sq58R/tu0fL09jxcoyOJx8ngJ7dKHMAqJ9ZUE+2o/y4DFtBKdk+7/8ewd2VU34SqFZ+rqS6cEtJQ0dVf6rrSpccNNxsOdl5GuNEbkxWg31FZwnwangpa+B19gTwXEfbUFoB6sSvq8O8JiAAbs9UuQ+dYusap75+YRZIHC+rpI6hDuXWR6vgyOPEjjpumqujJloZV+cw/GK40Ydm5275obrhVc103Ng4QNddYTyrq15il3Q9frtloGS31Sy4sjG2Xy3LetbgrXy49lU3wLMzEb5HocEogaUDeB1jlollc7rQvqsgXl1zAO+2Ga/SWQI8cOcU14Hffffd94UtR8NBXRYy2qsoAZ4C2QzsuS13g0VBmsszrw78hpy611f5VN6dLIlS1u6MT8FvBjjKh8rojH+rQVfEAMMgX2VKCnRpTdWBO1NaxlJwZ34GoA1wd8stCkyVHXN9/UcwN4Yu4A3bTE8hK8irPnUm4r51g8Q4zy+nYx6drbr368wSBRdcHK8uaCd5mS/Xp/Kt9rjKf6KzBninAP7N31xmBmIr/SlVmUsqr8cJGNLgzTJCNu50x32VD+bFyZKM3NGKfpLc7JzuIbaZ46zqWB1nRZ6ZXCkjdQkKl5+1Wd2E1bIr8it4qc+s+k/KKDUJ0POJv0EjceN29J4Jn+dZTuLHjfeqnSaqAH6lnVkSdRl0tgA/KAmua6gjs+AIvjUTrLLN6nzKkl0Zzs5UNpdNuums48llHlUmxXpJWYLOWiodbSF1UO5bwX0FACtSp1eg05tkXI4BEPD/KuZkckFLeXVgxDbjdMTlXDspIUgAzwBczb64jxmoM+l2zmTrTk9aN21rZP2MmU7i1fmX6mMm1yxjTwF2lpg4/2dbcAnbCp0twLvsnaO0A3gur2vNK0CgT5eN8w5MkzO4c8nQEshzGw4EtQzrqwJ6JW0vvRtm6FOzpC0ZDPc5vlm+caz/Oq/OquujzmGZVpxw/Na2eXlkFuSYnwS0iS/Vubs2e1pb9VCBnFKVva9kpTqmfDwD+ASqamvJz/X+lfMRB6YMnAlYubwGw9SmIzeebkxc0NFkceuOtbMFeCaN6MP5H3jggduAgP8aDMhO5Ggoz9WtsmVVunNAZ5QVuDvelNxAV4FIiY3KZUiaTTondn1X4KPHbkso32dwyzN8rtrqyHXc1sZZ4Of2dM96AvrktE6OlDioflUuvS+T5Nd2KuCeZZ8rvys9bvkN3Lk9VgGbv9lenDxabpx3enYyVTpTf0nBnInLVQlKShyr+yyO7gqAB+5URsr0BjHwpiyBB9DtQZ+BvBuAClQVvDQDUf70vILDloHWthXY+eNk4odjuBwHAQ4GFVg4UHK/mRwwsw4rffGfP7s2nV7Gdc2cx3luwx0nOQFYXkYfQ8duzVmJb747XYwyLgusMk7lKY1bFVz0mHVa9TvKDf8exH7KpMCtmxq4T5d5J56dDitSXbkgouV1VqI2pr+3Zu/AXQDwLkpWBrYSHbX9KqI7w3COvGK07njVMcaxm2EorfKy5VoKhE5nrA8XuBKAJUDjtviYgyWfU77cTpQ0C1F9K8BpXdaD01+1dlzVU3I6GnKn+xYOLKpsXeVWXtXf0i6VZLvMi+NhlHFLrwngmB+20eSTboyVVIfObpy8moBov5UO+brKWSURMzpbgNcBWhFsxVGUXGY4zq9mOav8rdJKYJrVT6CY+nHgyHUVLPQ4BaeUIc8CdZIpgU3SmXMsdz3JMMrMxsLZivKlfTl5tpDWnQG8zmgdTyyzAzO3hKYBx7V3jDwM3I7nlCAk0gw78eDaqYK0u6bYxWU5GPP/us5mNxXfic4W4IFnFaUgk87rNHQly3VBhA3LrRNXYDKbRqUplxpwBUSJNDg550h1EripsabH17VOteNE+1VwSA7jnNllUYNccOEbps6hjg0EKQg4sK3a0b6rAKty6X0L4PadP7qlUPlRqoKz22deATzPhNUuVA+rQT5RGr/Rt7NXV4+PeYlS6yh/TOovrLuxr5/LufFx7a7SWQM8kwNGzSr4JqsGAB48venGpAOWpvTcngaCleAyHtDih0bSeryuJ3KZlEEryGud5ABOFw7kB2kWVxlmyrhWMj1d6pjVc0/sOnB3gKm0GlwdMCtPVXtOH1o2gbsCsI6DypfGWslln9qXA3eXlI3fukOm4utYSuPo/GEcu4RBZZ/ZQkpOuM8B7HyfIS0frga1RGcL8CmLYeDSDNg9ycqUMv1RPxmruyGmzsTtjMFyU0IHKOlBDeWx0lPlsFVG5PQzSOVwOhvXeC+ygoLOjLYAu5ar1ts5wLrMiY8dwFdZuHPsGUClPio5nV7S2rN+u/oKEGlGmvhPZRjs9Xqye253NVi7QJFmaaobbafSfXXeyaW/NYkcpMmkC4wDA9RvnB62Av1ZA3yVvVTXZuQCgA6QApMDCzVuN0AViKb2lc9Eq1nYMcTyMH9uNpH4cvwlMKnacW2qzmcAmtpc3ZngbGAGUuq4abZYBb4VHc8CZrJf5X1mTw7kHcA7ms2S3Pnk76t2rkFGj/lc1eaWRETL6jMU1Vi781twzdHZAvyptFVBW8DRGYQO1uo6mst4td2V7C+RA4ykGwdg2r8GvpV+HSi43SUz2RIArGTJSa+6tKb1q/6TczJ/PLNx34PcrqKUDHB/q3pUnt0YOoBKupzpZeZ3TsdbErpjSIHWzTpdVr4aXJwNpPtsqa3B15gpnwr0dwXAq+KTYtjo01YpNz3UNka5ilx2PXO0wY/WrbKhxIdz0DT1XcmYZjMUBqbxT/Bcxk2lXTbjZFVeqmsJKJ1eU3tVoEzBe1afbY/LPvPMM7j//vvveIgu2QCDDttL6s8FBTcWg6qgkWRLSYH6ZPLL8Z188RRgT2OW2tJZM+tY3+20JXC5JGZQmiVWL65LvrsV6O8KgAfqZRI+HuDD68c6sKl9pRWQr4w68a7XOBNzT5RW9Su5tmR2iVaDjstMeXqqsq0EQ9eHA4PZDGcLOTtLgcbtBlE5NUscn/Ee/HFN932zPNxXFRwr+VMgToDtyuk1Z+fMk7uvxLrgdhM/SY4VqoK/vreKHzDTNljuFPxZftbDaM+9mbOSh9upkpcZ3TUAD9zufOoMrIzxG7jz33SqmcAsk+Fryak0Y1nJQKroX4F74kn5cPxxvYo3XWLQNUXXDjutyzQrJ60AFbgzGzrW8LV9Jwfz4wIcL+9wmbRsMhzbAY8Lfiybe3xfZVhJZLTfUXZ1XFU3SVejvLNf7We1z5Q4VclN1fagsclBj12byo/Tt7MVF8TSLGHVV1borgJ4IAOiA8Wk6KrtNKVTSgPL16vIr/JUg7kK8olmRrIy7UxtrWZZW43WjZ1z/JWsNQU5db4EGAzco17apVPJOdrWx+m1fAIyJ0PSh9q/UgLdLbZSBUMNfquzrBXgn/mVjueMNNiloKL9VRm92kOSxSWslZ9sxYGzBfhTsjKnNB1wFxD0eGu/FanRuIh/arSeZb/HUgKXWbvp4aXkQGrgW/laoa3jy4A15OF3lVfltYxupU3BUROUBGRan4NOFZRdO6tjmvrm89U7nVK/W8jJ6Gawlzmzq3hxY7S171N9NNHZAjxw51qdy65nmQeDxpaornVcZE8ZV5Ih8eXWX0dd/nZtOFA8NVBo/0P2Y4BxS3mut5J5pmC2MiNJoFaNs5ZZKTuT4TKIZwSa3Ix7UrNZwah/GYkGt8k61s9ltDkoJW+6I2WL77tEzPEzghov75yqw1P1NOisAX6QA3NdM0wZg1NSmtZxXXVi5yBp8DUoaRBi4zkW3N1DJqdM6dyMQmXgNmdA6m4W67cCtMqRdALkB56UtxQE3RKLA4hjKGVyyV6PoVFfwd3NEhKwOZDX66y71WcGEpCvyKzjoHXYl5IfO54rXbDdpY/ywLwAz67d83dKjFYSwuqBzS20BPCttbcB+EEAXwPgZb33D7TWHgLwx1TsiwC8BMCLeu//2Vp7/6H8fx+uv6v3/iurjFXZOp8bx85YtyqWy6UMjY9nQOB4dW04A6rAwIHWMUFiJotzrll7FT/uqT5XT3lyYJ3qzJ765OMUzBO58azIBbXKaauAyWVSexq0nN25xIVBU3VdjcdMdmfDKdCkNtKYuCDgEi7m2dmkSygSwGufK4nPiu9p2crOtiYfqxn8ewH8EoC/JGY+CeCl1PGbAHxX7/0/qd7P9t5/ZxNHRBXQVYZzatQD1jO6KltL/A2jSdk7t5ECDLejn1Vgr2RxvFRtOucax6uBQh1tpZ/0gqsEJAxsruwWHSTgqc5XgXsLVUCv/Cqpzc70vRoAE58p0+b2x7HjP40pB6bEc3pJmJadgbz2m2R1wXIG1K7sLBlYpSWA773/uTJl6PUA3nw0JwVtMayZ863UXSmbys2ce7w9Tq+nQJGoMsBjaRZMjjG0pI+UFa305+qfws/WejOnOzW5uMnk7Gp867X0FHCiywicVbtb264CVppRjHJb/7kpkd/wuZFaa98B4EsB/J5cemtr7UOttfe01l5yRLu3GYD7IwBHs2nTSh09t0JaT/9ejfnRF2KtZIeDVsD9soCP+1H9z2Ye/HFv+EzX3UvjXPbr6o1vJ1ta13QZHNeteFGe3Vssk05Vl1teO+DGhdvj33pd6zsetPwKP6ldPe90no71Oz0vwE8J8zi48Uj6n2Xr6ptJZzO96czEXU92upUu6ybr6wG8u/f+NJ37id77U+2Cq5/GBfh/k6vcWnsMwGPj94MPPnjHFEbK20Fm2gLoK+VXBozbcIA2vhkUOJqv8qBB7pjsv5JD+9EyLNfgexYgq1c067mVmUkFotWsQa+x/l1dx7MGFAUaB2bcn/avpLw4npl393AOg42+/oD1kHjckkQpACeZ2VZmOtFyzu6UF31wyNmIkzPtfGGbOSYBUj3NgF3ldOO/FeRPBvjW2pcA+FEArxBGnzp8dwBvb639cmvtoX6xdg8p+ziAx8fvF77whd0ZIfUZDbAC7hXw03LVQGkdBwKubhrEJFPlDBU/FanjpL6SsWpfM0dI+uD6GvDcY+NJxzMZqzKzAOn4nQXv1JeC26xcBVCD3KP21WzX8aHlVoEkZcDOR10w2dKX8g/4mS/3recT/0qqfzemTtaV4JhoZj/H0GVk8K8B8MHe+z+OE621BwA81Hv/+OH3qwF83IH7Culg8XlHySFXqHJOvZ6y1grMtIw+zbiS3VS8ruhplkEkg+UMlafErs/KAR3/45hnDfomPi1f7cpxj5vPMuEqmK0EFh5TzgqZN/19THBW3tOswQGsSyS0zor/VImA+83nV8jZGMvAvLlj9zvJq+eUqnZGeV0e0zKaBGk/KVk4lVa3Sb4DwKsAPAzgD1trn+69P3q4/HoAvy5Vng/g91trzwfwDIBP4GKb5aXQMdFxpc2tCt2STVZtXIU850Cr+6a1ztaHRWZZ2jGkTsn2MZsZVLOiqyIFZ00ETrHvy8wot1Aag5ksTgdXzeepmftV0eoumjcU177DnPsfAC8/ga+lvzc7lVLGNpvSV9NzJX1sW/us5KgyY81uZ9NP5dk57yyzX80uVjMpd33ViVfbTjTLbhVQuC8tN+o7vtyMi2dwOg6n2rXyqk9wVmOX7CLNFJVfN27ut/aZ2k7tc7vJTircWPE7ZxuuzAzcq+s6JrOE6JgAcrZPslZZ2bFOwE7kppHV+5kdXzPQc07gBjlNl7Vc6mtMC4chVhlwAhbWi+NtFhwSXWV24kB2Red8brUckO+lOJ4qIBvOPAP4md04csF1Vte1lf4H2IHfCl9VwJ4lcSqD2uVsRjW7psHd+UGqt4JFoxz/7yq3O/OpFfkS3RUAz7QSgUc5V5+vD6WPci6j14xBeXSO7pygMpgE8k4OBgct47aQpQDmeFaeXLkks6NVg1xxklUn2wLYq8DveKl0oG0oCG0B+ApEZoA2mxVoZs+UAP7++++38nGfK/0lOTQzn/nO1mRPdVLxrFiT/KUaI9ZV0leFI1W/K3T2AO/OH5vBq7L5xoh7N3PFmzqq9sG/NZDw94zXWVCpDNUZ1Th2fyWWZE19r/J8LK204/RdlUlgkQJjqqdjPwNTVy/tmeeZSbWFT9tNmXklpytXgc0gt8PJHY+6ST8p2dmSxPFv90caVVBJfanvbMEG7p+TL/0LvgpHnKzVLCjRpTzodBV0bOay2vZzRbNs/lhaDRSnkHuIaJa5X5Z8dwPNZgM3hVJitPLQ4XNNjp9z4fFUPDtGjrPN4F3G67IWjWopa6mccctjwSvgph/us5qKV6RO5uqnB5PGt5u2z4yuyswc/5ztnJLRr2bvKTPcItf4nf5iblyvZi0zcvbo3oiqNqPjPcuU3e+VmQqX4WyTM9DWnl2i4YxSM9PLCHxbwGzWn2brlW2lJZmqT61XlZ+17WaEpySIdwXAqxO484OSAzvjn4Gftjtr2z0Krnw5fiqjVFJwUHCvwGA2Va+MLwUmd242/V2RdUvArabZW9qvwH2Fp1U5FSAdTylRcHxUY1PxnQKkJgv8W9fg+QErXR6ZJRHpWrInx/uKja0COx+7RKUi1aOOpfMJJ1tKPLitLXS2AD9eyjXeK6GDxKCsxqxgnZzEtTcoGcUMqIexV/xo3ZkDK+nWS30HhtORywyUbzbOkZlpGa3v3vuu642JEshuzd5VntQHH6ctaarDUW/lXsusf+1nVtbZLZebzSiqILKS1XP/s/dAuT8LWdXRsVQFdufr6U8/EoYo31ttjHlM52ZjdKoOzxLgR6YwBHUvexrlGORTVp8ogXtVflZnBdQuw9CdE6qR3rp1y/JZOeGoqwA/ys4eQrosJ56NR5UFVTLxsToxP6XLf8JcAbzuwtpCznldFu9oJQlwwLRyM49fd8DZu7OxywbtinTMkv8lvaXZgLaVZjba1qiniZG7XmHMLACv8J/oLAF+UHLKoTT3KLs6r3NAdliX3c54SLsnOEvg+q5cysq2Ogy35d6ox3JqRlbJmf4Ymvsbv1deSlbJXPGRDNoFNpVR+9EMXnljYFNd8FtBtc9xjnmr5HSBKTmvexOpCzgrfKlMqa6S+k6l2ypbrcbSnZsF5RnYOeBNwV1lS9untW8NBur/lV8kHHJ/vXgMuANnCvDqVAw2DGKsJAY5dWQ1ehcIEphUQUadr3ISLaeOMpsGKlVZmQP4UWc2jeb6KiNncyyvyuL6To4/c4AtAK+zGm2XqXqPjUsGHMCnTE/5cTKk7D3xXdku13f64bbUj7is9sXLLs6+FaTU1pw8jpwuZnpI51xCl3aDOV054J/5tY59+u1AXJMwHRuVcyvInyXAAxf/XD+EvXXr1m2/gaxUF+XV2BS00zl3vAJAFYC6SDwDXFd2liVUAM8ZagJ4dVi+xvp2O0/UaJ2eHCgz7xpcKj1UTsV8MyXZdC3Z8cN9uxtgysuKU7q6LgnR75QYVAA/lu6073GcsnsNpjOAd3wlAHX9pXozP03+kGza6WrGT+rL/cOY4o5LFBXgOeBUCeyMzhLge+/43Oc+B+D2bHAIN4xwfLs/1GUlJKBI2QjXd8p0swj+zW1veT/0CrgnIODjwZ9mK6M+rzGnPl22w87PwSIBSdKPBggnixsLp4uV4FjJyDyxXpiqrO/WrVslP1UAVX04O9G+dSy5r/vuu6/kR8d09M1/Fu36Zh265TjHo8uIuW3mUc8lAEt2wn27m70OSDUpYTseAXDFL50uquvME+tXk4i0I6lKehydJcAD+IKSZzdYgduz9PF7UMoiGZy4LFBP31O7unzExqs7XLifwcv4XgV557jKl7sxyCBfBQzl0WU9To+cdWiQdfrXY9Yly7Wqi9HGLCt0NsHypqxLyWXwLNcK2Iw6XF7tKgVH3U5cBZhkF6Mttokxc3b24/xG9VP5DVMKbKrToRNu061faz0tl2YnLLv+TgmGk3M1OLnkxyUS3GaywYrOHuCTg61E7XEtATx/O4ca51NZB6bqiArqWme06wxYicusALwLiu7mUcq01CEq/aVMxgVNrZeM361HznTBsmn5FMRW7GLFuVKfTjdOti0AP0DI6UP5d32zTbixT/dgOGlRXaoenb5cmZTYcBvOTp0vub6TPXH/6hc6m3G8ueNEzkYT0OvYqCxb6GwBvpqeD0pRO4GVOz+LrFV5d90N0Iy4/Kzcav+VzNqX00Pi0f1OMm6R/bLJgfZqPR63GbAnG+S2Uj2nwyrYKc36WhnXilwAHP3Oxn9mqytlKt1uoRV/Tvqf0aqPu76rcy5Z2Lo8A5wxwFeDq9lf2vPLZdSYOEq79tIaWDIE9953oP7/1Bk/jpTXFcB2+kh9j/qjXV0CSPzwccqgKz5ULh6LSher2TuXZxCfyVS1m9pP8ox2Eu9uXCq5k205fkbffM+q0s/wAec3ypvzL8f/ytjMKNnYzE60jn47XaaEUa+vgLzzz1lQdt9bg0m7qgzqFGqtfRbA/wH4zHXzco30Jdjl3+W/d2mXP8v/5b335680cpYADwCttY/13l983XxcF+3y7/Lv8u/yn9rO2b4ueKeddtppp9NoB/iddtpppxtK5wzwj183A9dMu/z3Nu3y39t0KfKf7Rr8TjvttNNOp9E5Z/A77bTTTjudQDvA77TTTjvdUDo7gG+tfX1r7a9aax9urf1Na+2br5unq6TW2hOttX9qrX3g8HnN4fyN1ENr7W0HmXtr7aV0Psp703RR6MDawuHajdBBa+3B1trvHOT4YGvtj1prjx6uvai19gettX9urf19a+2VVC9eu5toIv/7W2v/QuP/s1TvOPnT4+3X9QHwJwBeezj+EQB/c908XbG8TwB46b2iBwCvBPBilbuS96bpotCBtYWbpAMADwL4ATx7/+9nALz/cPybAH7+cPwKAB8D8LzZtbvpM5H//QB+KNQ7Sv5rF1iEeBGATwF44PC7Afg3AI9eN29XKPMdTn0v6IHlruS9ybpYBfgbroOXA3jicPwZAA/Ttb8G8D2za3fzR+SvAP4o+c9tiearAfxr7/1pAOgXkjwJ4JFr5erq6d2ttQ+11n6jtfbluPf0UMl7r+lCbQG42Tp4I4Dfba09hIuM9N/o2hMAHqmuPWdcXh29EcDv0u+3Hsb/Pa21lwDAKfKfG8Dfi/TK3vu3APhWAJ8A8K5r5men66N7yhZaa2/BxSztzdfNy3WQkf8neu/fCOBbAPwFgN87tY9zA/inAHxla+0BAGgXr1F7BBfZyo2k3vuTh+/PA/hVAN+Je08Plbz3jC6CLQA3UAettTcB+GEA3997/9/e+ycBPN1ae5iKfS2AJ6trzxW/l00qPwD03p86fPfe+9sBvKS19tAp8p8VwPfe/x3A3wL48cOpVwP4WO/9I9fH1dVRa+2LW2svpFM/BuDv7jU9VPLeK7pItgDcPL9orT2GC/m+t/f+X3TptwH81KHMKwB8FYA/W7h2V5GTv7X2QGvtK6jMqwF8/ADuwJHyn92TrK21bwDwTgAP4eLG0ut67x+6VqauiA5rbO8DcD8ubpx9FMAbe+9P3FQ9tNbeAeBVAB4G8EkAn+69P1rJe9N04XQA4PsQbOFQ50booLX2YlzMSD6KC7kB4LO99287ANxvAfg6AJ8D8DO99z891IvX7iZK8gP4blwA9vMBPIOLJbrHeu8fPNQ7Sv6zA/iddtppp50uh85qiWannXbaaafLox3gd9ppp51uKO0Av9NOO+10Q2kH+J122mmnG0o7wO+000473VDaAX6nnXba6YbSDvA77bTTTjeUdoDfaaeddrqhtAP8TjvttNMNpf8H2RFu16bTsEAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1440x1280 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ti1ZAMbtZvKC",
        "outputId": "909188a2-008f-4a7c-acfc-97960a86c4b5"
      },
      "source": [
        "!python run.py --cuda --gpuids 0 --scale_factor 4 --model model_epoch_50.pth --input_image p2_crop1_resize.png --output_filename p2_crop1_resize_50th_out.png"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Namespace(cuda=True, gpuids=[0], input_image='p2_crop1_resize.png', model='model_epoch_50.pth', output_filename='p2_crop1_resize_50th_out.png', scale_factor=4.0)\n",
            "===> It takes 0.0076 seconds.\n",
            "type =  <class 'torch.Tensor'>\n",
            "output image saved to  p2_crop1_resize_50th_out.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 618
        },
        "id": "HI8QULi6afmD",
        "outputId": "fb941adb-4d62-4339-e0a6-6901376efcb8"
      },
      "source": [
        "p2_crop1_resize_50th_out = cv2.imread('/content/vdsr_pytorch/p2_crop1_resize_50th_out.png')\n",
        "imshow(p2_feature_crop)\n",
        "imshow(p2_crop1_resize_50th_out)"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(192, 256, 3)\n",
            "(192, 256, 3)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1280 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}