{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 06wk-1, 07wk-1: UCF101 영상자료 분류\n",
        "\n",
        "최규빈  \n",
        "2024-10-17\n",
        "\n",
        "<a href=\"https://colab.research.google.com/github/guebin/MP2024/blob/main/posts/06wk-1.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" style=\"text-align: left\"></a>\n",
        "\n",
        "# 1. 강의영상\n",
        "\n",
        "<https://youtu.be/playlist?list=PLQqh36zP38-zBs464epBRfxPpNBAKqBMS&si=It99ZTYMQHJkCk6z>\n",
        "\n",
        "# 2. ref\n",
        "\n",
        "ref:\n",
        "<https://huggingface.co/docs/transformers/tasks/video_classification>\n",
        "\n",
        "`-` 실행이 되지 않음\n",
        "\n",
        "![](https://github.com/guebin/MP2024/blob/main/posts/fig1.png?raw=true)\n",
        "\n",
        "`-` 해결방법:\n",
        "\n",
        "1.  위의 그림에서\n",
        "    `/usr/local/lib/python3.10/dist-packages/pytorchvideo/transforms/augmentations.py`\n",
        "    를 클릭\n",
        "2.  아래의 그림과 같이 코드를 수정\n",
        "\n",
        "![](https://github.com/guebin/MP2024/blob/main/posts/fig2.png?raw=true)\n",
        "\n",
        "# 3. 예비학습"
      ],
      "id": "fdfe01d0-9aa3-4153-ad96-3b07e8771696"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import torch\n",
        "import imageio\n",
        "import IPython.display"
      ],
      "id": "2e41dfe2-72c1-4c9f-af8c-a6aeb7b6d2a5"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## A. 이미지 자료의 이해\n",
        "\n",
        "`-` `plt.imshow(...)` 에서 `...` 자리에 오는 numpy array의 shape이\n",
        "(??,??) 와 같이 2차원 꼴이면 흑백이미지를 출력"
      ],
      "id": "7a520f19-c64e-4e92-907f-ead15074ae4f"
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "outputId": "e4e4353f-0279-411a-8e3c-462c183b7b94"
      },
      "outputs": [],
      "source": [
        "np.array([[0, 150], [0,255]])"
      ],
      "id": "8d91aa1c-0777-4c80-b4f7-6ab160be3798"
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "outputId": "8a029e8b-e963-457c-d3b4-fa59eb3b438c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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EhARJUkJCgnbv3q3jx4+bbTZt2iSHw6G4uLhqxcEQAwAAjcjUqVO1evVqvfnmm2rVqpU5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\nQmCC\n"
          }
        }
      ],
      "source": [
        "plt.imshow(np.array([[0, 150], [0,255]]),cmap='gray')\n",
        "plt.colorbar()"
      ],
      "id": "8ddee4c9-3371-4216-ab5d-33ec5cde90b8"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `plt.imshow(...)` 에서 `...` 자리에 오는 numpy array의 shape이\n",
        "(??,??,3) 이러한 형태이면 칼라이미지를 출력"
      ],
      "id": "546c7773-82dc-42a6-b6e9-70fbcc8972dd"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "outputId": "579514b0-a196-47d9-cffc-2b3727921800"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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KSvK2eZeAHwSL6egOgOgJSfJJCgaD8nqj80Qe1VeQBw8e1KpVq5Sbm/v/Dxgbq9zcXFVU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\nRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "R = np.array([[0,255],\n",
        "              [0,255]])\n",
        "G = np.array([[255,0],\n",
        "              [0,  0]])\n",
        "B = np.array([[0,  0],\n",
        "              [255,0]])\n",
        "plt.imshow(np.stack([R,G,B],axis=-1))"
      ],
      "id": "616c1888-3831-49c5-9c5a-abe6e72db8c1"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `plt.imshow(...)`에서 `...` 자리에 오는 numpy array 의 dtype이\n",
        "int인지 float인지에 따라서 시각화 결과가 다름\n",
        "\n",
        "-   int일 경우: 0을 최소값, 255를 최대값으로 생각하고 그림을 그려줌.\n",
        "-   float일 경우: 0.0을 최소값, 1.0을 최대값으로 생각하고 그림을 그려줌."
      ],
      "id": "dd8584e6-0998-43aa-a5c0-4e83daf408f7"
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "outputId": "4e13058b-68de-4b31-ccbb-a126076bbd8a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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KSvK2eZeAHwSL6egOgOgJSfJJCgaD8nqj80Qe1VeQBw8e1KpVq5Sbm/v/Dxgbq9zcXFVU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\nRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "R = np.array([[0,1],\n",
        "              [0,1]])\n",
        "G = np.array([[1,0],\n",
        "              [0,0]])\n",
        "B = np.array([[0,0],\n",
        "              [1,0]])\n",
        "#plt.imshow(np.stack([R,G,B],axis=-1))\n",
        "plt.imshow(np.stack([R,G,B],axis=-1).astype(float))"
      ],
      "id": "be48bd1f-7544-4f9e-ab7a-5e7e4e98e454"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## B. `tsr.permute()`\n",
        "\n",
        "`-` 실수로 R,G,B 를 이상한 방식으로 stack 했다고 가정하자."
      ],
      "id": "0b69a732-f013-4688-9865-3b6f4a9550e8"
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "outputId": "3e718305-e0c8-4ca0-e157-581277a40367"
      },
      "outputs": [],
      "source": [
        "R = np.array([[0,255],[0,255]])\n",
        "G = np.array([[255,0],[0,0]])\n",
        "B = np.array([[0,0],[255,0]])\n",
        "# img = np.stack([R,G,B],axis=-1) # <-- 원래는 이걸 하려고 했었음..\n",
        "img = np.stack([R,G,B]) # <-- 실수로 이렇게 만들었다고 하자...\n",
        "imgb.shape"
      ],
      "id": "7e984d3b-f56b-4950-9686-ce3b0aaa3ac5"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 차원이 맞지 않아서 `plt.imshow(img)`이 동작하지 않음. 동작하기\n",
        "위해서는 `plt.imshow(...)` 에서 `...` 자리에 있는 numpy array가 HWC 와\n",
        "같은 형식으로 되어야함. (그런데 지금은 CHW 임)"
      ],
      "id": "2909f8f2-be72-424f-b159-e52b295b2fc8"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "outputId": "5032a365-cad2-4053-b493-9af77c2efefc"
      },
      "outputs": [],
      "source": [
        "plt.imshow(img)"
      ],
      "id": "7831748a-0050-4e06-a346-be64a2dc12ed"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 에러를 피하기 위해서는 차원을 `(3,2,2)` 에서 `(2,2,3)` 으로\n",
        "바꾸어야함."
      ],
      "id": "59508769-6796-4b08-8cc7-b5fa1812257e"
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "outputId": "fd303d0f-8f2f-4242-db52-0457fc4a19ea"
      },
      "outputs": [],
      "source": [
        "img.reshape(2,2,3)"
      ],
      "id": "f97f221a-4691-4856-88b8-f775bcd70005"
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "outputId": "508c3037-2021-43df-e911-d08a13dad980"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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MyuuNzg/yqL6DPHbsmDZs2KDs7Ow/v2BsrLKzs1VaWnpac3z99dc6fvy4unbtGrG+pKRE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\nAA4EJAAADgQkAAAOBCQAAA4EJAAADv8H0TCE37IZUAQAAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "plt.imshow(img.reshape(2,2,3)) # ?? 이상한 그림이 나왔음"
      ],
      "id": "f75a9c90-7834-44d5-883c-56e5ff6aa432"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   우리가 원하는 그림은 아니네??\n",
        "-   왜 이런일이 생기는가??\n",
        "\n",
        "`-` 이미지자료의 차원을 바꾸고 싶다면 `reshape`을 쓰지 말고\n",
        "`np.transpose`를 이용하라"
      ],
      "id": "1b8be458-4aa7-454a-b9cb-fefc630ee88b"
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "outputId": "92f33dd2-acd6-4fe7-dcce-2523c21747e3"
      },
      "outputs": [],
      "source": [
        "img.reshape(2,2,3),  np.transpose(img,(1,2,0))"
      ],
      "id": "34057535-f7e7-4e64-b9c3-8a138202ab4c"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   위의 두개의 array는 차원이 같음. $\\to$ 그림자체는 둘다 그려짐\n",
        "-   그렇지만 같은 array는 아님 $\\to$ 당연히 그림도 달라짐"
      ],
      "id": "4b1e3ce5-92ea-4722-95a6-6c5bf203f5a4"
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "outputId": "f9fcdd70-7abd-4251-e3b7-940a67596639"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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161bl5+ertLRUBw8e7HZ8fX295s2bp02bNqmhoUG5ubm68cYbtX///ohxZWVlOnDgQLhe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\nAQAAuMD/AxjT4odTQU3OAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, ax = plt.subplots(1,2)\n",
        "ax[0].imshow(img.reshape(2,2,3))\n",
        "ax[1].imshow(np.transpose(img, (1,2,0)))\n",
        "fig.tight_layout()"
      ],
      "id": "880aa09b-fa57-4293-a3e9-7be0b64b560d"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   왼쪽은 이상한 그림, 오른쪽은 우리가 원하는 그림\n",
        "\n",
        "`-` numpy array 가 아니고 pytorch tensor 일 경우에는 아래의 방법으로\n",
        "변환"
      ],
      "id": "70329a9b-4df7-421c-8e67-8c57a1968608"
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "arr = np.random.rand(2,4,3)\n",
        "tsr = torch.tensor(arr)"
      ],
      "id": "92512954-3304-44c2-bbe9-9391ce66120e"
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "outputId": "8e59b5b3-cde7-4de9-9f54-9d68585e0f63"
      },
      "outputs": [],
      "source": [
        "np.transpose(arr,(2,0,1)) # (2,4,3) --> (3,2,4)"
      ],
      "id": "7a574771-f2ff-45e6-9d7a-091ba0ad882b"
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "outputId": "5aba04a3-368f-4a03-f9ad-d0e1ac3821fa"
      },
      "outputs": [],
      "source": [
        "tsr.permute(2,0,1) # (2,4,3) --> (3,2,4)\n",
        "# np.transpose(tsr,(2,0,1)) # 같은코드"
      ],
      "id": "0f1fe5ad-3e5d-4e69-9cf3-5d482b9447d0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## C. 영상 자료 이해\n",
        "\n",
        "`-` 영상자료 = 여러사진들의 모음 = \\[사진1, 사진2, 사진3, 사진4, ….\\]"
      ],
      "id": "47b0c845-ca64-4b7c-918f-5181b2a96578"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "np.random.seed(43052)\n",
        "v = (np.random.rand(4,60,60,3)*255).astype(\"uint8\")\n",
        "v[0,:,:,0] = 255 # 첫번쨰 프레임의 R 채널을 모두 최대치로 설정\n",
        "v[1,:,:,1] = 255 # 두번쨰 프레임의 G 채널을 모두 최대치로 설정\n",
        "v[2,:,:,2] = 255 # 세번째 프레임의 B 채널을 모두 최대치로 설정"
      ],
      "id": "3906aae8-2942-419c-9380-970c86d31edf"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "outputId": "e53935e5-a71a-4728-a381-4e7ca3b40587"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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qqqJgUcWyoryMnKaJLSOLunqaxiYmxmKxRNnAKUcqpnqWtdS05bRlbSMr1pMYyWgr2FHT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oGCgYKMrImJjKycjJqMyM2aKBhLTNLHODE1MjDQktGWU1VXMpE31jdyIq+nrqesZ0ZfQ9845a0n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k7kPXfMsX50nMb0h7VdXQp+x42aK8nAVL0krWVP0bzhs5b0HeumPB+p15w20zKZeVbXleYtma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0ODxKxjKOREZY2E8MV0AmFnSexPsrLycsYKekomwlhhYGokIycrJU5oaH/8mGNFUw0DZV1T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WK4wLZaJcpZ5rlDIVO9Oo5DpqrhAlCaNgSmr4xHoGio2nmnTikB1tjK7YOIqJjoarGtil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JCHOwXaccE0X2Ip+xxF/RzaczrGT38HrTXAPX6H0sFHKAOD+jeWOPXDWcpGi0srF5lvneeps80f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\nkJc2w8wnw8IrIwozR7VLcjUkSoc4eUolNVjKq5SFgm4UxHZGkec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y+PosvP+MaNAbdWF+\nX1mEX9RgJhbmfK8UffF4EYbPnqIAl0UXvbwLz7wHl+/BzRZ8P4OdCqxN4XJfOvtWE5bnhDiY3YM9\nXzTOdRvy5n+Tr8PH6yOs/cW/wtlqgwuexlwER/aEg3NjsnzM4PB3GW59FyoFastA6epMphvsP7rI\ndKLiHjZpPryAFoUczRiM5w0Sx2dQ+yajxo/IlJKgWaUobU5abR4vXCZtzLNUT7hiHlDRcqgHeDWP\nSKmRGudRjZdQvCNS7z2ivUN0v8Mqa1SbbS5d7PLpTzWo1C3+3eOY7zgZTEueiRf5yvESQe2Ed1/4\nJpsv3KJ2e5Erdz9D5WCBm9UpJ0WfqVHwVG7yS5mBjoU5vEow2qDhnGCd+R5l9xH6kUbjR2tkvfPM\nf/qQC0sP0AuPA2WfXN2k8DIqj23m325SzjQZXn0Jf3Gd1A9ItAPSzGfO9vjivMdis4f3hs7knsE4\nVPgP3j7v7D6g0FNsdwfTGqB1OzjNK8zobfYbe+gvGKiZR3M0YeZH2xgepG/2ePxBnWilw87f+CyD\n9QuMg/s8GX+P6c4D5ucv8OLnXmGxXce7uc97724TqSFz1w5Yfa5HOA6Jf7BPfH9I7F/n4Xu/RhI8\nQ20pIL0yQquFzHoJrm+RZVUe7n2K6PhrJNoRw+R/I6j+kKwxj/sUGI056t1DumcG2KbP3IMDitu7\nFOjMbnyCxeWnSJOIMzwg0N7ArC5TW/08enWJ2Jtlq3+WceSwohVsNAuKpOTOyQa6VxCHcH8T4hOF\nIld+qvP357Yoe2O5sBalmFeUhcDHKqD5YI0FlkwjmMYCFUemwMWWJh7QZl3mkCZSGGNbimdYioNV\npAnrNjDkwj0x4ciW0ImeC9MaBD44VWFhV1x5bUEoGbzjWLSrmQ+1nhC6HEsMLCJN9NJVX57bD0Sa\nlIeymUjaMssdWHCkwdQA2xU988QBxYBcB9+FXlM67lAHLIHozRJsT5jQy3XozsLc6c9liphmRBOI\nQoGncxswxK0q34d6Kb8bZbJJcPek0Fm9U8b06Xx11AdKMQrR2lKMbR1mNbH+rDZPIeIC1AIoTpna\nFdEm+1WBjXVboGZ1AoNIjm00LwYoe10hYU2H4pyVnhp+jH2BkweFEK0musy3OwlYEbSmch4YBhxv\nScfrWTB1ZHShBtDwZAPm9GTjVunLhqlfFYtUxRK9MqZ87mku2vAWgCoWq0UXsgZ4ujzux+vne6n5\nCCXWUHIXVJVQK+jpBXmR0/AyqnEGRklZOpSqRa5bhJaB5xoYeo4Rj4XBnbQoijpFUVJEGuU0pUSj\niG2ytI5S2tSTlLIMsPOMKElQ4oJxGTMsI1LNRK+ldFoZbSPD1TPMPEMFEtchrNWIK5DbJ5SmhqPG\ndHKVolBIdZ0DVyd1LbA1amaJ6WYEs1PSsUOgFpRlBSVRSU0Dz0nQlRK1DKiVHrYTMbEt9swWU8ek\nqB9jpDqlNsUfpmgaWLrOsu5QRBltrcDtBJR1nTwdYg7rBL6Ppvcp3YDULgnMeaaGychMGJgx01xH\nNRO61phCz9CsAMWMcK0M27Wx3CpO5OIOTKLYQEehXCgogpKSlJIERYmwpx7V3phyNKWTRNhFgpNn\nhClMUwU9SZlLfRI1YibPaZUqjqIz59qojQpTSyNiQh6dUMyH+J0p00pMqMVMPYU0g4E6YVzfp1BH\nKI6DbS6R21WoeeT1kjpT2kcqNib2gUF6olOUBolrkWgOeakQ5QaZrZObGm6pYOQKrhIxZx7iYmFX\nbLy6S5EoOAYsGyphmXFS95kWCXnm/VTn789tUb79gbCp9SWoOaCOwPeFuOU8giVbOjPfhrEhTOgw\ngsyCKzr88jOwdBFWEEmSksHBbXj7pmQYp7YUqrwO0RKki/B4Du50JMnJPwPDT0IxhMsqPKuKoYQW\nwv1bUrA+2BFN7+IEvjSAdRsmLdhbk67U8aEykSL31gheH4lsKlmD7EsCUyddeCsXs5KNVdhogVmF\n7YZIvrbW4fcSiTmcZBJwYQLzCXTeFQnW6rNQr4hLVdmEA01sIg/fBc+XWbZ6ASqnqEDlpsDI5hk4\n6UD9EC69JnGZBzk8TgXS3nwID74hHftDwP2UFMeLXbEuTVWRECUapCcQbQqCMKrIsSxPC3Rqyjz5\n6AQG7wlPYHoV4qfhtiXa4IoOtRl47nSssAu8/q5sHO6EMLcoWcyLPlzcBOsQWm9JnvNDHf6FKazt\n9hWYfV48sFfuwCvvC4GsfP804MOCR214/zmIXbE3XTFlnjzqgpHBXAyXYjkPBxdhvCQOYtsuDAY/\n2+/Bx+ujr+r0W5ijVdLJBkFmczcJ+VbioShTvmBHXLBUKA2m2QKx1qGoLrN/tstB0eBifItO9Br1\n0QnUPskkvkBR1jG3K1gHQOSQ7j2FPzrHzKUpz87v0K3usj+1uHfsEh4qHCY+B8kE3S2oXz7m85/c\np3PU48L9EXNJwNhR2bu6zMONdazuYy42vkVseMxnZ/ml4SXC0OKgZvP/qpjU2znX6w2e02scL6a8\n+8s3OB4ZTB6cJ3zjJcppk90Nm9cv9rCNjDze4WJyQGRovNde5LuVc9ScPiutf0ct7RNkq3z49tOU\nZZVWpcP/tVpF1yNm2ndo//JD1MLEGJ6g/qDJnSji/eqQfCOmtzTDu42v0aga7HTv8GTlA4hzFs+O\n+e/P3CbTC/q6j6fFrM21WdroMDe7yuCdlI3f26XVLwkXPLz/KUctC4wnMdVdDdMsady+gbq/T3Jy\niD84JlUCGl7Ine2YR6MI/aDPV0ebqGpCve9SPZolKwquLHQJGym7ZoVX6++yb96hrGg8bpocqyWj\nW4cM3ocsTfA7PyC8fo+KWuei+jQLyufJ2ltEG98mb20z92GXs/9qDafXwg8kAChQdD5oznO3NoPW\njOi8NKS6rjBTdnlmqmNOMtadByzMfIdcSellT/F+eZ0ysVku4GoBXunx4bk77LJPEkU8fOvPPn8/\nUlH+h//wH/Ibv/Ebf+K+ixcvcvfuXQCiKOLv/b2/x2//9m8TxzG/8Au/wD/5J/+Eubm5j/I0AOzu\nCHlJW5HZqqJAEoNWgnkk4QGRBYcdSSjKTSF35al0ys+sSjG1XLFVjFOxc3zygcyaS+eULOZC3BQf\n5rwl7mCFA2YX7HNgeTJvXD01tRjEcLgLowge9eH+VLKDl3bg+QzG8zAbSyCEE0E1EAnTvX2Y7oNf\ng+wC5FclUWloyXu6bMAzHThTgWNLNMaeAiezMCkkaaqpCMnM9aB5CzrbsLAMn3oRVtZhkMJ2IP7T\nozGMH0kGs7sK7oo4bC09hqV7kLbhxJVusX4AC+9A9wSCORivQd+B/SPY9YRprl6Swr5QgZfX4HpX\ntMxbyDw93BLtb6FKd3w4I6YjlfJ03qzAXQ92Aum4q9fBWpLuc8uSDchLCTy3IxaphyU83BQ99kkK\nnSbMV+BSBM+cgH0ArUdgbcN2ImYzj4BzCVxbldHA+j6cewxmKkESaimxnx9+Ce6uQdWE2QrUdXHv\nCipynM/0YT04heIXJLc6TuC4B3sfF+X/ovWzvHZYwYdofkR+UCGJahz4ER96Earq8eJCSnNGAVsn\nK1oUyhyFPcPIrXGsu6w+CKmlD2j7+wyjy+hpDa0s0CcWegKZZ5LdWyE+uIqV73BhdI+N7IAfRzXe\nnCj0RjpBFOEHIZWGyuXalHOXhrSqY+YqIfUsQTcVhstt9s4tsOg+YOjewKRHo7B5OrjKJHK4W3d4\ntWaz0PS57jqcUW2iZsz+MzvcyxMoZlFen0Pz5xnYUx4sj6lYISvBDovhE07UBq9VNrhhnmOl9j6z\nS2/T1W/gPXiFnbfOkk5qPNOo8WK7jVUNyF+4RX7tEH0KzR/3cR5beGaC3ZhSNjImzU+x6X4Cx+7y\noKZzu72LlficmQl5YX6XVIMnSkmPkoVORnu2Sn22QyvrM/uhg7EXcvzfaQxfLlGMnMJO0dIYKyno\n7O9QeXwC0ZDSn1ASM4wT9vspaZRybjjlmn+CpaVoUxttXKc0VPKmQjGj0GqE3N14glcPQa1wrLcY\nZRo7m2OeHCmkaY62eA91/QM6rHM1+UvMZF8m775ONPv/JW+9z6J/hY0fnMd50mDLiDk2Igaqzi2z\nyfeNGuaSwbmnm8w1U5KoysUTFaKCWeOQhdqbqKbH90ODt8PzkJScjeGVRGGsT0gaT1Dd+0T+X5DN\n5tWrV/nOd77zxw+g//FD/N2/+3f5xje+we/8zu/QaDT4W3/rb/GX//Jf5rXXXvuoT0M2A8kiRGvi\nb5zHoJ6IR7NrCDO2ook2dqYlDOAgFmKT7cDjhsx4u6Z4XxcWVNZg47qEGuge6KEQk7Zy6GcSeaje\nBSwh/TSQcAXnFKKOMmE6D3MxN9EsqFfldWgWoEnghOEKLB6m4kEdJTKHbVTAqMLUBt8Q45BVoJWL\n3tpU5PfUEiqpENJmhjC3K+87U+XmptAwoD0HVhWGY5kph/apZ3hFnLDMjnSqSlW63QSJQewrUNQh\nWZBZuRfC4zocx9CbAWdDnMYaMdQigZAbR1AvoFuRjUEZCxlMKeT15rsQHIrEKa5AWZONlB6LwYmh\nwXxdjo0BNB+DcwBeE47PyO9UVJGNNYB2Cd1SzEDMP4SWHfm5sCqbnmFLmNE7uWx8CkWynt22jBKy\nRQnuMHJh02smjFsQzAiSYWRC5MpzMQpR/3DU4MFBIGOTYw36mhDj+h4MRh/5VP54na6f1bUjqeqM\nSdl1BlSVkKyZsWBlaEqMnteYxmtkE4WDnZihss+hpjO1AmItIThsMDGeRqst0TfnOcpDUj2j2nVo\nVxdJwhquqzFZCVhaj6lFJca+QmMCK3pBxS2EGKmoFCikZUiUD4kLj1Rzycx5TNViKdwi9GKWJyPq\n+2s4+SzByQyBlRPqIY1myLkG1OsnDCoeN5yUnSIjMlO0IsWaPaG6cQej0aM9b1KxhcXdVzqMDIWx\nZjKuRBT2Ln55zHaeEKQlpZPjrogZSJwGPA5zzCLGPHIx6udQYoXjsgJ1i0fWhLi5iWFNUXKV9LGK\nrmlUjhqs5KsYZUQeW+x6JqVWUpoFNb3Ajlvk4wNiI4dJj1qsUCQO3vEM5l0VxSio9XS6qY5KTtry\nGGoTsqgkclfI4hUmtRV6UZUst9HiRVLlaVwtZ0VvsGDUwITEzSitnNJUSZIhka+Q5lWKdJkytdH1\nOu65FnmeYjY8jDSgpiwQKxon+gQrK6j15zGjczSSFcz5DlpZJVQDjhWHMRp6obKQ52ilirbTJrhh\nME5tdqaQpBFzYxs7XMO0YrSkw4wNuZpw0u/x46MhoTrmoLGFbx8Th39BRVnXdebn5/+T+8fjMf/0\nn/5T/uW//Jd88YtfBOCf/bN/xuXLl3nzzTd5+eWXP9LzBNdh+jQMPwuDOszMSLfj+NBIRB6lAbU2\nOBcgHsHwFoRHEhLxu02BJ5+vwZfaUNNh4UvwKy9LKlPrm1B7Q4hV/yqGUQj6Hjj3QR9B5xysvAhO\nUwpjcCCyqF0dtnWRI5l1WKuKYYV9CeiK/7R9ImzpB1P44IHIqiYzsLEIUQMet2Xm2uZUV5sJkzHW\npTtWM5j3oZ7Ay/fhcz8CNYSfGHBLB7cKZy7B+mWB7O88Av+mEL86XxKWuDaB2oEQxBIDQlNm2Vuf\nhGNTilStK0V9vwo3j6Qjnn8WNn5J8pOLDyF8FxQPnt6HS4H8fPMZyFZFqqVGUvSSYzh6CJMARhtQ\nXhG/bmcCzZ7Mn1fmQFuW+e7C16H+GDafgh/+j3C0Dos6rK9CK4KjMRyfMsOHVYHu/Zroyk+WxKv6\nziXx5H6oQ9+UjYfzLMxdgoYlUPW9JZFVmQtgtOEYOM6FW1AeQuM+wqL3wBjJHPzQgp4pBiuHGfRL\n8Dx4tCsoycfrv2z9rK4do0Wbh1OfJL6Dk6ioT+u89IKBmatUvrvE9uvn8EYjPhy+zo79iBFDdpWn\nmNDkuNxgs/a/Mqyl3LID3klP0M2YX366y+ef/yRlqTGc6vhhDycY0TnOsXc1zhzAFyoZ/kzJbglb\nU4O8VPGzHoPkLmTg2QuEjQ41fcJnB9/imZ0pc/uXWbv7i1hhi61uwP5sQGJN2VjocWamj1+dcmdx\nn1c7AZkSE+NjkzCX3GI971OZutTtZ2k6L5EoVX6sXeOG2iDTp6T1n5A7H3I03eV7OxNUT+FyJ+Uz\nZ6Y0MNn9SZ+fvHkMqcpKuMbCk+uElsGjuQrHZ0x8+wnj9jeo2CHano7/uzq5ZzI/Pcvl2AalYDSq\n8qpSwTVLLrZSlt2c6mhA/ORNhidDlJ0WS5MlOtMu+U9WGfQqqIbCmplw1UwJaj0+vPgtdhdv4kXn\nOOj/Gn60QTwRr4QigfeiRVTtyzTMkr/q+pyvBmAnTDojsopPVvSZTvqMRhHucIn04HMYaQd3Pmb2\nfwhRyozG3pDa0RhFtRi5JmP7CUtRzIWbL7KUncOddGi8tEoRm/RTjffjCC+DyrHOJ/spMSb7379A\n70cuvurjGQe46oALTous8RWaloF1rcZz11W8dMprP/4R737/dRRCapUetuWRpj+dnvIjF+UHDx6w\nuLiIbdu88sor/OZv/iarq6u8++67pGnKl7/85T/62UuXLrG6usobb7zxp36x4jgmjuM/+vdkMgEg\nnZVOLl6BqCnkJLUj4QHuECo+WBnM2cKWjRJJRfLH8KgGm0BPh5YJ120pEG5T5r56H+bekaJYK6CZ\nnwYmjMG6JznCNRM6nwDXAruUOME8FiLRyAJUqFoSBei2RW5TLoFyLH7QeSJ2nnsjkQ/ZLWi4UtQs\nW468VcJaCU/lMCzgsSqdu1JKN6zHIul6ak+6uEMLHhsyB62b0JqFog/DR3B0DN0FqFmgNcRBzOgI\niSk9tenMDZguiN2npQu0bxlyzDZrMPFBn4GrZ6DWhMYu1ErQEljuwcUjCXBI20JCK7NTa9NUXkdw\nJBuQeA5QRAqmZ2CFktrU1qFWFUb68hNoviez5g/GMEmkU67XpKC2EuhORUscmKe6b0c2WlEFRjXY\nbMJeLHB/XIHSBH0O3JYQ7rIFGCny2dvrYmM7ieR1Rp68pnQI+bEYo2gDYZr7dQgaspk5SWCYyoZs\n4MFw8lG/MR+vP1w/q2tHXNGY5Cn7toellSwu2KxeszFTC/3dWabJEqPE5GCcsFMeEBRdvCIgLlOC\ndoPp8irYCkPlAcfFCTYhdsdh9dwCilrSTiHMQpTdGGWnRDlUqXuwbBRErkJgws5pp5wVkXTKpUmi\nV8msNoaWsBRt0/X2qB8tUr2/huYtUV7Zxlt5TF4NmakPaLcOOHZ93qp43LIzbCWjpWbYZDjdIZ2N\nMTXfxEnnqCQpoDAw29wzVlGMYxqNBNfZIyxOOCYhTWG+VeAuJzT1mEcPJ2xGxxSBgc5lHH+Dad3i\n0ZzLZt1CsRO0hoNhqyhbKtmmQtpXcfU6S4ZCoSn04zp7XpWGVXLBTaiYOVack08OiLInMN2gki5h\npjZur4MRzKMaKtX5kM5MiE5B2kwYLp0wjlbZtZaZRlfJyinpbp/CzwmLBUJ1mZYGI/0I3eijmBGq\nDaWrUsQRqWcQxyrpqEp5uATJHPpSgXs2RyWjMe3T3B2SqSV9pcTXx7TinMpgjm7QQNfrGHNtMkUj\njKr0AocwKViNVRb8HD9SONpvEU3aZMaArHqAbsRUzSYjdwXNcjGXCrpWgaGl9L0D3t29jVHEnKuE\nzJopWV7+VN+Tj1SUX3rpJf75P//nXLx4kYODA37jN36Dz3zmM9y8eZPDw0NM06TZbP6J35mbm+Pw\n8PBPfczf/M3f/E9mTSBRgXEFGpl0YxULmAfqUjDmAoGKkzk4qENYwNFZ8KqgNOAlE/IMzmyC8qHA\nx4Z2aqrhQ3lbHLpyHfQqOHNgTU8h6wSsVAw9ykygYOOaFOXpEQxPZCbtr4O+KLPm8V0IbgiE6ihi\nUKEbwiCPNJgPYaMnELgfifGI48HOTXh3X2IIH7dhbImf9sWTUxeyQ7gTA7lAuQsI81pJpNhPU5go\nwkxuDqD+JtSbMgtO25DWoHkCS33Al/ecamA6UF+WjUpZwvo5CBfgzDIsZOJN/TgTmVThwNaidJqW\nBe2KOHcVAWgHoudtA1e6ECpwZMJuT2w91w5h9QiMOqBC1gJ/APsG9IHtEo4zmRs/jOBHHtQjeLQv\n+cpxJuzqWU2eo+lBtQ/VATgjkZ1VK9A5JZzNj2F1WzYtii8bnDSE3jswTmCoQF8X/2znRF6j8YdG\nMqqQ0wJdHNayXCxezVz8ss+nsKjARwdUP14/y2vHpcM9DA8YxSgphA8X2HXbqOhY4QHm2gFxPKEY\nZtSDGZy8iRWrpGXKWTvg3ExOrapwoJbU1A6mlWEPm5g/SUiUlMNiwFHpo4YeZitHtWOUaYlaV7AT\ng+X/f3v/FWRbel3ngt/ya3uf3hzvT/kqsAoACZAg6CWSIK8ug60nRSskgQpSDL3oiW9NPXSEoqVg\nR+ilpe7o1oVI3UuRhEQDFIACCqgqlD/e5knvc/vlzd8PMwkSEq8I0KBOQXtE5DGZO/dea++1/vnP\nOcccoz2NuThHVjDRT2ToxU1Us0j3qVOsu2UMs4qddyjtJfR9g4fONpEWc9gesbegg2NhjnOMGyFh\nPabWhKW2gXk0RfHOU1jdEmlxyMPqAVYrYzG2ORHtYimfBb3CE3oVpUXY0TRmcgkj2sOteJhmlbO1\nRar2NLbRYPp0mUufmiXzTNq7cziHBmgRZ2p7tKd9htkK6/0dRkmPmrbD/NUHlMMBtaMADnwyQyc9\nUSM5WSXJY5LxHqk/wC8ekraG6E3IZxRpMyeLM/qnu4zP++iOSc+pcWBV6Bem2TeeZa9XIDbnsaZ9\nysYKge4RHvbJnYwTccBiNKZum8zoJgNVIU0NtoYZ/XjMrm+hH1yhHKQU/GUMPUezx4Q7Od2v55Ar\nslWbaLMJpZi0c4TZGWGVPMx8G8P32NUrrOgjRljc0SOSrI2hNJqqxIlYwzN0uqcdUqdEIYrpDGoU\no5zTeU5nsEbNNEkPGyR7bfKsyPRgnif8C9huypmlnKlZRRynfOn663/pvfJdBeWf+Imf+Na/n3ji\nCT7ykY+wvLzMb//2b1MoFL6bp/oW/sW/+Bf8+q//+rf+PxwOWVxcZG0J4oYwYVtAswicARJoZXAu\nF9WnW6dgoyXkoi0XRj5ciOHnPfH5HbwHh38C455IXRYyGd8hlQCZOuC0oHIaSmOY1sVNSQXHwTOB\nfAH0q6J3ffgybN8VX2J1DvgYaLdh//8Jg7fAPQ31HwK9LSXikS3EstkBfMKHeCjmGoEpJeabX4SV\n16A7Bw+fE5/hH9qDH38EUx7c34ZXfOl7TltwFhk90kOZLT4MRPd734GZTWg/hGlg5SqEL0nZ+vQ1\nuLIKjOFgHfp7YDah/KK4WdWrMPO8qJItG3A+kg3BjeS4/21CsgyPqvIePhfAyUjcu4z7Mka1sAjn\nn5YN0eoI7qxK6enJfbi6Lz7R27pob4+HsOVIj3s9g5VYfJjjMex3ZdQrvSN64wbQOQtzJ6ChwUwP\nWqm4SlV3YHgINCGvQG6KUMzVEGomJFVIykJ6u/2HcO0t8GqweRWGM1BMwdDAqYBZAbMto2D9MTwc\ny6aueXzduDFcjcDVJ0H5r4Lv5drx8bu3CaKM7W5ImOr0hwVWr10mtzX02XfQnryF6WvU7lXo7J1A\nj6exYh09j7lcDnjhREylodgzHd4zF9Ezg/KOi3vXJWLEA+MGN/QtzPaY8tUUq+nTHsUsHUSUYps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Iot9NBCC3XyNCPQfUIjRqkixdjCiDTcSMdOcrJYQagwwhwVggoNCE30CFQaoTKIs5QkhSCF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\nKE8wwQQTTDDBY4L/P4bwY7In4ol2AAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, ax = plt.subplots(2,2)\n",
        "# ax[0][0].imshow(v[0,:,:,:])\n",
        "# ax[0][1].imshow(v[1,:,:,:])\n",
        "# ax[1][0].imshow(v[2,:,:,:])\n",
        "# ax[1][1].imshow(v[3,:,:,:])\n",
        "ax[0][0].imshow(v[0])\n",
        "ax[0][1].imshow(v[1])\n",
        "ax[1][0].imshow(v[2])\n",
        "ax[1][1].imshow(v[3])"
      ],
      "id": "e8112ebb-74fb-4611-a613-dd45fad3475f"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "frames = [frame for frame in v]\n",
        "#frames = [사진1, 사진2, 사진3, 사진4]"
      ],
      "id": "31eb5001-5dff-4e08-9153-50dacabc5e75"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "imageio.mimsave(\"sample.gif\",frames)"
      ],
      "id": "aba876f5-52ea-454d-900d-10b95f0e889e"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "outputId": "c66dad70-69d1-477c-afcc-cf01815dd426"
      },
      "outputs": [],
      "source": [
        "#IPython.display.Image(\"sample.gif\")"
      ],
      "id": "e53d9dcb-5f60-4b52-9a9d-259902a1f547"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## D. `np.clip()`"
      ],
      "id": "9fb331ff-2c5f-4b25-82dc-1d00e6aa91c4"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "outputId": "ad47be22-f257-4674-c6ad-de0ae3005426"
      },
      "outputs": [],
      "source": [
        "arr = np.array([[300, -20, 150], [400, 100, 0], [255, 500, -100]])\n",
        "arr"
      ],
      "id": "c17ce820-2ca6-4299-8e22-5ab204c766ea"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "outputId": "cac4ff23-1661-487a-bd22-562f2b3ea2fb"
      },
      "outputs": [],
      "source": [
        "np.clip(arr,0,255)"
      ],
      "id": "b95aadfa-ed24-4e38-89b8-a3820aa1eb4f"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 4. 살펴보기\n",
        "\n",
        "## A. 다운로드\n",
        "\n",
        "`-` imports"
      ],
      "id": "cd91ed4b-cf16-4a1d-8337-b5c8157ed14f"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import huggingface_hub"
      ],
      "id": "bb193f0a-5bdd-43dd-81eb-13d7d12808c0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 처음에는 `/root/.cache` 에 `huggingface`라는 폴더가 존재하지 않음"
      ],
      "id": "7909050c-da76-41e1-9546-436122b69bfc"
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "outputId": "125698d9-3c41-4c45-fdaa-ae8d5a083b9e"
      },
      "outputs": [],
      "source": [
        "file_path = huggingface_hub.hf_hub_download(\n",
        "    repo_id=\"sayakpaul/ucf101-subset\",\n",
        "    filename=\"UCF101_subset.tar.gz\",\n",
        "    repo_type=\"dataset\"\n",
        ")"
      ],
      "id": "_CDEwkdk600c"
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "outputId": "7616dd5c-a58b-4440-d4e5-01fe14913467"
      },
      "outputs": [],
      "source": [
        "file_path"
      ],
      "id": "uqlDMRYO8zno"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 위의명령어를 실행하면 `/root/.cache` 에 적당한 폴더가 만들어지고\n",
        "`UCF101_subset.tar.gz` 와 같은 파일이 다운로드 되어있음\n",
        "\n",
        "`-` `huggingface_hub.hf_hub_download` 함수의 역할: (1)\n",
        "`UCF101_subset.tar.gz` 파일을 다운로드 (2) 다운로드한 압축파일의 경로를\n",
        "`str`으로 리턴\n",
        "\n",
        "## B. 압축풀기\n",
        "\n",
        "`-` imports"
      ],
      "id": "e7e6b3bf-274d-4bf7-aaf5-0e2b481aa47c"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "import tarfile"
      ],
      "id": "23eac77c-02c1-4333-9424-dba640af82b4"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 아래의 코드는 현재폴더에 `UCF101_subset.tar.gz` 파일의 압축을\n",
        "해제하는 코드이다."
      ],
      "id": "cb07c224-b02a-4db1-9324-ed5735b032c6"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "# file_path는 다운로드한 압축파일이 존재하는 경로와 파일명이 string으로 저장되어있음.\n",
        "with tarfile.open(file_path) as t:\n",
        "     t.extractall(\".\") # 여기에서 \".\"은 현재폴더라는 의미"
      ],
      "id": "6pAHqcKg9LfD"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `tarfile.TarFile`의 인스턴스 `t` 가 가지는 주요기능"
      ],
      "id": "82ea8f39-3105-4723-ab3b-44c37f2b3b6f"
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [],
      "source": [
        "t = tarfile.open(file_path)\n",
        "t.extractall(\"./asdf\")"
      ],
      "id": "bCFML9DT96Kl"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `tarfile.TarFile`의 인스턴스 `t`가 가지는 덜 중요한 기능: 더 이상\n",
        "압축을 풀고 싶지 않을때, `t.close()`를 이용하여 `t.extractall()`을\n",
        "봉인할 수 있다."
      ],
      "id": "06bed68b-0000-4494-be28-55b5ed55f01f"
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "outputId": "70e062a4-817c-4f0e-a142-ee74bbb5f29b"
      },
      "outputs": [],
      "source": [
        "t = tarfile.open(file_path) # t 오브젝트 생성\n",
        "t.closed # 오브젝트 생성 직후에는 t.closed 는 False"
      ],
      "id": "hXbHFj7V_xZw"
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {},
      "outputs": [],
      "source": [
        "t.extractall(\"./여기에\")"
      ],
      "id": "giHBcJNFAbk8"
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {},
      "outputs": [],
      "source": [
        "t.extractall(\"./저기에\")"
      ],
      "id": "F17qOiBJ-x-w"
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {},
      "outputs": [],
      "source": [
        "t.close() # 더이상 무분별하게 압축을 풀고싶지 않다면 이걸 실행"
      ],
      "id": "lrZxub2x-0Dl"
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "outputId": "759515aa-e17f-41b1-8f84-b5b17a566861"
      },
      "outputs": [],
      "source": [
        "t.closed # 그렇다면 t.closed 가 True로 되고"
      ],
      "id": "GuYUt1o3_XCZ"
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "outputId": "c6db1785-bd49-4067-8278-c368ce4a00ca"
      },
      "outputs": [],
      "source": [
        "t.extractall(\"./또풀어\") # 에러발생"
      ],
      "id": "W0xL8OTLAufx"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `tarfile.TarFile`의 인스턴스 `t`가 가지는 덜 중요한 기능2:\n",
        "`t._check()` 은 t.closed = True일때 실행하면 에러를 발생시키는 역할을\n",
        "한다."
      ],
      "id": "728edfa8-93fb-48d5-a24f-c80242fe154a"
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "outputId": "9505597a-bccd-400e-b0ee-352d40ac2f88"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "False"
          ]
        }
      ],
      "source": [
        "print(t.closed)\n",
        "t._check() # t.closed 가 open 일 경우에는 에러X"
      ],
      "id": "dkTuhMK-BXwC"
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "outputId": "42388865-bec3-4f17-f83b-b0b0b7122bd1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True"
          ]
        }
      ],
      "source": [
        "t.close()\n",
        "print(t.closed)\n",
        "t._check() # t.closed 가 open 일 경우에는 에러X"
      ],
      "id": "mpDAdE2SBY87"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` with의 이해\n",
        "\n",
        "*아래와 같은 코드를 작성하고 싶음*\n",
        "\n",
        "``` python\n",
        "1. `t`를 만듦. 즉 `TarFile`의 인스턴스를 만듦.\n",
        "2. `t`가 열린상태인지 체크 (=압축풀기가 가능한 상태인지 체크를 해줌, 닫힌상태라면 에러메시지 발생하고 진행중지)\n",
        "3. 압축해제\n",
        "4. `t`를 닫힌상태로 만듦.\n",
        "```\n",
        "\n",
        "*아래와 같이 쓸 수 있음*"
      ],
      "id": "0a15a37b-23fc-49bf-bfbe-8611756eb18c"
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {},
      "outputs": [],
      "source": [
        "t = tarfile.open(file_path)\n",
        "t._check()\n",
        "t.extractall(\".\")\n",
        "t.close()"
      ],
      "id": "MXGaWRAyCqUV"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "*위의 코드는 아래의 코드와 같은 효과*"
      ],
      "id": "c3b82c8f-2612-4d78-aea6-414004c8ce30"
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {},
      "outputs": [],
      "source": [
        "with tarfile.open(file_path) as t:\n",
        "  ## 시작코드 -- t._ckech() 이 자동실행 (사실은 t.__enter__()이 실행)\n",
        "  t.extractall(\".\") ## 본코드\n",
        "  ## 마무리코드 -- t.close() 이 자동실행 (사실은 t.__exit__()이 실행)"
      ],
      "id": "EGWLWodIFn_3"
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "outputId": "b9571008-a79c-4aa2-ee7e-52f611848733"
      },
      "outputs": [],
      "source": [
        "t.closed # 예쁘게 잘 닫혀있음.."
      ],
      "id": "uO5buadSFoEk"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "> **Note**\n",
        ">\n",
        "> `with ... as ???:`에서 `???` 자리에 들어가는 오브젝트는\n",
        "> `__enter__()`와 `__exit__()`라는 숨겨진 메서드를 가진 오브젝트여야\n",
        "> 한다.\n",
        ">\n",
        "> ``` python\n",
        "> import tarfile\n",
        ">\n",
        "> # tar 파일을 열고 자동으로 닫아주는 with 문 사용\n",
        "> with tarfile.open('example.tar.gz') as tar:  # tarfile 객체는 __enter__, __exit__ 메서드를 가짐\n",
        ">     tar.extractall(path='output_folder')  # 본래 코드: tar 파일 안의 파일들을 추출\n",
        "> # 여기서 `tar.__exit__()`가 호출되어 tar 파일이 자동으로 닫힘\n",
        "> ```\n",
        ">\n",
        "> 위의 예시에서 `tarfile.open()`이 반환하는 `tar` 오브젝트가\n",
        "> `__enter__()`와 `__exit__()` 를 가지고 있다. 위의 코드가 실행되는\n",
        "> 원리는 대략적으로 아래와 같다.\n",
        ">\n",
        "> 1.  **with 문이 실행되면**, 먼저 `tar.__enter__()`가 호출된다. 이\n",
        ">     메서드는 tar 파일을 열고, 파일을 처리할 준비를 한다.\n",
        ">\n",
        ">     ``` python\n",
        ">     tarfile.open('example.tar.gz')  # 이 때 tar.__enter__() 호출\n",
        ">     ```\n",
        ">\n",
        "> 2.  **본래 코드 실행**: 이후 with 문 안의 본래 코드, 즉\n",
        ">     `tar.extractall(path='output_folder')`가 실행되어 tar 파일의\n",
        ">     내용을 추출한다.\n",
        ">\n",
        ">     ``` python\n",
        ">     tar.extractall(path='output_folder')  # 본래 코드 실행\n",
        ">     ```\n",
        ">\n",
        "> 3.  **with 문이 종료될 때**, `tar.__exit__()` 메서드가 호출되어 tar\n",
        ">     파일이 자동으로 닫힌다. 이로 인해 파일을 명시적으로 닫을 필요가\n",
        ">     없어지며, 자원 관리가 안전하게 이루어진다.\n",
        ">\n",
        ">     ``` python\n",
        ">     # with 문 종료 시 tar.__exit__() 호출\n",
        ">     ```\n",
        ">\n",
        "> 이렇게 with 문은 `__enter__()`와 `__exit__()` 메서드를 가진 객체를\n",
        "> 활용하여, 자원의 열림과 닫힘을 자동으로 처리하는 구조이다.\n",
        "\n",
        "## C. 영상확인\n",
        "\n",
        "`-` 코덱문제로 인하여 `v_Basketball_g01_c01.avi`는 재생이 안됨\n",
        "\n",
        "`-` 아래의 명령어를 사용하여 `v_Basketball_g01_c01.avi` 파일을\n",
        "`output_video.mp4` 로 변환\n",
        "\n",
        "``` bash\n",
        "!ffmpeg -i UCF101_subset/train/Basketball/v_Basketball_g01_c01.avi -vcodec libx264 -acodec aac output_video.mp4 -y\n",
        "```\n",
        "\n",
        "`-` `output_video.mp4` 를 다운로드하고 재생\n",
        "\n",
        "## D. 영상 불러오기\n",
        "\n",
        "`-` imports"
      ],
      "id": "75daa5dd-6862-4e57-a798-b3e3abf5af92"
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pytorchvideo.data\n",
        "# import os\n",
        "# import pathlib"
      ],
      "id": "a39eec07-17af-49af-8dc1-2494310782a3"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `#`. 영상(avi) $\\to$ 텐서"
      ],
      "id": "73469305-0454-4d92-b7c0-97de633e9e06"
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [],
      "source": [
        "_train_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/train',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"random\", 10),\n",
        "    decode_audio = False,\n",
        "#    transform = train_transform,\n",
        ")"
      ],
      "id": "cb048548-c045-428d-8f66-26bc744f8433"
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "video_cthw = next(_train_dataset)['video']\n",
        "video_cthw.shape"
      ],
      "id": "b271d7b1-6680-46a6-a756-c212c35bd84a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `#` 텐서 $\\to$ 영상\n",
        "\n",
        "`-` 차원변환"
      ],
      "id": "ce89849d-788f-40e0-ba9a-0ed56ce99d18"
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [],
      "source": [
        "video_thwc = video_cthw.permute(1,2,3,0)\n",
        "video_thwc.shape"
      ],
      "id": "8815db51-ba34-43e4-9714-7d56f455bf61"
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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U1G9+nvJc4rNPY2UAL+wC9340Loggshwzpdh9n4VeyeTVETQzB/jFGch6GGOw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UASCoGLMpxg4BxTMObYgaC0kB0W0im55GfzsdgkWCdcAxqUtpC+m/C52KoM4/ezGxF1qA1Z\nMjGxiW4oBHVTYHmsPUjhVdc42vULyZ6gXvzisKJU7aYwIRFwyAl3RReynQw4lBmTzHjAjH1mHMGY\na/QOW+g0gWHaPIeWaZUYc3KbfUaMnYmKBEBBKTBhwRASeNi1Oz52Ej/O+9YFwd5xd+0d7tpG/RRj\nIFXBbKxbtSxgY179uajpKYIQSYuHMbNF2xxBHDBsR7z44AVevHyBTz//FKcxYA5ASQVZkvo8lKLZ\ngkl0lhXAPAA7Cuk+bjR2YkU7v/WKIyVrVuFvsnLwfsumMlzXUf7dfyep2rV3fP+Mmv5bLMqgCsNi\nTF1h98shf/3k6sZdxBYvGK1a+HyvTcN9wBzhocpsGVzny5IorP+IkIVRiidJ1MUQsIKJUpBBGFiL\nMTIBFFkFDSoQLkAo4MGRVrIM0IwweDkKzags5gMRw4hxs8O42WmIb2i5Npi9snFr6KK3Fq/QlA0U\nquHXOlYrmugQWLFrvZaWL6l97xdBN372NDO3lc7spjyWIeaHor+Z8MHQNjX7ohaWM41aLUKW18Z5\nkUf9gCCdr1Ftp3jKODXpVFrqED3y795Z0kxahTysofVTWZmmFBzgir6wl4AHVcWhmne6tcCtVEVX\n+DNUZfmQ1dc1ivHIqXWWrK7v0bXzBYiqYg3p8oVQd26HAp0hRO02F/dl9dN3c3uvBZLF2lthviWM\nWOFltHnSA8jeudIRfr++rQWOioys2iCiygZzqaYeVz5VC9K7ZysElTMwhEYjzFwTN2kW0PZOHh3S\nZ7tr7e4QkY7AHNIchkHNNDlrrQ8BIKVGbszTjJMknJAR54i9HDBhwgknnGbBKWkG0AK1N2tfY/E8\nD++cphP2+wd7voaIHo9HMGs7FM5Nqvmb7Thys1WVIkiWmttfkGC1Smoos0HzISyYMKFl4u3Hn7tz\nvT/dpusLSpFS+4yDJtGLuWAIwMM8YeAtxnHEnieMmw2++OUv46tf/T58cHuLzz//HPO3dsj7QfOb\nZEdvtIJmdUaj1nZ/DzU1tXZBdBlzT3ivTMweP2ntDWQF/yyMk80sorbz56tqPeTc95vvr8OBxc7l\nOl4tx4Fn0ezNMIv+7ra1mag3JagZIdWFvjdzOWyvmjYvruvfxyMlfH5oGHo9CfM0IVvKdk+ipffO\n1SmMmBFD1PBto+/D4QB5eEC5u8Pt7S2iVf8exxGBAzZh1GyuRXCaJ3v3gM1mwG63w+3NLTabLeZ5\nwjxrpIoXAm353VGTdNVBXy2oet4yEd26b9f7nvk3dSm81VRaMM/qD7bgnawKXYsmMadmmy8kVtOk\n1+5W26VxB2CJ1HThD0Obx66k+LV+nIlr5XDNjNyvqz53UIUGlOYcOqOTj+yeOefF/as5yGi2Nxu2\nCLJzOuzfaf2Ol37zrU8o1s8ZvWb51++Tcoua8fnXz9W1GXAcx0r76zlW75lSdXKt/iO1XY/vd4Gg\nz96eiyC91wLJaVcw84RsIbMSNOnyXASnlDGKmjyKCCJRjVXoHXRMaK9ohW9BoKYdoKInPmKdAzMs\nuEH3bQGtiLaYGceu1wLuar+WqHpCgZYE19wJhJQ8WyAQAtkibY6sFZb1rdRYfzHn1QUaIwWbNCPn\ngikl0ERAypBUcOoWyl8VYIOCmA/IGJBpwCQRD64CYKsMKwKJMk5RcNhk1ZRyAVJCDApARmRlWABC\nYhCr8DMOo0YBCWEbGcnSu4dcOntxxAx1HBQAxMAwMIgyhAoyZjXliADIxnS0r9i0Y2WY2gbQDA4F\now00kUALspM6w1JBYC/eRQgxY8ME2u1AJGqiSYIJCSInFAkAjwCPKBIxz4I3b/a4f33A4e4ECCPK\nBoMJH5y1fcyELAEQMyCQVxxmeHLapnE5sieayi/r+w5dFAuRoxQMrqEWWkNikXWgEouL2nA1VXdF\nI1cSh8rQVXhT4nWdM4iA46BF4MJgdxdwKCC2HA2u8YIMzhdFvYyGtHKsSuAMpXP9SeCBrSnNiIER\nBwHYE20xYlDgXNCQBMpkT5VaiqBQMdMWuYILhIi43Wr9ItL33QTWknAWlVYZdSRQtCgxJpwcxqfZ\nBokR8wxOGXl/hASGYMTV1QjmLUq4wXY7AEQYRBWIKWWUuwk5v1CfirxFSRNKytjFQR03mdV+6M1A\nUI3dEUT3m/AxFUHmgMK9UC71j55SGmEZkhUGoGBGFs0QyxGgAGxAyLk5GTPpvNXq6EF5mJiiA/XN\nIY/+yVnraRVYkkbCKCYogBCyC8mtfRBgOyiKJQOMF6hpCJbvaYhSC1lqThk17Y1DOFMSqz+JH2DU\necAd1O0UA0It9udN4gCIoZSCuSqzIQRDGzoURARZPL+OINgcEHGzk8+FlouqF8I56Ltz4FqTJpkS\n5mtNDdmGmaO7xclb7jlw6nv3inOZUJ1nubSub3U4INHMs1bcswIpJusytzWnITWCZDS2zj301FZ6\nGnhie68FkhQEoFylYRHVM7JIdd50a6BmK718nyqUoAkrlY6lCSXU3aMngv62Hfrdo2MmlFioGjWC\ncs3Tr1ENsb9Xk8b1TVYv0TEkoq69dmwopUtexDWls4MQgOA1yCI1Eph2EBAmZV3QxSyAOINZodsc\nMlLMiJGASUBJU1/DIi5gURaa5EkZioa7qs0/soYC5oIa+aCeCQxBQbJF2sM0hc0mLRmBdcEk8Ukk\nXaSTMkSBR0FkXRi56x/TBcjOJ9KngiyBHRM244BjVEYM8zNJc4ZYVgiAMU0JJ5px2J8wnWbkWdOU\nq1OrZm4kr7wJ8yQTFyi4znqNqEE3Xd0vCAhkmp+FNNY8EXXoWz4dRfgaPuIRaE4bPTNwGipkcTJe\n4wma0p4IIG5ESPYsECOTifViC6ks/VbstK6v/Qeli945sl8mAHOciwBHu9bh8qpBuPRde6C+N3yu\nMFomS4GiEIi1LwRAtLwVagLIthDYJCWAI2uVUpLqHwLRjNA5J8ictHhiSZYUS727hEbE0TICF+B4\nPCInQ0OwRQgJTBsQBkAiArHSYNfPnlysxk9I79vQnH+zKHrkY1CFqrMx9+MFHPSvCvtcTw9RRzBn\npRmxnEtuzlw7GLO0LKxsjxCx8bP3CMF4XZEmHHqLRMcARBAGctYYs2wZs92nhNiFB9QqumGRxn25\nXXTsJan0sJ4SjYrqydXRXgUJNpqVrv0WrUmlLvjBVhlVgrwtWPTZajTgzt4FRSdiN3x+beXipIJj\nvVHfmVXNFrTwGVGfqdUxgBaCDiqirAMo9Vy0MbMGKS3q7x53wJf6+8ntt7lA8r3c3t5179dWzT9F\nBYDsC6JIhUMLCoJkAGzYjRIxEC0KyEM+m9TvWsThcFAtLAR1PISG3DFrZVNHedx84yacYEiJm6P0\nd17Mu9qM72h73kj20KlrPuwM39EJ0eRap2nCb/z6r+NqHHF/fw8p0swrEsCSLTkXgTu7+Bombt/P\nzW52RWXQl9rb//ak/fqxd161qTJQl9Dtd7hZ8DsYAxeqf6ttvTlg/V5ulnJYW2p6e8E4HLDdHjQy\nJWiGZKCRaMvJwoY2DQjYQkTNIre3t5jnE6bT0UwfSh9Lt8u2PdV3PSTPq+OXzFm9qbOnG41es6y2\neFxxe982F6QejUj7LbopW32E6RH1Us1yX6++MIDfnfdfm5e+F9v7LZB43xvU1vHR/pT6WXv6rsfQ\nE6MB5uCqQrxFcLjkuiQTWj1S7ECHjFVpM1PL4Eom+bsQuyChHpnp/r5DtywYZGVODK39g4Dr3QYh\nDogxWpEqZVav3kw4nbSqacVlGJqAqyRIOimcXmYQB1CZgfmoUnzNC0Nd57JpurHCuM6EVetpI+QO\nvgyvc9G0JVWQCFR0IS6WYAyikCOzQsgaXUFqbiu00KZV8WtxbywEETXAjZapNxcglYIRgg0BOxII\nMli06B4lBg4P+Nav/Sq2w4Dj3ecYy4zRwsY3WXORBGhuhMioafU9eZEZ7tq4uoaCXhRsIa2ah8qd\nVv06M6f4gEO0PkjtdekIUxYEVNNqG7G2CJcCiJoU++ygQlwzcjZcw8ake8xC45Q2X3yW1LbbP+35\nHrkBQIxSM+hiMX4L9VPa/iKDB/u81YeLwNKQhxVvUDzJtUIXOGGwuzs4app37q7SZH3CBMQIHjeg\ncQMKI0CDJo7jCKZovj8JgTTJYeCMcbxCDBsQDRolVXEx7q1pTSAnhtcMEbTzpVMMsOpHUIe8dm8s\npMqHJtqTep1T3JrFeI8zlmZqpUla7JO0c9oxc0g2HtaQnm5fstbrMbO7I9kRHkNn/iAiRp9NwFiK\nYai01SsymoSsM1m0Llp0zvnSb9eR9hVBDMjwnmp3KzbvhLmmeHf/NUeavF6TBqt5jTOGGuWo+poB\naGnhu3Hj2tZeUOnmhAAtCyjgq13v8O9ztvYfCSDuE9RmEQM2nstgCg3h1urVOl+eL7k+d/16rwWS\nyvgc5rz00jZmiwAH2+rQmqApHZ+T1XXu9KPMGgu6WAsTCx6KJugwtct8HbrQrMW74dLfp7YVU6v1\nXqQo82Vd8HfbAeNmh91uhxg0jfswDLifv41DnlGSt9QEEhSgJEhiSJghcQIkAmUG8tQgvgAsoXZl\naYS2DPW1NtzG3RY6dGNK5tCWa5ZFtsFS3yBdRLi2lNraW1zWoUYX1IQcPdhyoA5sJeeh2vAAYCRg\nWyMMNJEVpRlyOuCzb36C7RAxHQ7YloTBBJKhCGLRRNuRNMggWxQKkwpjGpZK8ErQJhZ0zKMz4hg6\noYtCae9ojK6vbOqRKOho62zrjhdb4koVXkzokU6ehC9+7XdYeysdr8nPr68VWH2Z8v/7NrcZQL78\nUVjd0MmDV8dNY+sdX6kXiF3gKmhx5B2dYZnDx80NagLxG5ohrPMDyPZMjhFh3IDjAAoDgAhQBPEA\nRlSTnxACjYBkMEWM4xYxbkAUqjDceqjvTLG+6BddDxPVvmhO3O2MivL5p71IO6cTPwTL89fb2dhi\nubh4+nZddPtxZZvrJjT5b9aH7pnAUmqadw/XVVOvtPDdM8SntWphwq5CcDu2SA666Keu3xYvvuwF\njWySOgeWAoluxX7TRI2NoLxAn57tQouNtSGcxc4rHR1Wgbpr0aXyAZVG6n43xpXHtvvq+MiSxFDj\nwdD3rs/VlXdO+11wdvyp7blnvtcCyXd9e6YU9/5sYknKBHMRTBnIUNvodrvFze0LfPTRR7i5usZm\ns8HV1RVePfy/cZrVkz0n9c8gZpRcMBf19E4howxWedMXVTIHXvbICm0Be/wmsICSfaJCCtbwMoCq\nWdgXrAdnEWFjnLxB0c8g/yqU6KaOjK3+CQCEEBEktkkNjQQ4HA74tV/779jEiKurK7wYFLpXfx/1\n+QkhmABLVXgA9W1sTOkpwvO+7BedPoLIGfZ5n3Tv1yMbHcy7ML/BGNBZm1pbQb8Np4htGmGlL9hH\nUKgmG8BWEdiF/BgjNpsRu+trjOMIohFFRhv31mfM5iFFasq5ubnF3ZvXGMcR+XSZVn18Synq+LiQ\n3z0K5en3OY+qePrcdxnZGsX0P8i285gw0m//o9ryf8a2FFR7mun2ibDMX/P0mF98SMcX1iiNH/eo\no+/V9ttfILG5Rt0AdWjvQqr/Tdy+bfQUIbh8TfVcV05r7QJqiIpLy7L6+1g71hsRYRg3yClpLZ+Z\nMIuaII6v78BTRphm5HHEdtxAbm+xyTNux4BRAg6hYC5iURMaOixMAGUAZrtmWL6RJpCQJddiSHVG\ng9j5Aoikro8SFBotABJqThLPBWC2rQVihdZXrrnWdZZg0LRUIFonEXWivwlIVpMDhJpnopBG5xBn\nc+SdIWITEeq8KyljygCXCGxZIfqg4YRJJuQ8gQYVGNjuLQIUUt+SQjapXRAgMxGIMV+2MGRzIvZ+\nFtP+/NpCS9CaFzbJnjJ7BKqhAuoQ2mtNzUG1ryTr4gqgmpwIdEyk1xZL7V8dC1LNUpzqC6Q6CZpm\nTg2JkP4pi9otFxYiUerSo1TNK4APpwuzeq2jae3yUn9ps7E5B0ovmImoUMFaaC8XwSmp4QM8IMYt\nYhxBNEBkBCPAHZbZEnCxKDojYcTV7gbb7TXGYYfjPEIkwc11UjVjl+bFtH7rg5LrfiZqoX9WGwXe\n16J9rfutHzX3B1vulfa+nktEqFTTKMyEpblISht3u5c7i5eCmnSyeJfXV+iFcXO+JcNkxEa8kCGa\nmqSv1o2BRqWRT/pqwjXRmYB+AW7CNdDo3mj7uyRFL0SBCkEBXDzPQxOcHCH29/fUAmKJrsiS93nn\ncemVlBUqwQLQYnKjagdVWrEvZIL0I23vu8IVOaVRqT/q4yyNho2GwO5bEWeqbX7O9lzh6Le9QPKo\nvtyP53fjIbbJM256JsD0wgiwEEou/X30fmdUSODtFjRNKOWEUiyzIjJOb95AHg5Id/dIzNiNI/Dy\nJYaUcRMJQ9bkae6USKKCgnDSpEjQsN/AQIwNYu9DxWpzDBpU84NADGnREzQ9plYbSaiW7JqxrsUn\ni/0FOmHEhJXe3OY5U4SaNudTdOGcyR5KqgmehC2dNhJAyZx4vey6JjkrBUCZkQuQKYIw6DszQfKM\nbDnHgwQEBAQia5sxYzOSN+jWaKCYEzFBF29Rhu8RDy6g+rUurDmyAahA4ou5J57Sprd990PxgakR\nDP4da2bWhJUmcVi/9ly5CiQtPFfHqxOMLNLG7VRS21gbB0DDtzvC6Tbq/noeDOnO91/6N1R68Gg7\nGKW1uy+CUlFpjqg6thJpjptiWUmnlFFIBdEYNxgGjZyRMjbkD5pjRABwtkRooeBqd4Pd9hrjuMPp\nMFThrubspA6cJ1gWWRcSG7BOFhFWzzPBW+mIPBakzSfAfIHYTAnWf5BKm2568DEUC3su7vbu84tU\nMCDbr5+O9xHMZAF/ltGrC7HGI4KTjrhgQqDA6n9iuVaqgOl+KzVyptcmuxFc+Uu9i2nhsW0tiPR3\nZDFtoUvnT0Tm70b1nJbT5ZJA0nKL9CgqAPSRVlhQtk+ybn7Jcs2rQyLLq10Y8a3PdOtZwflCUjix\n99B3eod+/b8Eku9g+65IJ791NpdqW9KfaOm1UVN9+++e+OmYBaec8fDwgEMpOJmxNciEgIzNpnnp\na1SJwC21feTHUhDsvlVEg+Bekf8jojDqMx/ZOl6MGpEUGUiouSqs6joATWo3DhoxRNT62fMUFIvr\nF9HoGxgjfsxk44ufJ2fSLpPuHHTXUNfHXS93/gZMzXFRV68u4ZS0CCl/V9d61iabKrvxZSv227ZL\nUUUOCYtYPZq6cC0ZMTpTU5Nw4HJFvf+aftp9ygXaukwDIu443ca/0XkEUaxVg32MhmHA1dUVNpsN\nmEZAriqKItlpgYGTFrwiGnBzc4Pr62tcX19hf68J0XyRqohOl3gOPk+gQm/fHa1/u0Vw1R+XfEjW\n27uaO87G6Te5XTTZPrJdMiWcbx2B/HbYpEcYZPXDJR8SWZhsquLzzM3n4tnxC3Ptu7291wJJW/b6\nQeH2EQE8QVB/nUu51K5624D5ky7Cf7I875K5s5dSl1L9isDO/kq72LXKp5uw2E4ZOBXCyeCVIKpP\nXgthFEVCbhkYU8FwnEAlo5SEkg5qr67eX0kXyJrtQrNQtu99v/qC674k3WLjiEDfctOcBT3S4Uy2\naEIuwDTOprFLvRbLQbX9hQNap5F7ZEV1IiWBJySz2Is2blngWe1j1+7tQNiOhMj6o+XhBVhAkdRM\nQ2YSYVY6LEuhqO3L+bGOPvX4hYWDOrxDLMqBWu9UNMlvAFQnw5q7p7v/QoTs2lbv4pqzrZ8dyrtq\nLIxWqJ1TkQNbYw05ckGjnwlVrBL3TF500aLPfOR8zGqEwMIZVCyzi7ZpIkZGQfG67HAmrH/ZKm26\nUEcWxlu4LfhkxTyHISLGAKYAslpFQIGkUhGNzFKrFiNG0DCChg0kRIinjEotK5XTf7FaFmSoVO+o\n3Gi0AuoG1TM8r2mdv3VQBCgahk+ipTYqKiEASa6CKYjdYmSzveVH4k6fVmGCWpSNuNDr46ACcFVE\nxGlIb5aYkDhopAlM8GXWxG3mP5WKRcCRQMwcrP8pKkcr+usxryyE9DZNnjoyYy2zQZbSHxyrc6r+\nzpBSkKiZ34XY5oQXfHTFjOu89RpdWmbBzLWs/CaDMHd1hNah6EKepqFrcP3bO3p3PiSOHBvS2qaz\nMVhyBUbHIrNUB2Am7nwBPUutCTlEtQDquwil+ZlyzHsukHgIZ5c1RsuqmuTosTEMSPO3rhPbT6dz\n0WD5nG7dW68JWOpcvVS6eJ70sHE9e7UvWAYn+8JaWvjaBYnosbaLAMcMnDLhWNgSbBEIES/B2BbG\nKIwXEYhFUKYDAidAEpD3rS3SZiwhWac1G29rkguALoD0WqYJJwSomcav6P6xeORpfatCZL4HqMKG\nAJX7+YSrc5PcY6ElLvIGethjRRUYZtO1hHr+xn1ndgLJ0M3/qw1jtyGMIdvzAOEMCuajETRJVyHz\nq5FmWFiiJMCSJlB9YpyxobtuUZG1og8wxuxlwZoYAXiate4aUSfevDZLP7It879yE0YWgmUTNn2y\nrMTqRcRajTqoCeKcT0oXUWD0VDd790VitKVZQoeodGza6Vbsf8FMhEyhmhh69u4CSQzRivfpIsjE\nyFaDRkj9pEIMGOyjAknQcgFFULIgBIuNMt+kIgUSB2AYQeOIMozI9nBPKlaq5OFomVTkK9TRhdE3\nrMVQkypglG9RaVLO2AXVuOhgypOAJFS7i/cBFbKIM12IuPfTEWkJ+Sq9Map1SbTcgxcFJaKaO6HX\n3AsBM6EKJOL1iJjNkVi/p6D1hTKoCoW04iNAv0C2ts6FkaVfzJ/eSlEDlbejUGuH/y4sSNyirpJF\nhZVSqkKwNr2I+1xJ+z0Hj7AhTMF6vuOZtU1EyDXut19DSPlwGxlUQT106CB1fMbNYOTroh5OoXSR\nPq3asr97H5AgnfD07H59JrLyXgsk/9f29FZEcH//gNOcMaWCydh1AGNGQjCNZZoyZmSccAK2Vxho\nwDiPOPhKzATmjEi5phZf5DeBwczmsNjD3V5fiDt7t1SY2f/Wny4iVWsN6HuxPTpfjIGKAJ5glQjY\nbEeMQ6zXujkmxohgTJirMBYWdYjW27tCoY9C5svufPt9untV3kWu3fk5pLgRnXuX/HbamLuiltRM\nmUrjGQWpCtYhBGw2G2w3G+x2OwCazXeeJpxOJxynGa/fHLDdbhECaXZXMWeBzsfA/bNKKchJnVtV\nYCxVyCLR0gaavMxRpw4qAVAXoX7RkHM15X2ORGnRed+7CI/fspusv7g0eEmhPbvg0a2P5rp0/P+M\n7b0WSJIoLHmaJk0DXXNumGYNqpK3OGQI1PFUxZscwaoVLWHnLDS8TjAl6mhB+uO2IkjTtP15BdCa\nNaSFqbh6k4tFYzQHIiZGCKZlBHWo05o4nfnpEmRmDM497osQjqlgyoJZvPKBIALYImMHwoiCrReu\nk6ioA1CZc3WUMq1dfenMIQtBNTKyyARvA5q2KVBnN6qFEoBYoQZBLgyPwFCExPN+tFWRusHozUHu\nQOswsRYHc22mSw4lbu5B/Q4yPxo21EVcewAkCyQVSNKERMG1Pms1M7ALEZswGCqRQUIIHFSTFO8N\n05ALoGXk2d1mTHBzohKDdK2vFibIpYAgmmij9vBCrOsqXItr2mgolKModcEli5ph1PsVYpA5OaI+\nwbQkH/PqgKu5NnRhzZUmmbvnmrAGgiUCY6NNbWPxZFcCgAIKMeZKe9Ymg8GZm/8RUYRIafRlghQH\nHSAhvYeQms9yotqWxIwEQALXhFClE0hAjjpoG2usQYjgYcRms8UwjojDYEUvE1IuOE4Z+8MBpzkh\niYbJFyLAoqykCKZ5wiknzFKQiZHA6oTtHUlU+wsw8wgJhAJC4BotlCUjoYA5tIyvZhYrLJAQUaRU\nGJ5AFsFi/UrB+tx4ZSCIzWelA2C2gm6qoRvtMiF7/1gywcKCEiNytrL3lfI7o7playZihGFATgmF\ngTyqQlT+/+z9S6x1yXYWCn5jRMy5HvvxvzLzPI2vDUIXlQCVQKLoAUbYpgV2x7o0eEjQMh0aSNCz\nQKIBHaABPeQGdGnQMUJCLlRVFgVWIRoXVcnn4osPPnnSJzP/x957rTVnRIzbGGNExFyP/9/b2BdS\nrkj9uedaaz5ixmM8vvGyiCvdFwCC1hQiJswSkIOaFCREoysCsgrvvaDiiKdtFiTS/j62FTBS0RVI\nQl1NM1/TugezJ5ez9xeBjmFNjAbbb7pePbmboEcgCFK0zEXyZICwHEVdl4tAa2HV1hz9e4REKqKt\nxfjE7aXU0vdfbTVMfRxH7PcT5ilhf9ijMFd3lL7IohfSU/oF26tP0Hq6d3hM+0oLJFMRzHPC27t7\nrWQ5z9imhCyidjco8SYmIHWRHe707fbIjtnVirY6+kbgqcLTda1QW2Ae9MCBDa4tXX0V1PvlbHAy\nA4GCFtQDg4NtXtF/MQ4YuEvzDD2WLIDMta/My4TTroWLFefLRXA3A5OoOWILzSI6AniOjCsQ1hBs\nwggCYU4DvjcfMFOyBalRJpZVGgRN9BUoIgSNLChIOmbO7QmKEDgxqjaQpISTCNerdTU9pNTCagsT\ncshQMhqVYZWiRQltPFW4sGyiForp47H0TLecIFJ1zcqwXdPkGCrBdKGBpKBMBWUukEkw5iZ8jlA/\nkiEwbsKIMQzIOSPCavd4Vk2DUwgRkIA0F1Qfla6aaTTYHCJW3Ewv1YJeBLWRk/kwqPAtghqS5xEZ\nVTfiWCHhvpZNEQ2n1uc2u7FGI9kCBjVTCAmclTGAYNWh1WcoQqyAYhzGOo/zfNA1GRgh6vinlMzU\naMS8sLrSFLXLiWWJdGEMPCJRgLiAbCHZc8m29jxMmjHEsTqZCktD4kKfC0ffp5SCydEIEew4IlWG\nj8X+bwuo8QSNltLEgXFzhaubW6w3VxjHFZiBw2HG4ZDw9iHh7du3mLNAVleYZAYXIIz67IyCL3f3\neDvt8FASDjxg5oIsGRiV2qjJgCpziQi6tpgRMdSIoilPmEtC5GjmmlwVoiIZiPreaZ5P3o1AmNH5\nKQRTBoJF1Igqdoc0VX+ZLA3tK1k3egxBhQQTCOc5Ic1aBoKJdL5EajXqfSmIMeBqvcZut0MJAroK\neKAJKTXhmwkYB9YSFMw4ACghWH4fK+5YNPpJRHMtxaARS3OZwRzbGueC0tKcfrAVKtjPpSqHSAAd\n271sVTjx2Lt+ACxMMg09dp8tqShbM71yu9+FJhkok+fG6a4Rv86f5ecUPOx3+syFxVPwo9/6GFfP\nn+PVq1f47q/9V9y/eYsvdxMwAhRb370tzctLdOopgokUAe4+fN5XWiB5uL/HnBKmadLS1dk4pzeq\n3gLoRc5+HHv0c2GPPjPWVO93+mOz71sK5NIEGA6dYNIFJapGXCps5vAtLJeH16nw+7vA4ULK+5pv\n7BgjSk5AUbt6AGNAxAYRG4oYWUunFzHbqSE3Ik1L9jd2iBmdOaYQ1UKG6sjYIkUcZoYxU/0eC4hQ\nS8NLG3+Bug1wg2mLEbXetunX+vW9icj/hhBAooUWNRqG6nXevC+Da1giVlvHqwhrX4iA1ciI0R0Z\nlVgqkYwIhtbAck7o87WAmo6fVE3e59BXhBOqfh2RacrNjivwFOa9fdrBJBWOO6dL17ShjoWLsGcn\n1lK0oJr344xAonK526MzMlPN/KtCnNT16wxRNUKd78VY51LXkEeW1DnvulHfmZUZ+jk+d0SCwE2w\n6yOUirTS8sMw1DntWynNXi4VMmvnkUOgLqhEQuSInDMeHh7wZfkSv/qrv4rXX+zwg88OOBwOOEwZ\n7+4L7u/vIRRw8/E3qrlnzm+wP+wxTTu8e/cdvH3zGm/evMabt69RitZ4CrH1Iclcx1EMQdW9pAoM\nESHlhGTXUskWlu9oX6Ml/f5qTXG9xjBjM0+5D1YpmOcE2BrMua3RnEpdQzk3Idqj0aYpgVkQWIUF\nY8WAADfXETc3N7i+vsaMhLdyZ/fJUBRMfZScpjNrIcu2TqiOExOO3hPV78bPybZWH9ucHvh4HKPQ\nx74hiuDlShP7a/prlWbJgnY9vlP6nMc3Qhx0vWYL6giRsVqP+OijV3j16iN8/PHHOOwnMAfc3d0h\nhwzhbv2f6b/v299MYjQ5K9Sdtq+0QHI/TcgpYUpJNWGxugAGPXvZOCJzWDTho46zCyM2VlVjhIMo\nyo3ILlK4W5z+2438poxCbL5hUidXAENX3BHLPazZqkOagEJoUrkzD3GoUEHKQgSE2KITuoUhSq1M\nqKL618dDoWersQLCCgEjAkZYnyFIKFopmTRXg8L+5B1ROLgb30KMDEbyBWz/V+/6Jryg6wsEmEWT\n74CAVKFAHaMMTZWmcKx6ZzuiEUm1dHccm6UgizoRqgBGVtDO8y0AGVqSPlMTZEppZil3+CQOSEUz\noUxCmAHMMPmCCBQIPAzgyOA4qCAGh7Nhjo4mfcJRDk2S5e9QfA5hG7wzLxWD3gQKz5OhAUxdaiJq\nY0FkpgTysRNz5VQm5m8ILImBe/hr1hdG6h2XO0FZujkN1fmtM4OCkboVmzyNuRCirbcMRnJ/CJvf\ntt24+hK1dGxARkAujEABJAUswEFCFWDmbIRyiGa50h4kL9KYki5ZBobuvbOEKgzNts7Q9aaI9xHL\n9CqAeSYDJWfkdECe3uK73/sevnwz4fMvVCGakmC3B/b7AxACtskEspJwmL/AYb/HNO9x2H8Pu90D\ndvsH7KepIiG+H0SstD00mV+ApvcPVtZAI1yAWTKSFISctaSBM2j/zxhxLgVtFNo7q9Khx+xIogsk\nhp4dbL7ZTDMEQgAjm7wWQLVQbSBCYUYOwIFZzZfMmExhEREMMULWa6yeP8cwDDjkA+7eJpSwQ2YL\nQGBFB4sQstGJ5CHs1By0BYoqC3Rve6K3zKHuq1LUsVye4HciKCjc+cc5cbLdoIqRm1WMptekizYY\nhCpIA3YMsXXJKDl7ZpfHNUNJAVcKqX5fTTaVDkCFUg5mvhKHsIAQEMYVhtUG42aLuNogDCNEIXrU\nKB2i9s8bdyU/joS0x7XHve9XWiD5/O5OzTM5VU1ppoDCETMYkbj6oh9AlYB67n4PVfPhXQokqhVV\n8wBQF6Ae24IlCxFjRgkRhdQjXEztq+kFCAjshfX0/IFDF1Hg9+8Wd9c37RSBY1uMnVylf52omNaQ\ncsHDTpBEWUEEtGgcMq7A2EJL/b2ljAMy9kjYScZeVCDJRAqfs0YJZAYyE2YKOGBAkYhMBXNvOqq+\nB602hdJ29aRX+aQl3ZkxAMY+S1HGkJGhxiRClgRgBgEYecAQhqqRz9B3S1kqIrIKq4owZMnIlggu\nIah5jAjJHGwDhZpFNcQRszDmMmOHjESMHAQhWL6VYQCvRrA692BPAKFomgnSUEpmhkQCRNOER1Lv\nA6Gg/oylCQfN8VdXnnDT0LkSn1wZvn524QFgYS1fb/Ou4xZqeGvv+KhCsQkMLrRwwFwKZod5qVtt\nFXbxObX1SAzwYPb+YqYE05pD066CafaFC2bqbM41yR2g/kfeQfMt0aEA7dU5mIOAuGCeUf3D5pkR\nw4Bn6yuMq5XtKTLfjT0edgeT1QlhMoSJGMCqjsWOodEttj9dQz+O1vHPYyEMMzDPGTi8A/YP+C8/\n+AFi2GIIz9Q0hQChtY4FCHsekEtBzjOmww9Mg8+I41uD7AmBs9F9Fagcoc1qpKh5fmp0lkR4cc7C\nAmGLeIFmQCZHDLwwoDTQq2+uaPXeYuLBwuZrVUrB3bgyOZRRWP8GZiRW1MVRGzfZUFQ/kz0RYhgR\n4ojdTisjl1JwfX2NZ1//Gq5+z+/G7e0tdvt7/OBXCvKUMdEOgJZrYGbM81yFdYxUmW0fycwcq1km\nmD+XoyqwfRHC+TTofeujxXIpyBT1WSJA7qJV0PZtCCpwgQk8lLZ1fIwtPNguMqXMFJg8K2r92CZs\nZqg2BiZ5wE09JlbX58xpRtNtE7IQdsI4IGDiiBRGpDhijiMmjipwmEBSaZlfTqQKFzV1WQCzSDzy\nFU4yzZ5vX2mB5GG3A8gEDJv0Esg0k4LZbMwhBHV0hTopquOkrpOCykPNOdOOBcilmQOE0TGQBgmK\nOTT28HTz0G8LHYQKa/f/+r1SoUBjAOc8ndMJ/NoY2XHky1zUj8J3sJtsIkVEihhYTQ/jSCglKRGw\noExl8AzhAq1V6yqjqkfOIHRfuGZdULwcOjUmp+aKrl/zXDf2bDZuAJCsWk1KCcxZBZKijM+HQivn\nwmr05DruLpBsNpsqsOhvBQ8P+7oOYoytZLuZXAQAzPxTOgJEpI6qIQStdWOMSxPJVaqgvihuSrJi\nbOqP1MJwa1KSo7lWmtvGpid+paR2nmeRPTJPsTRoOiM2DdJCR9UZNTcnVVLmr+NDXegvoRXRE2h5\ngGV/3ZDjERzqY+Qaq5sTAZsiRSPmVibAhaHKaHC6xqfDhGl30GilCHAwXxQXslPCekWIgyYZW61W\nyoy++ELz59wvIXc3/wQeUfOC5IJMp3umn3fXjkspSFZhOqWEMgFlT9jtdiAcwJgx5xmCAKKt0hpi\n3CPYeppRyrs6hyGKuh/UPdMpEZ5enDS8P2f1nfEpIoPfHT0TQqMz/r00sxXQhFJv7uhdw3ZFqiAD\naeGZRIQhDurw3wkkakrjswLJPCUz86A+tyYLRFPEotWAIoYmleu0f1/bvVnXfULURynU8QpBmXFK\nCTE0Xwr3vdN3Ox2Dk7YAAhhxGPQZRX0B/Xm9ydhNtsSEQ9lrpt36zOUDexOPmj4y3uczctI94SqI\nLnhKJ5CoEoJ6XBH0wCrwB+1zjFHpWQjVl4WIEKIhul1/L/mSaD/kJDrn/S/xOFTlKy2QzClpPgBu\nWlgWNT9kEcy5IEtBIIK79WleGAJTA7V9rNQUYZvHNq5Xk2WpJNTiQ3QnFlj67U6YUUImdfF4WRZG\nn3lTvb/ZkZAqhxgUyEs7pS/25SLwRejE1WFG/ZzEmYchAhBEIgysTnoawsjqqUqsiXqEIJ7amEX7\n4QkGSJ0sC1nfbUyLx+QDrQYPXHzR/7fPdhvomM1duW6NuhAkcUZOKGBL8kNIZjqQUjBnQTbUoQgh\ncATiiHF7Dfe3mQpQ5oJDFiAJIiw3SPH5YEsgpf8SCIn0X2E1DRUO4BCQmTVSyQUHeFFBAmXVTIKt\nFxg8q1E5ShyoLgTXSXHELxoT9MiBnEtF6GA+GQuBRGydFkEuiivV5WCJ2QDAcsrbs22tFqmml27Z\nnmkNZhGYQOx7owo52udqeuxs+G0NwtY61f/gORc8JoPUnHfIBRlqrmExh18XMAsQweBxjfX1LTbr\nDZgj4v0e2O2R0RydHYlj0fv7Dk7SAPOaD8VfxL5zXE9pAlUTXYZWb04pKZpTghWdDNXXozDjQIMK\nMHkGMDWhVvmDIhHUaf5o67/6+4COEA5HNlAtbLbcFnRA6vi2d9LPZFo7WRSivStpBFXNbWLEiM0J\nXAVtVGRALCqKOVRzqdKtUuexOVva00md8NnS8IcQEeOAEAcQR6U/IvDYejFFxp/r/SczHRQRcLR+\nCIOCo99aJFHp5cVFfXGZA2puVediVNTAx7Apko2Za8VjV2y79S0+lFQfoX1kVC34Mc0T/7SZXP5s\n/+vUCaULnfRCxmt6H7xGh0Rz0NQbmP9gb+qyF/Snu+n48e13gECiG1OT5bgj6MjK/O49M2YRS+pD\noBjNBihgkioMeCvkXicGDc4AsZ43WPxThazE+2DQZxFUMEKADpjQBcIq1NTiUhAU9RmrdEOF2i4p\njW1AtnA9kRY+5fdWBGTZJ5/8IgShaP0m3JQJVxxxFQdEtpCuCBxGwn0G3iDhQITE0bIUAkyCGAKE\nJmTKSGHEIQxg0xA0HjkYAkLVP8MZNAdjBIWr9hU8xZMQZk9CRAxwVGESGTGs9X7IKEEFtMjRnNQy\nJgnQImICCgSsb7C+vcXVN39Yo52kYP8bP0D68kvc3c3YSUQsAWtaYzbj3Zo26oUvwMRAjgMyZRSK\nVbDboG1cSrkyRopBtQ4OSIYGBagG56gIQ+36iq4wUMx8QMdbuUMaHH0SQYGn6bf1wqXCwGTmoIIM\nXbUMLu2+pU9mJ252pErwKQA2Q4aiNMdXJUZdwGhRRlkEmDJq/zVRn63bmikX9S8ByNTn3hgMoQGA\n2I6J63FaBeQ8ql8SqRG1sPk2UAECMG5eIDz/Fm6++btwdXWFaUrAjpAOhF28U9OWKYiOXAVaVwa/\np7lByIS6Xq2T9goFnuk0DCuUOGLmHeaScJgSMgNUCDElpKTO9IEnU3wCMAQUZGTOQBDwSOAxgK5G\niIXOwsLsddCDbXDDuEz495pHet4agF0TYOZGc2ItTlVUcWAONi8VXwHQMvQGjhW1ZHKn1mLOLD4w\nQ/WZqLWlEKBFMMWOHQEhKzLo4+Zo2Gx0jRHCBsQjciGkrBlYabiGxC1K0BpZEldAYJSpOeOGIVQC\nyVFZFpViAonSUR5MvEoCChkVIJoZNaSqbz7vaAqUHveh5Q1F9aXNLvSQhycQRhoX1wKm7BiixcTt\nYQWQxD2xvtxs7iRLRYalSqPePINuk75ECmQ6aFinpyEQpUNDCIhuTcjqczVPE9LUnIH9XRZdOUJN\nHEl6bHusX/FXWiCxHWdMkU1jUG0KKQFlVk1QQpcbAa5HmpbXD3xDOUzYXXzvelP91pXHYv4PHlkD\nz7PQLXqny7y8Ry+M+MY9/ucLQSHgBvH2/9x3yYdFDxibq2tXmLE5BKzDgGEYajGnUgqmKWGfD7jL\nDzgg1JDAXIDiselBhQs3jbgNVXNBMKgzUan0fKScnPnCN7x2Vbe7+9Sw+Qa4qcBnzZEYZ6KuYYYQ\nMIwjXrx4gWEcNV9CVk32888/1zE0oRJ2HyXILgSgEqLQwcJu0yilABbJlXNGDKxgKbUXK4am4WhN\nKYRgeTBccuyI1+J0R8jQE4GGQEh38mKtugRQs+S2cSIWyydg4nQlLIqG1cXnmhyhe479VpG3Lntj\n323uCKKbb5gR+peTPhW1kXZnePbscRwBDMYgM4rMYBPSMtzsqdFjq9UKq9UawFRt3gKpQgjZnlct\nvkX48GhQtnerIio+H1RzmIkI4jBgHCzMOADMuq4kF6Scu3F2Yq0OniEE3fgxYhgGi85qM1ZKix4r\nHsIs6p7sfkg93wqs5RpEBMIudKmwW53oRQVsR9Z8+CttgJuFl0KxMtP2DoALsha1Zn5FTpP6aAvf\nN8VM3Gq20TXfm6mXdMP93HL33ra/pa1975v/m+e57s1oUVrKrPUF1VenIcqUAiifcWrtBBJ0Aklv\nlpVSak0iEfXV6aP6el813SZLYabdnurvAEAx4sMmG6kKhQQguu+gALIQSDw5o6CF/Qpi0P1KRJCS\nEIcR66ttRX+mw0HPixG3t7dAw1dPxh5ofm3+eRgGrNfrD7xDazlnvP3+9z543ldfICEXRqgS+VIx\nTDUUiCwLg1U48IioSiXS0kGXTXt0YaPacPVm8CfluumbMFK6zz1KJ3A7Lrny4hIJYF7jNV7YEmhp\n6vOGlLjkvoDmFsNDWG+2urZLwSoxxhgwDCOQmkkplYIpJ+xlRoJVyrVnaCAQQ4JpKGwV5qpjhx6L\n2DiRCyVN83Bi1zJ+NycpUDBeyNWTnECgEJS5GmHT+XDzDdQbH2ShhgXggDCM2F7faIbMGPD67Tus\n3t6BLXeBCiQBXu9V0S3FxApKnX/iYFqFmDOq2ZKL2/plAXc34kbtu24VaOl6unBNna06eWIRYtTH\niwOGSLj3PtmxfUemlVbpVu3nLpCQrS9n/lpfh9s7dwKJ2LXer94fQSs8tygg53RV4HdBzs5dLEgJ\nKoQwKZWF1+1oofAcVVRJKSkaWLJp/4JisboCVMFYfYLKkpGylSpg86GClxHQMHvm2Jwo6iv4uWJ9\n8jkWzUHCqllmIkQizC6gSbY8RGrihAmdZGOoS46qeVQFJ0M0RNdyH1JZPKOrP13IlksvSOoaUYd6\nbhvOBoeK1Nw1dWWSmSo9GV8vcPokkSsATk+o07raum6mEN/sPo5mPkyWzckEEl8vvYJVctGEcmlW\nQcaS7YmFkx8p6I3uGnro6+HY/0cMqdWx6+O3ls230PHx4oV6IYKaMEeLc9EEPPuNLYeU7jPN17I4\n50Kf+nuimzsdZ64/nxNIYGPnx0VWdcxLSQghYL1eYxxHC+POCIGxWq3w7NkzKEp7XiCp/2wgiNTp\n3LMUP6bl9Dgn3q+2QBJHIEYgNuHiAGiu/eqaDiAAJXSM35jpscnG7bj6QbUoMtNJqQTBnGGNIFFJ\nNUusp3+uz9WbtgVvjNRtc6W0cEonEu4oRdRliLT/ClidCj2jKTzvSr+J2r1CGPDJ9ScqHOSMK0xY\nsdbeSMO+brgkB0xTxu4eEKgnvyADtdKdaUJMkLDCbF7oDDFiq/byXESBKQEgBJYBnsCr7mJSv4xg\nznHJYPzADBId15IzEDcQIUUkLCJDiJHJGFQESskWeTEjxRuU1XPE269h3GwQYkS83gHbA+bhFoAh\nPOMK+7wDRDAM1+p7IQUHOhgvJ8Ri3uoiSHmCkNYH4aDhcRQExUr/MkWkDvUSDsjBtEoxM84wIhty\nHGKsxE3ztyjDVG2aAFF/EGXClt8AMLRA0T8xaY8AMKsDXskZ4AiChySaEAICgpisosy/LmK9g2U1\nbfNMZjjzZRxLAXMBCrBOI2KIYCbkcrAlLoihY6qWpCuwZqmtS7M+EwCZuagSW4fiMmRM+vSizJlY\nLG6fkFNBKgVzLuYjJghDVAbMpDlDhoBxGMDBMjcXBkETZ+WcAVu/qF1TcaWPuAvCoKICwjgTxpKR\nJ8GQBRsp2ECsRo1Gg1DICKOab5PMmHO2mi+aj2PkgoG0wJ5Yzp8SWmXnVOaG0KAJhDpCtv+yi9JA\nJkIJ6qSoP/obFRXiXPBZ0JfONIFBFTdSAUxRF03e5j5Mste1yUTmxA2UAHNUFoQgKJIqWuKJ0XYP\n+8YMUwZHqvW8JBfkOeHh4QH3D+9w9+5LHPZ3mOcHU6zmWh27Cl85oZCWvFivoiFXpb57SgmrlTLg\nnDNCDBqqnDMoEWrBoE4JWNZhWrZjc4U3lvZ77CILc1wrGujRUyFoEj1zIB3H0ZAhVehiZDNlH7eO\njvf9gaJjbZqpnX4GIQEAYk1CF2NEkYa+3dy8QAwRRIRPPvkIL148x7e//U1YIqV+EED1UU0Y8a9y\nl3TvMW2ep0ed99UWSICqbdqH4x/1D5sNlOzYJ/7CwvNrqZPovXpohcBdIKFghBOQ3iSgXMQ2WWna\nh5kiqibrxaesr44SoJOjpbTUv3EYLLGT2Zg75ulSOFeBJFbCEDhgtWasiBFDwFAKBlJTx1iAoUxg\nMDYrdRJMOSGJVISDovEQaNIrzayoaeDjwJb11v6a4xwZ6uGRHd7YM9Aa4lLNKaJOjHX87fseOiZR\nXwL39vdIGjLInm0O+uiDUolbp2X6WHFYQMRqG3ZtbxEWU/1DiEjz0zqSJqaDi5hH/OV1utA4qvDa\n0CHUd8x1TYhf3yN3R21Bxrrfe7OPauf9GCjhbuvP54graWNojgl1bCQQPCkcmZlOJQ5lDq7lN4g+\nZ+k61xFhCYvnaeZWWbwHoSsHAIGUBpNX4ccIbc4Zc0rIKVmK9c4BWaQOSV1rhpAUkZp7w8vbusmL\nzW9piFHzahBb6LoLiQWpWCZUKSgcdN+AMfeatUWCEQNDaXVqXADpzRqA+ncQabQIU6usCwxQ3xsN\n/y8RdSzqnMJ8zoigCBra/C4062Fhomoog0mQAjCvUBOxpZZawaOemBlFMsSSsm3W6kPmwkHTxJUp\nX19fY7vdYhgG9WcYBtze3uJwOGC9XkNE9LfQEBXtW6rrabvdgmx/e+K7nDPGcazf91E2oQSQ2517\nIYR69r1sx5EydV6cRkPpRA2kMIHE1433tdLeBb1jEJ/dwrgkkABtpzhNay/UpY7vCsjGQc2awzAg\nm7BbStGoNMtwrcki9c7JLQtY0qjjMfDjKGLm1ce1eXqcv8lXWyBxWMsQCDIhQH/rBBXqPjtjOIKp\ntXUe7sTqve3OpZVwQyFwI55UpIEf7nAFSxjkwogRAmZGYU2JDhGN/a6LHHDX+Uo/undT5zOLinFe\nxYCUlvOkMVVliiEE5KKScogBoUQQNBY+GaFBMEmD1a65Wq0QhxVSypZ8yQjVIKBojsBi4XxFTNJX\nB0WmUH0/IAxGq5TpYWvOGGtf3bbjRB69UAYTSGxcmEBF/2r4nzlVdoX7fNwc/vZQyqqYd+dXHxgx\nLMoSHjEbk+iYN7OmpHLv+pKlhkRWw9wCCmtajCNcbf35PCsiRyzd+0s7r0NCnKlS/d71Fv3ctJmj\nJW3XVCbVvROZ/1W9j2viKFWAJHTWjUKgEswcomhLsQgAhahtrRSpmqKYY99xx+RERTWtHG4Sa+9I\nrOHNfk8VrDyjbkYpGSnNyCkhF/dJaD4j/bCos7aiKQKA7TwToWsXmRXhijEihohoib783SNrVFqq\neXcKpGSkNCEJIYcRbEispcQzYRBVoKlVmAmtjAERogFZIQRNhOZ0xwQSZkYZGCVaeKytE83I21AN\nNTvFto7RzH1EQxVCyPa0X+tEZyybSvc8BJlDQDI/DqUvqVJNZn3W/rCtaICH5McYsd1ssL3aYhgH\nhMAYxgHPnj1DzhmHzqfB59j/lZJ0XwbG7c2tzp24EOzCSVwIJO7zECQi9Lk6qAn551i/rys6misi\nTQpXV7I4nQFKHOuerpmsfJ9WPtMUrVo+/Gw7/b6PnFwKJAAkdue1/g0jV4GkFK1RJEVsnCzDtDkL\nM5OmPTDH6L6WTaMz/lpU/y5RnrMSVm3hLCJ02r7aAkl6ADJhsIEfxxF5TpipAAMrvpgN9l1tzJmI\nqi/HMTTHUB3EfoT0jm84XSpqmRibQFBMKAAhZHWKyqVgzaphhRgwJUHKGYdpahE3ObdEmUZI2nGG\nuUgDKJhIIMGEIAN7xLWfDoYvhgz8+psvcHP7DLebZ/jV4QXu7x7w5ssvMd99DpQMBiNyRpGEA7b4\n+GqN22fXePXqJXJizKngzes3SHJAxqwEKkbQELDf7yGsJb5BAEXCcLSifDw8Jb1LHT6eJTQ9ZWkH\n7qY5a9jqYM/1eh7Z7NAHOug/2WMvOwzm8ChDAYYCXgOBCSECYQ2szKQybgkijFII4bDyTgAUIEHU\nPBPHOvGu2RIIK7ky2kZwayCImhe+S8gESIJlaRVMVvNehS4bNwioKKGScKhlMtgcRQlArOFVhJDb\nILM0B8FJErJkzGnSTKcmnApzzSSrGTQ93ToglhV0MWdn1nld71JqWai+zYskST6nCSJ9wrF+F50n\nyKVEZAngGEESIDLgMM2QXAAJuLn9CFdXVxAc8Obuc+znd0jzAYf5DThMWI9RQ/pzRohrcAy69xDq\nutuFKh6YWRQmyOr8F899A0/xHTAQ4+X2GcYxY7VN6thcCkax9OaS8TrtsNtFvJsTfnV6wDiMiKuI\n8dUam63a7+OY6wDPsq6CEyVdNcyMFQawhYhLQE28OBIhQgXpzdUzrDbXjcFSN28kCvFTt9mIgOBo\nCynxEJ9tOlnjgEboqFK0nKvjZGs+bq68OXpSa4WZEOihz9H8W4KM+Nbmm/jm17+xQGve15Y/v+dc\n+8mDC+yNULEG6U4C0Bz8MkS6umedkWsp8TckdB1nnK93c75VM/YjWxbCrlan69wKQKC+6J4MtXvu\nt6KpJYZ6xUxalgABiFHj7EQE17QGU8tpgrN7to3A8duenTdpfeX4uLwrX2mBxCVlGLxecm4we4xV\nnFTbf6yLYKFA9lAUmjRYnS7f93zbx1UaL+jgLoX0uRREipbWPCAE1ScCZwvpU42wOokSoSU+cW22\ngEIwOLDXlltfRAwOBIEtF4MUQpo0ImCaZ8zBsq/GiKlAnTSRMMgMQcaMhHcPd0gyQ6QgJ0bOmoSM\nQgFFNRFJKaCiuQRKdbRdOpf52Ho/W5G9ZfO8KseOae29BCnr7DgM62Ms9h8Hi7CC1s6Y5gnEhDnN\nyCU35cW16qLMc07NYz/ndNI99aw/be7oeA7SdAGsaUb2O2tae22suRfqtW5uK5CQ6tqKwbmEILop\nSDTjb0XWhKyYYjGN39ZiZ4451jj7SInjOXtvY/dneN++OBLdFxkay+Xz6rcjQGNNegWoj4AUATKw\n2Wz033aDYYgYhoj1KuLZs1sQ1F/D33kcN/Vdo9vaoWHuXssmHHfX1paLvSKCax6wJdXAVyljPVnC\nxZIxZj0+lISYdzgcDtjMCa/v91iv1xjWA9Yfb7FarzCMAzjMth4JSVJF8EIZK/o25KC5LYiqZYuZ\nsSJgsP4Nq2vE0ZwKO7CpkpAOZaymMG5oS9Omm4+Kn9sGQ6NXjtfHueyvVQg52qNuQoUd18rmRAb0\nPT5B2En/HtFK39/eV6kv3w7pBJLQIbTHa7S/xveBRbRcRDxO27E55DEtlm6OOgdJ6hASdAhJv3+4\n8y1fFLuUdhxI0Th/Qhd3hMvKg6cgOKV3FZXuig0+6j0fddb/oI2JauZIz+IIz7xpTodEhDAMKLN7\nW+KUnnbrsmrBxxz/Yh/aAoudRkBQhq9Qfxc+FxT6DyGos60tCqGqZltOIRVIiPsMga1Ly+75pNsz\nTBssBThAw+IOhwPyWn0vhmEEU4AWMBfMkiBISEh48/YN7u5ZCy4lDSlcrVZYXw0YzPYoOakWFiJA\naoMvlguhJe/S/jiRutR6pnhRIPFKoFqsozIcQOFFh3mJVHiapgM8HLBPJCeCmtlVRGqWWI8MOG6m\nXy7mtJ94XyNVX6EqinQRQ3ptCAyObstmkDE4oBMuqaCwF4cTxNDuHT1LJwghh0ojGGyJ0QoIEdk0\ndrZEXZo40ISQTjDpDEQq0F+coW48ROv5fLi1MQ8LfvM+hMTg4rABh7U5JlKFlyEAsmb2HMcR1zfX\nWG/WWK1WuNqsqn18vR6UsQfGENfmIM6IldgS0iaq4zuWAombscZhRCRNzS8iWBfCWpSqr+aM9azr\ninNCnCYtrldmBNki54yracYXb+6x3WwwblfYfO0K4zAiRAZ4svkmzO6HJIKB1k2ATKylFYhQghJ2\nF0gcIREeAbLigb2iX/Wa9qXntfEaL2raaL+rZqzroZRufkzIPxHULwgkVVHo0A42NFLXvEdpsSlW\nl/04fqua19rRTh4jJJ3gUSNMiiqw9aQPCySB2vW/LU2A2FUslk6oop6Fd0IWd/wkdLquuSarro5G\nawNxJ5AUtPc8L5CoX57RZXtOL2h5xBrZHvodIZCsLFGWiFi2TPdtcAKmwkmfLfK4tWDe7jsCSDKo\nC1Xq11tfzdrJuohmmawaiG1ukYJ7P7GdDUFR728C6rZ03LW0FaT7xrO0AiFQ92T7SyrRqvDSkkyR\nENYDEDCD5gfQFUADg8eAmTQzKRCQaQVNuBSRZYecE+b9ATAkYc9XgKwQwmjEUCMMBAkcIsaxerwu\n4V3qhKSjBSn+f6d30qWXrwzS4Wb1TVmtVke/6zmlCK62V7i5uTX/j4ycE1arATc31/j4448rShAC\n43A4VOc7zaMCnEAhJlywEVJyM4y1GGOd6x5383OpIwgEYFgNWK1Xy++ZDIAtJpAIQLMJWIxVx/tD\nN6whD51KHJtADiUUOWcUM9Ow19mh5mgHasTDzTfvRz3apMlFZ3k5e1ykizy7pG1R+74URTtDiIYY\nNEFCM3wGFTZGzQ0Sh4hhPeB69QzDyxXWD9sqwFNNLKdoXu1TaVXBj823zmybdxfASVBSQckFLDM4\nT0glI8qEgB2IJsRQcBsSxnHAq7LB1foam80Gw2aF8GKjjtxMOHhUDjPuOdc1P9f1Q+BiCoVoYUix\neQpkkW1EiGENDuPJyDcdxX0fOt8c8qRrtKCH1Gnc/b0eFahZp7Y51Ysld3Pnz7qX3LkTzYcnlyfU\ndIHTk8efH7ImDFz0Ve+EBQ11Glx9wvx7uXB+uw/T1eM7hCUa/JiWSDTBoD/RUQe07jn58Kah6F0v\nnewgABJMFTFHdABFIgqdQ6vO79kAjSBr6Egf1qprtb4rdf5SH2hfaYHEzQclJcvYavZ0c2RjYxoh\nxlrbBFhqD96Ov9MJLvX43MQvl2i3SIBatEtEK8hWadSM08rslhq2daR6bPsqIoNs1dlomXinOkxR\nrrZJtwVKIYRJiRsTmROYOoC11apJmPQFnTEtHWXDELHerHF9s1GvbdLU00SEOA4YjNFeGtcK3R7P\n3xEScgkpYY4IQf1C+qiKvq1XG2w2W4zjWEPuttutOufOaWGqmKYJ7mWuUyu9s/qy3z2j6IWC0Dsb\nLlGS/npvMQbEwQUCG21mE0j62iNzrTMxDu2BVSARgPNQnyjUqtgWopqfpoTQCmJ1c9B/7t/1UU0I\niBfOvVA8q5SWtOoxAgnVOde16MnTAEs97vMYrZ5I0IiZYTWYqbPbG9WRmtTh0oWOnLrnLV8PMG3f\nuktEGFgQWRE19fWxC8lyhpBmtAmsqFaMEc+vr7DZbBBXI2Q91nl3fyoQIYWgvkWiJkDfkyy6Z3PO\nNQuwmpHEamCrTb4Xss5OSUe4BAImrzdERwzxPf4MH1oaStjqfXX8dNf0ewdwMwJVJUWR4cf7UgA4\nS0fe1yIU6TptPfVuSqkmljv9vl1zekwnv324PcVkQ2hRYsBytvq78JnjhVDSvW+lH3BxjM5uzUvN\nnWv7CLb6Qx3LRscfK399pQWSnLNm+psmHQhm86BXojWOoxWPGzFNU2VijxNIWtggcCSEHEmiFQa3\n70UEFLgez1Ka9h9b/1zL7jfZKeNA9bhXCKxt/tZnAXFZCCQigpIFD4UwHSaklDVDK6sGqtcWwFKh\n1aVpSaHcY5aIsd1u8ez5c3z0SpOOFWYUUgYxrkestpv3Ch7998fj3BPGvhBX/30IGgq4Wq3MkTXX\njI1+zxgHjMMK2+22mnBub28xjitsNtsWvm1hi4AKCTrTgsLLHVPHv9Ogj+t0NcbXb/bu2h7CtPDI\n2qonu3RBtgXELmgJhtjO91pK5wSSSgC6RGrZHVnPCEiOWGn+nNzB9B9ooiGpp8T3EmQtkIWkdwmg\nL/WWMQQMwUsRAL0NmrkVNHMPfzeTebjoMLRw1h7CJmqhlyhHyKchbo11o5p3iQhDUD8BIkIoBcxz\nh4S1deAhnhwGPFvfaoK+ccC0almGs/eBgcGcazWKTSM1iEiRUxMs51rMAghSEOz8EOMHBRIcv9WZ\nqrcu7B3PqXq68elUn31ER5Psq3N7xemTa9MCaeXVH9PIn/F4Zh7Ane/W0c0W9zFftkJWf8jP6RES\nnB5LHzL92PaUN0BVYM88/eJx/bwwl8jivF7c0nc4tz/PKxGeL6qZrbtxkt5Mrvvpty0x2r/5N/8G\nf/fv/l388i//Mr73ve/hn//zf44/82f+TP39L/yFv4Cf//mfX1zz4z/+4/iFX/iF+vmLL77AX/2r\nfxX/4l/8CzAzfvqnfxp//+//fVxfXz+pL5NV+yWrYrharbCxOPdxHDGsNInTMA5V4wdgTHd5r2NG\nGYgw+HfSJcVBd6ltOnfSchhS1V+qBCZZvYciAg5k9u3B6pB4CuZOS0QAKgFd9k8Xvv5jdpgUythq\niC1Z4pqMz2WHN6/f4O7+AeMYAGHEAJCH+9bMkIBGfQzQpCOsNTiGAS+ef4RXH32Cj772AuOgmqhX\n8g2rgOEq1sJ+/aI+x5j7dg4hOT4GAMoEJvVTDoGhDrwN7fKU1DEyiGat+loA5oRhFGzEwqWNEBQJ\nFUJu94jLNSGNsAJdf+xPDM2xlMnhcfuGLJSuu+GMhMlAcBLUfCZEXTZJ0sgGZhUY4oIQUP3LJXSf\nuyzE1X/QS8v7PMCIhl5fl7UVUny8atTy8bz/tH4N9ALJBYSka1EYQYImxBPUUEQyAdgTTFE1XWoh\nTQoBGp4U4X4P2UIsBIDXywkWrVLTZIsLFtSq7ZqpVQwhoZSBuYCCIBAhgkETI05KI7R2EpCZsIoB\nAzNGCNaijq95p/MhAPZjMF8oxg8iGQUQpHGliQcFoKgCiYggsBe8AwY4YifqI4TQaFodVjUHn4yy\nmF5c6UhDbC4hJLmTFuh93h5HQq87NB7vePdrIKDSw8fWODl61KNboox5cU3bR0vnGxNIqKC51/Sj\nuGDf7VgEfI/HbyGghoM/tgUAqzNmT6UwuX4dqum/U2AAhE4pcP9CPa8JRlNJaHpJH5b8oT3bhPHW\nXBlH5QeHc6F5Z9qTBZL7+3v8wT/4B/GX/tJfwk/91E+dPecnfuIn8E/+yT+pn1er1eL3P/fn/hy+\n973v4V/9q3+FeZ7xF//iX8Rf+St/Bf/sn/2zJ/VliBFhHDGuVhhXK2w2m5p4ZxgGzYrJzXZemSKd\nXxA90wxEGDsNmN3EiMWS1sk3b1MiVxikOtQScxVIxASSYKWgs4VcHgskXif2mJn3DFtNN55QCQC1\n2hKekCjNGQ8bwf297hiN5Q8AhppHYult7p9twzGDQ8RqtcZ6vcF6rSYbt+wQEXhUocTRjd6J9JJA\nciyI9MfnTDbE6rwZwjFzg6EjXUnt2DbGwNEqf5463Pk4+UzGuHTWrOcVORGQAGAMzQQQjt7xnABG\n3Zoj6ZIsLZZiixJZCiTLVUfSERV0yJOppafr6XJ7atTCo6Dm7pSlU/OH+8SZwEnZH9d17uhbqAiJ\ny0UCgkip39f6HyLg0q0p80cJgREhVYxrEfZU6xlp0bq+UJqb5wqCFMQyQEsfZsSkztTqwmZ7jAlD\nAYIIghX49LfX7Da696KZ7BQ56cJ0fZxFkVFPLx+leXsw1PG1Ny/pn8487KOuklUVsHzc2rycn1Pp\nmO5FXOJYsdPOn71fv4pF5Dgm91GtKWSPa4V78eyIertAQqhavVjuotbp7vjcYwWan+cJ7yGQRamD\nx1zRANxegZBeHemSSi59zlhKU546k0pnKdV12gm1HxJIjlHv5Vpq4yqeluCRAtiTBZKf/MmfxE/+\n5E++95zVaoWvf/3rZ3/7T//pP+EXfuEX8O/+3b/DH/7DfxgA8A//4T/En/7Tfxp/7+/9PXzzm998\ndF+evXqFzXaL29tbbDYbXF1dYb1e1xj4nBOyRVU40wJOgeNzRDYyY+0MUJYTXIfcvnPJ3wmBEwBP\nZ53QmFqILb1wQa4MpDqfiUCZTBOiWvf6fhZ4aWwXSHrmXwwhebgG3rx5C/d0rgWuYlQTV/H7siIj\nMtUXI2aEGLFer+u/GCModJD5QMBwHtk4NtOcE6y8nfMhqffJqplrZkFa+H8QUa3P0NfK6J+VusJl\nvXbTCygO6Z+gNOU8HDsOY03n7KGMfs9+PTWhJSNazpX3CiTGIYk0DVZ3p/ZJQi11bpPvfwBy8145\n2+9l1FEnQD5CMHkczbX1a10dx7FzaP4wMymT+oUxsyIfvseYwR4qbesdQEUE3WnUN6bbrUXUUbYA\nYA6qxIgRcsFiR7kYB6Cl6AfUL0Rc8I2ItlYCAauc1LckW/Iw8vo8bXy12DgBTJU2gdlyRbRIO6/c\nrV2T5nBs9CKi+TGx8MKMXEdfxMyDJppIU4Z6pqGHx0ykoS1qsvFEa930va99gOdIZYZWaqO0KsWP\naY1fPv6a7OMA4MT7ohdIPP5ECkpO3fc9zfAkf4TGRUiTNT5BICGiZRboD16Ao6AAX6k6Q60oHnfZ\nn31Wj/7z/DOL9QC9x2JcLx1bD0LA2oGGDhk2rHgpFD9hvn5bfEh+8Rd/EZ988glevHiBP/En/gT+\n9t/+23j16hUA4Jd+6Zfw/PnzKowAwJ/8k38SzIx/+2//Lf7sn/2zJ/c7HA44HA7189u3bwEAv/v3\n/l6sNxusVl4rwDODAjBoOxhRiKFlDT2W4M8JJIGAsS/Y5QdHRMy1KzKCUwUPtOgSMsooRSUbYo3e\nKNYXzeCq6eD1+kbAiTqGDiWqKu8c+WRUtEShaSkFTBnDJoHHWOv7hKgCybBiTAdYuGtWGCJAY4Ul\nA2mG5ABhgEmwWa1we3WNcRjBkREGhUkSzZjDoTKGmgCtGyCHxN28VEpb/AKg2vB9nI5NNoUr0/H5\nLZ2goL5C4SQboAoYBTkT5mlSxiTAMMTqJKy5WBzWVGJJ6ASSo33pbzYMQyUS7EyRnCH2womenykj\nk6UZh2UBrsJEG69AVIUnWTjuLhmD9tR0bjIzoKUNj1ELE/q41vEtRcsb2LgVUUZdHkscCQjDhzSd\nXgsFqPRQ7YcJUyZGHiz8lbq1RCo0t7B8f5aGrbtwLqWNGXPUGj+OSxCBqSx8wxY98v0uYokIdf4z\naTHIEiOItM6PUAR4AJWoaf4TgXNBoAKEgrQSZJpBNINEsywzMTiPOvdgjGVVy6wUHpHJwtLha7sx\nU8+UWmkDhZo5tH8HrbqUIWiQbmXIgm5vnksQRvVmBNLkbPYFd4yvb1XE9OuqAHg+lJyR9V6lIIog\n5A+vib7VzLSPbEN12gcuIyRNUBYIpI/8oe7aLndLVykU20vo0aWWW5TXY1okwtpMnye+jd19+u85\nt4AMDec1hVUafVvERKdUK5tfREi6ceKZMaTDWeWrUqduYdzvG/9+77s+6qwntJ/4iZ/AT/3UT+FH\nfuRH8J3vfAd/82/+TfzkT/4kfumXfgkhBHz66af45JNPlp2IES9fvsSnn3569p5/5+/8Hfzcz/3c\nyffPnj/DerOpyMeCiZFKruwCQi+QdOcct6bRarLXc+1YGj4WSAAgSmPC0TSfUorafsy8UlSaUW0w\naORKr9kd99EFHPvUaeO6+dv7KfkIgRCr6UohYQ6sOR4q7O0+JGSCtxEhryRcNA31EAJWw6iFomJQ\nO/EYrmwAAO+lSURBVDeMhtfcGacmpkvfnzPbXEJJSNRfo0dAKtMWsSJSS4HEn63CmyBnFf5IgGFY\nlkEXEXDu7azLtXRu3vsoGw8RPXZO7v8ySfP2t7T6TSDpEhqBtPKwCNJCTuhMYd23wjBNWqvQBjMF\nuBbU4PoGm/prFCII8/u8A44GQNGCp7RS0pPMQkJAcSShXzPQPdGTfp8/Z5xE/byp35G6SpgQU8/x\nO555vq9F8itU+svQ8EUJpJWvAwOB1HmdvZK1WD8ENHJjnnlGoAApAaFYLgwKBrebUtLxBgE6P4aW\nM6KgCWgiZFVvj8YbpSEkx1pwTed6FPXQHbtWLeKRGL7GC86xXc9Y4X47AKr2f04kcSHa6QuLnLnr\n+aZM9Dzyd6mR5BoteVkg8Tc5vhhHCsnptQRgzYQLrOJs6yM+H9NGMK66rh6pXd1RtzfOHFM3o8cj\nyNILOhcEEpFKBFkKQk4X+ekJfX9kePdvuUDyMz/zM/X49//+348/8Af+AH737/7d+MVf/EX82I/9\n2G/qnn/jb/wN/LW/9tfq57dv3+KHfuiHcLW9wmqzrtDosf9CDes0geSxwggADIGxOkN8K905agtF\nQ8SciswXwOa0lKLalJlXxKsOM2tlUiqLonCnzz7NF+FMzSXgXjtnZqw36xpt1HJxhK48uYcuKowM\nMJAbJOj9G4YBq9VK/YEYtSCZ+vFsFgJCP5aPEQIvCSJ+HLxWjgkkwDLBWfMxaJkii8H+OpZl8ftq\ntarjISIouaBMjYCHI2GiR6h802sNleZYy0fnnhwv5qzdpx+Oan4wRrssXmXMrv9I0LVkTrADWhI0\nFEWHln5Hy3Ltx0z/Q40Ip6lNP9By1vF/bJMSNEnT0bqpUTeL/pjAD3Vk1XfNi7nWWijNQTWEgDQd\n8EFvSkO7RKSuM0A1z2hjt3DkszH1NbFarbQK9TxjnmcrMhcBSy7Yhzd7fg6YeWHxmj7PXWNmrZp7\nJkKlSNEMsN3arOtKuNtfvpqdPV1eA23dnxHS/WpTEqovWfceiz2NAvebOUabH9Oe6vN0EU2R7p2l\ndUT5hu27haBCQHUINTpra2q9YP8fbr4eHtsCB0T2OmkqDBy3KraLlxWRbobbOmU7DUBFSMT5FbUI\nv/MICeDjYeC+HTda7+1EqXzkCP22h/3+6I/+KD766CP8yq/8Cn7sx34MX//61/HZZ58tzkkp4Ysv\nvrjod1IZ4VGjyBVaZeE62G7m6BnIQiBx04Cfj27j2jkxMFZjqMSooNP2e0LUmQ5aMCahK9ECNoch\nYUHizi7L1kfm6ijqTBTwCTf9Q9TGXGwhMwcMw6oTQhrh9fBIKUCgB6AMyIlx2E3Yrq5xvb1R575x\nRIgvsN2ukHPGm3d3gMwAZgAJFEeMm4hPvvYS1882GFYEjh7C7JCg1KJz59bcyUIUE1KaXlWp2nmQ\n178XMJUqoQdGdWD15GW+cTTiSD8rExqwWjkxVsaWklYJdrs2x5YKq8s+o/93f4VOs6Zg2WJtnbkW\n69UbdJ00nwHNjWNagqV7tx6COFT/gSzqvKmOm07oBIs0VdTMIGQwakHzEaRSVBuuEHM3ztQYgfbT\nzqhKkPRXVILlv2V5GtysdsDHpwfPlFFoUn1cqFsnHQW09VDzRYgn4urC4qWApIBFHYVFCIQMzHuE\npMgFmSkGhFqQsrFdJda5ZBwmrSQ8jAMCtXQCAwGbeQeZBYGBFQXwnEE8YQp7TWYVClYEi/yaML+7\nszURsF4zVpsNNkNEmGcko0uZpeYxOpAgGzwUiiJoBCBkgBMWNIvIQtgBSG+SEShUX6vBHuchOdKm\n7ae+ChHLe1iKuMBr9wZq8q76PNg7CGMsWh2URDAWJdhN9mz+LUs5WZ9fONQZ8mygpfQKjStG2rEg\nBzC6MN664DvlrXsWMbDMAHAkkPhxF7kyUHw0w9V+PyHUHgBLQqwZCY8U0v64Q22GOLRxxAUUqi98\nOVjCNJtHz30lImrqhY9v1srPwElxvbY7T582PxKH/W0XSL773e/i888/xze+8Q0AwB/9o38Ur1+/\nxi//8i/jD/2hPwQA+Nf/+l+jlII/8kf+yJPu7XCp+ygAsIzrJrGhDZPn/Oi1k2IZBSuT7DZ2DJ02\nbgu9CiT9RFAb/ljapNTlWjV4+xikZhZYQNIGny/e7wgCI6sSKaL1W2L06dNU5Co8AYFHI04A0wQg\naF2bOYPA2Kw3iENEHAcAAzbXV0hpxtv7eyNBZnc3pn9zc4X1ekQYtHS2hhQ0tk0LZvHh1vSJbhtX\n4eu0ufNvRQm6eerHtjHv5dgB6pDYS+1LyFRUIDmH3nQHfQGzY2ShMe3ufVjXCjObEIJqRuqZglrn\n3Y9GQ3GZWGF+f3i1ZcsRxWxwWhFuyfyq42sbmXq8+GioSXtSFdL8vaqwAmVST2k9aveYJtT5P4Cw\ngMmPBJI21D0yWu/UhqlKXgJYJVf/z4UPJl5oj64XiqiZT4po6nyG1aQKGPOMcQgYIoMTm2BZtPow\nJSAAzIKRAua5QOYCmfeaVJAZQ5owyogNA5tSkG2gXRAQWxlecTt2Uz9kozedIuXClByt44rutG/O\nmnsAgLp6KKmPTylHvmHtViaQO+Km40kEnDh6EiFIwcr6zSJYuSmoKmFUkYd+qTVfuW5dGkqrZipd\np24lq+Zcyggebl+jCn2eW1rzqkqW5XpaCiR9xE1Xi+pJETNY7LenXOP96Od3mUG8+RWuQs8T20mL\nSOf+e0PHlbdQC7zokGj3b3Sh/3yyS1Q0sm+/bdV+7+7u8Cu/8iv183/+z/8Z/+E//Ae8fPkSL1++\nxM/93M/hp3/6p/H1r38d3/nOd/DX//pfx+/5Pb8HP/7jPw4A+H2/7/fhJ37iJ/CX//Jfxj/+x/8Y\n8zzjZ3/2Z/EzP/MzT4qwAWC5JwzKOgOrnxNI/HtvnWK9aASNzgiWqGkIXGH6mmANhHEYTOMH6JDq\njJQjLdSFphjjsRHQhJwWNfO+5lIrgRHCUJkHs5pUiAg5kRWZ65OHscHGAVdX13jx/DmIBPv93sYG\n2G632Od31bfJk7et183s44SnLlAfwye0Y9v2B8/Xi5rw1pkfvF2+H52ccwz7PqUvfa+kI6JV2KUl\n2a7mRCm1NDoZ3nm2/0fQtz9LC511x1UIa05+JASvhKyE9cNEoDcz+OdzZjN7GPiSY9XF9rTzNc+J\nvYOhJPXhi5E9zaLcNxc4FhC7fT+uFcsspRiasETAFmubNIorWPbfQQrYfDQ4KFqy3W6ROQKFtQI2\nNOImDgOGEHC1WmGaJqRpRtqXWggxpVT3aYwRDBOULWGaR+340mCmGp3FRUClKVJNSL8QRSi93ko4\nw0tQPQx8XQN1bbH7JZ3cG1WA6JW6PvV+v7+iCAY3v0IwdKaLHom79N05Py3/To5ohIhgFVbqU1Xf\nqPnpOXde7kMsl1k3Om0tE9Axf+LHI4D+vKf4kCwf3fCOfu33e8Xnol5OzZG9l/P6793hSlNmRART\n0FJKWtzSkRPSApduyvT3AYDe3eDYBP9YGvtkgeTf//t/jz/+x/94/ey+HX/+z/95/KN/9I/wH//j\nf8TP//zP4/Xr1/jmN7+JP/Wn/hT+1t/6WwuTyz/9p/8UP/uzP4sf+7Efq4nR/sE/+AdP7QoQQ0Mr\nFozg6Ng0Ek9gtgjTBJpW1A+iCQfFSnBzUe/8QMDQ5e2PRYCSbIHnNttsfXITjM0mRd0HminT7sKM\nwAXLEtanm1Nr1HSZCGisCJGiIIrmzFPBNBWkuWAkxooDVkzAdEDePyDt7sHIiKxRATnvkNKMUvYQ\nzHCSxjEgWGp4Xo2QIerihGYBTTnVOoBPaeyq3KOahx9SHUfybwkGWyixdG1Xh9qJTdOa3ycIfbAc\n+JHGJ7UPffVS6Ta+UxECEWMojFUhC9hTxC1bTRWi1IQUEuSSTbtzcU/PqWsitPowwWBrEUEspfYx\nlGDOnu95pV4wcmZsg9bQGzSiRajOzO9ti9w2PeH9MFqiZi1PIHdeIKGj+/Y29cW+PzIbeNtSizSY\nxeFo6HvWpGhtsjMEhQBOM6IUDEZ4x5xxBUWyMkckHpHLBKQCOUxYMWPFjJshYJaAJAV7FqSckUvB\nMO2xDoRNIGzDGgKysNMGke9KrmkDNA+Jrv+YCmJWP6k+MZ/Qma3V7Q3/XC6sjQVCIp2fg5yfu35P\nUM0+3MzlJ8K/wMKu9U0itT4p4tFu6kJhf4+aa0P69xStnC5N4FChQTASI+JIIAGMKFjU1uK1BI37\nO05Wn97dx1NCEGqSqke2UgqET2bpYhMCCp3rRzterHTRYpzU78F6QjN7K3E0YSIHiDA4W54fy7JI\nOYDNFqzmb/ctgAkxrphRJ5BQTS7oSFwO+0e965MFkj/2x/7YySLr27/8l//yg/d4+fLlk5OgnW1M\n5kNijahtkE4UVGGkCSShkyDJFi7QUpc7HIieyQjV8M4qkIiGr50NRWMyPwC3U9s/BohE/QNsIr1/\nTSBpTObopqAancGAWCptMEohKyonmKaMlAokQ7NGMiMSI08HzLsH7O/fgSQjBsJqDCDKEJmR8wHS\n+QhwYIQhYliNmrckaAZNr5xUStYCS0+ctqfYW0+YWBVKqDs+1ZraNUsU4liL8u8/KJAse9HQENdQ\nTRDy9UOdVkak4z9SqIS0SEEQAVBAkityUiBIxhAjet+YYktaj42jam0T1x4l1fU/FHmUQHLO7KRP\nPBWIARwx+QtN3Cn65In4kEDCKFXAuCSQ6G+9ybATTk764ee3r6+4nXcouaVvt3B03/P+NC9wJzmB\nRZUTABilYMsBxAGJBRMV7ItmSeZ5xjCOWEVgExkjVCABE2YSzJIxzgeMgTEExnqljtvKrJRpiAhW\nJdXEitFyjxARxpwQc7YQ4iYUA8DxFFXG3o1OKRfWezdmC38hecT+sMjCXjs/jwSwmoCIQTBTejUZ\n9msQpwLDBVSxP6lfs4MwgiwFEj21IXHLpnlcWuv735/foSJUPrSsF62cpe2Xm0DNZ/YwLM1I/VmN\n5gXpaswspMbu3ahHRqFOrgR4PUwiaEYIWyvMDJZWIJHNQVuvp+qKICXUSEGf/0iPG6CvdC0bt+UC\nbXFe8iFhbkWWLg1ND72DoGmEOz+TEILa9h32KwU5p8qE+rBUjq0QmOOjRAThXDvggX8ANDtk+wT3\nWQEa82MKYB46gUTrd0AI05SRc8Y0TXh42GO9XmO1GZHnpHAwEV5/+SXSnPCwe0BKCTc3N3j27Bl2\nh3d48/Y1Pv/8c2i+butfiDXrbRziIuOtRywwuW/L49pvxjzSX9MfH/v99N97BM0l88Nvxmzj8DSA\nhamwh6f93o6cBOvLagC2CFppWMTCjwe4kFmLyTkKJS35myIkHcENjeGHXKq2Hzs7/5A/jJActw8R\nSYEg8yOiAzrmtbznh5la6Njmb5dA0qN6kal6SpAhRdUECwvRZI2ISymBcgaZ6W1VBJuoaNaMGTjo\nuphKS8YHaCRaDAFjHICrCXtmYL9HSgm73Q45Z6zG62q35yHUVy0Uakrw0CXgGjMjdqZjR0hcTj8d\ne+oqrp6vOXU8ZiydA/4HBJIqoB+ZIntzij8bjlpX4QAn+7gXli/19dy5x9/LAZB5Gfbb6Oc5vzFB\nWbzrOYGEUJ1aCZBB5/mx7ZguffB89Gu83wddP4Dl3PVjRp2C0B93qQCJ1cetz7jdWwx8Xpcoc7/P\nl8jUifntke/7lRZIPNmQN9+Qvjn7tNAw7dP0y5rO+Vyz2yBkIHJY2G6piCasMuIVNK+5wpPuGEl6\n7Hke4EycGX2JEzHqYfhMk28FqDVApN9gESGsLEMoQ0qotrz9XgvoiRCurq40tDUE7HevwXEG+ICU\n7vCwm0Cv99i8GvD85Rbf+tYn+PJNhNBkhd184cKKmFmIMAdwiCAOIHO4jEFrynB4SoUsYGlee9QF\nze4Jn+Ojv9Tb2rn6ufggvk8wIVg12MUTz/SiU0ICd8KZ/+b3tv4wcxVIbsH4SBgPJSGXjFIyQiQQ\nMkg6TRfJTDZAzL0pwuaGAJQOxZLm6Bw7hjWU/GRT2oeaAGZmOtfOj54sUO9LCEnPTPKC+C4EkkUV\n1k5TviSQLDrfnhHnXGnD3Gfh9x6WAoZmRRVACTUEKYuZBQJY1BQQwwpjJGBISMOIMGbE+YBwSIir\niBgHhLRSYT4AvGWMYcJqnDBZyO8QI9arq1pbiWmGh8YSZdc7Tad3Jg2wZ/WtdM7ehU6FS1V3uI3e\n4udu1LpxKv18+Y2Ph9XvLu0pkPe7bLo/HYGq9g0cCRiwF/LPZ4SThUPvBYFmkhHJTSpC6IoGABLO\n9FOWKEIVyIDl6mqsU+KMp2y2pwokGkF3iTp10VT2W8NQVIOi473pQmCPNoUBTFHpvfezFEjJyKVz\nuyevJwbk3PZpRbLEeuxrsArWvyMEkj5R2Kkm7dupt61We/mZBdEv5ijqODaEqEwF6qgmpaDMuQ52\niF6BlJE7zSYHqmXD4cIIs62HJoLUbpSl01lL2tOIAtOAwKNp54ScNKZ9ngv2ew0LY2ZcX1/XlN3z\n8Dk4qECS5R77wwOK3OPlD30bL19d4ds/9DHimLE/vAOHJfRI9l7a/wAKERQiGAGBB5TCIM6g+Lik\nN+fm6TGNy+kcn8w1odY3WQokBvy+FykhRGpb4ZJ5l9peRrRaNi74+r165ztHakIIuJGMr5eAt+WA\nnDNyyRhYa5mwZHVIJUKQZosNuWe0XZRNRzAJLfFYbOAbQvkwHnHscPaheRFRc9L5dv5pUvp7vk8g\n0e8FBYvsmAuG2Nn2j8yb/Z3Od6Tr35x0vxEhieUD8uvV7qb+Gh04IAKkIsiiSAMVAlNE4BViIJSY\nwcMKcSwYsMeY7jHMI4Z5RMwrDDxoPonNCqshYZMSdgywrY/15qoqVyE/AKIO9ANQEZzQjUBhNSvr\n+vNQcxuNswIJOrPIEfm7gH48xhjr2IBauZYOwX1b7FdRgYpA4HRBIDlai/45dvWsemHkGC3147wQ\nSNS8rWOjCMmJYECCZUHIfkDOCSQCif16/HB7kkMrFH2oqI0s1/gyaqaesqx9c0n4RLsXhwGIwyLJ\naJ5nLThJrbwBkVZJl9KcrpW+dibDTqmtSMkjfdu/0gKJZujswq+OmFSt0NuZPtTUcl5CXZgjQFjH\ntUXVdKFPRfUMT6wVh2icikBdBAJHrpqyHPWLrC9sv6nHfqha0VIbbEQ5mgmlFHV8m+eCu7s7TNOM\naZpxfX2N9XqNZ8+eaURMyfgyJfWGFk2xHjhgHEd8/etfxze+8Q18/PHHeNjvsP3ii2qS8ZGJUZ/X\nJ1WLMSJQRGQ1JzAz+DGOjl27CBdfaPIegaTZrAV9PZ8lVFy64+6+vYZQPiyQ9L32ujoukBx7zve1\ndYZhwJoGXDHMaz0iZUtQZwIJoLPMpY1PTxgXqZe6FM6VBIiow18ViD5MI3ufmnNaZn8e7In0RIGk\nZOmY36V57wSPhczSfzhCSBYvdz6L7VLz7+BlzvX6EBgIvKARNeldpR9cFQodYku+J1Z2ATpn4zji\n6uoKm+0an1x/rHsnMJgtPFVK3UvjaoXBnPJjjHh2dWO1bQhyiMhpwuFwwJQnwCK0mLXGLzNbcvgW\nsqo+9FQFkr45TelNNqULW+1DWBfXPUIgcUXvmMmeW3rue+B+cCSMEFddH0+VheM9W0pLv9D/dpII\nzuYzhIBVsIAK6fxGDOk6eR8pKHKhMu0FgYRCwvsxoWU77vsjrlhU7F04158RSAAsLACX6EBP50Ic\nQTRqDTSLrJnn2VjbskCtuicQ1uu19sHQszqHHb32eQnpv1Om1v8zW6DmFwKc15r9eGEHI1loRctr\nVLgIpWBdBGkuyBYRwWSOqoPahCkEIGqiHgGps6cTdT8mVLMC0Daqlv822BKsznxwBKd3uOK6EZgi\nIAElC1IqmA4JUgiBB1xfrbHdXmE1jgghgikgScbd/h4P0wP2aY/CBcM4YH29wrPnt7i+ucIwRqw3\nG2yvrnBze4t094Bpmu15hMga9hw5qJmGo/1lCLPC0E+JejtCtR7ThJc8SsfTHUlpMdcgNeX1uQH6\nTKHNirMkIb1T66J3/SZfvIc/gxpyQm2SHV2qKfuZEJmwHldILEjzBIEl74IVNBSLIrB3DN32XNQR\nWUSVOALkrkpGiB/hZyeloKDUpHZEDu8epRzv1u7luTv/fV4CGFhuhGP0xNAIPv3+4jNoyTgX2uO5\n60Ugw6rlPB+4Zkx2BliQQRDLbi6o0W0c6v1KLgAYCVrjppDmwAi8xUiMj26e1V7kvNfOZCB79VMB\nJl6DOQAyoMQXKIOisQyG8A6SIiCzIuAkgARj6JYPqC082ASiIzX2dIPbpRdqCaimkkuoVW9EPhry\nMwyR/O50FnwGFr4H5nBJAkfDvI++D/w8dEK2Pq/ofFNT7vR6Ovm/3qF0z+0EbuHle9euEUguIST9\nffwcQYLWOHpsU1rzBJREGKCeVTcEgjrjzKKuTf889EYbOvt9sH2fc0KeDkjzhJwSQmCEyMbaCOZo\nAlDL07WIUuu6B3QKjPw2Rdn8j9SCRS94OxZInOZ5+mhvxb5/X4si2MwWsSIFE6l2wyEA21VNv55I\nIyYEUGdDQiMUVSKyY3Fv99pLFUaYEbrS4uqoZFMj3GkwjFICUsqYZ8F+n0AUMY4R19e3NVcIW1xt\nKYI392/wbvcOD9ODOuSuNtjebvHioxe4fXaDOARst1vc3N7i5atXuPuNLzBBCShD66IMVuE0IkDI\nTFhEygEDgYanxeE/FSGBZBvC5fz6+J3T8E+d6U4l+fa9XE4mKueXigtFrS/qV7LQ1KpAohFekQjb\n1RqJCxLtME0TIDNYHloHS6oO2IPn/hV/4nFPjsxR3JZcLXz7npYhyLnouSfC/PFY+/H75vr0ibn0\nX3fM70IYaQl0SWGvTbr7CARSaUDbXSfyTr2YQHldGbIMrYSD538pXEAs4LLUyGs1YSIUzCggJLBG\nnxWgBEbACtuwxjevv6Xm1DTh3f6NoS6CSSx5mgA7ukXAgEwD5vgJMIyQEDASgfgeMg9AOZjwpKYE\nkgCmgEykEYamQInRuyW6pZlrRdSJuo6StHVyMi/1SlmOobT1R0d7QkQQjspsXIrOaqYjvYmE+eI1\nkK4QnLXjhG4X12kVPkJds4I6fTD+C/c77CNX+ENsUQBzjdaxLfFJCEkzdD2yEUPIHNylZSPW+VXa\nCFHvGD8G7LXEKYfvu9DNYzenBQAlyHxAOjxgOux17Y8RQxgtSsbmLQOqWDYa65GmIk090HVnfZH/\nTsX1/s9sMcb3mmx8Q/UMioiMWi+J7sL+KYIyJdzd3WEctaDcuLJnMWP2iqe2sDVNL2Hm7j50ZsmR\nSsdsQpIUy8rJDBbSBUVkAog7tQYQokFpGYfDAQ8PKlxU59UYMY7rFjpakp074e7uDrvdDvM8Y01r\nrNdrvHjxHC9fvsTNzY0mSru+wosXLzSt/3/9Nez2dyhTqV7/DjN75AqTFnHTYoECeqJ80c/Zo5qo\nr8Up8VFH0MtmnNZcUBBZzvnx78ftElN3jeD42ecSNwG2lUXMbJYAiTgcDlqIrGoRXWAmtSRnICzy\nQyx7VxoE7BQIRnQ/QPP6PXFsf79E6C+bXS74IXAPux95/p/pHxvyZiehzcCSaS4MNgvttFM8Fguz\nHQ+rFVAsxDZaSQ9ZRsnFgiqQ+L8YI4YYIJbBMgmQ6noKEAwYxxE0CX79u79uNEiQecYwRMQhYIib\n2v+bm69hXK2x2Ww01BtaI8lLGmjEzQgJajIeS0QQMx2FAcSXmbN9UceDCBXZIFqiShfnlFrkHy2i\nb05P7ev9LEyhdI4QepMq8J08mpZ+Id6e6n9xJDpVXxf72L733Evm9/X+WzrCYu/31C79NzT3cfJj\n6r6vTqqOGDvaKkd7WU6PS8konbmyRtqUFnHjU9HKsLSJ7YMIzs3Rh/zTvH2lBRI1JdSamQqtmgis\n/hmAy8rukKre85aWR0zaL4JcRKEoIwacGby6Ao8jODJ40LhrsKXhEF3cA5HF36sfg+to4sijNMAE\nYETSfBIsBKEAoS6PAFyziwBFQ3YYJTP2u3ukpHlGIpsvSBgxhlFDClkQGSASZMwInJFDQgyMGII6\ngxVBGAPW27USyBgRh4jNeo3r6yu8fPkC6+0WYRxQpkOtHKp0PaOUyVJnEwIrHIrOTPCYpr49T8td\nUrGjhlR2sCx1QomPcgvE9fPYod4mvy+ySNOl5EYXEBKvaKrasr3PEfEt9XGCd4XxKUXcXN1gwAar\nbcQDRZTDA3hOWr8GgpA9zTWpSbA+sAsuXkDKxda/KDzaw6W14xc4gmgNFoV+bSxd1u4dPfWED8zZ\nOS1bnXGPQz5bl07vqFFpPVki7ypcrRXvk71j4GDooywEzlAFOnuuA0msG19YALbsCdSYEkEjWIgt\ngZ0lMotxAEIEwoBCBUECIqI5WkYUGZFTwsPdPX7tf/8OVusVxnHE5tkGNGyxiiOGjZppmANoewWO\nAwIY7+7eIiUturaiN2DMTesEkO3dAwoCEQoFCLn/RVGzpLQVXpkVNZOim7f71UC0nId+quqhreue\nmdfLjMh5TaXqA1dNL70ZxX+h2o+ForjoF6FnuPVORw4RnQx+tnkSQv3Q3W3hn9IELx1LdMjJYrW1\nd/PkegCIx27g+g14AQk5sWk1oXuZXdnpGRAld587QQBuqOmiaaTtWb1NN5mCShj6Leg95RgwrEZQ\nICTL7E0hqPnOx0XYAkrU21u6xSCASqxVGLJvfyc4ta5CxBhi9Q9Z5AE5kq4PDzuUrFaGdSF4kGeY\nMsJcMM8zOBVwsvjrzRr46GO7uoBrQTPBgIK+3gYJQbJgqPNOzS4kQCyNSIzQuWFm5GFQAiyA0IAC\n1dpKGIGgyMw8C/a54IvPfwMQYD2ucX19q+nsGUoQBdggY2BNCZ3xABkEY8m42qxxtVljsx4xTQlx\nw9g8WyMMAWEIWK1XCDGiSMa3v/1N3Dx/htevX2N+d0DKM6YyARHIZY80T1itVhgGRhwIsRRIJkh5\ngslGNJncYyVmHcVmu+8FhIUWb6aR6uRXNRiz/9eLutDHOqOC3D2i6+zygfUVWgVYPaMPEzx9r4SC\n75UVPsc1fvjZ78LHm4Jvj/f4cvgucPcawztDTggI8wHJvNsx9hWqrYMCoGxA8BwRUrUhPuRFKF9r\nRw6HneNrrTGhlKS99zHhd60L+dwrnm1qCnuK6AmgBLjNpnf+c4bRm8QA9ReKHKtG52HJvg6ONXQR\nADxXnjCgObgKzXVfF5rh0UwpJXDOlhdmBGRlof5rkKGOQMR8GPD9H7zGZ9/9r/h//vL/Ax999BGe\nPX+OH179KMJ2xDgy1jfXGMcVVuMKRM8xTTMeHh7w+Xe/i93uAYfDAZvrA8aVhu8LkjpalmLhyECE\nINAKbDB+KQfkfFDHVwgGbjl6WnZqRugqxsKrwXZC66mjZay01Mc3pbSYf8+6XCp7buvRbqvM61hY\ndbtRjH0nFs3lgSoGiKD6enXKif89d5cZBR44ja4sQROYlq1IAcps+Z0ARyC1j7GuqxZYSwjhClJz\nenQVc2nq9lHnx0Y9itB6Thi6tc9wlJzLhJDe2vcdgnm0rtXZ2m+75H8NvWrPW6CMenOEOCBuxraf\nsv5L7uQtDBTNUTWGlZIkl2zI57X1yWmW0O50sM+0r7RAwmZOOGd66euGMDNW4wolWOXeOSNlZSpD\nBpAVro1DwBj1/DwOOHTwO3d2aoVKzS5JjThKONYG7Vo0gUQr4+rxXDS1bp/cbRxHZB6QwXj9+jV2\n+4TdLmG9XmOIAzarDdbrNSIzxmBCGBWEcKiMMiXNU5FyRjR4eZombDZXuLm5wYsXLxb1aXIuVuPm\nSlEZe4ftdotnz55ZGDHAoZm0ALOfMoPf61ewbMfmgEe1zgFt4Unem0uILUdK+64mGzuTankpkADl\nLEJCwBlnNfc6b+3DNuFQVohlwH6/x4Mk7PIO19fXKJRBu89rXYiRGYW5FuKr/fD1VOFYfTOpVNuE\n8LMCSVVla3NPeXYkZOHTcSqQLG71yHYuGuJDTZPthcU+BrBQMI7Nq4fDoc63Rz/17+kmF/+sxP70\nRapyf9TcZFksL4OaRBNySpjnhGEYICVgngZ89tlnuL+/x7e//W3dOzfXuL7S6LdxtQJbTan7hwfc\n3x9w2E/Y7XbVnDeOI1bbiDg4XYim5VtVbdi6NnrUm0r6dz7+XKTUTJqAadlHe7EfKxHBJKVWrO5/\n99VUK5N3CmF9fvc9wYyrvYBpmvVvt7XDUy2o8qACia6FCwtZjk0UfRSar0ECdc6yIUQ0zLfba1zQ\n3pDr9/167PtR3GFUO9LQKMmd/8+lOjiO0utxTfF+8n7nTcqWzag+w5+t0ZWhpYUvbX15Akd/v+MI\nKX+eiCD/joiyYUa0Uu26/sVs8saGigq2bNIwC6FYUSpY+C6IIJEs1Tep3ZkZJcYOtmaIYyokLeqD\nAFCpKFg1GcGWXlcO2s934KR5evu/CA2HCygJmHPC/mHCPGWUXLAxAWKzHjFERmDCGF37IQzsBe90\nXEQEDEKZC/IhIe1nDFcBV6sNXtw8w2ZcYeQAFiAIYeSA7WqFVRgQTdhaDStcr7e43lwhhAJAs08G\ny9EgRTctP7KSo7enCiSWSVsJ3Clg0eYC+ruHWVdrErUzl+JiY8AX/WypnbPoE18SrM4z31AIsRBS\nOmDijB0VhGGNuEqQ1RbTdEApGWsigD3y6pIvxdEgmLZELBcEkqMeNhpyctt6fP7KpwuTeOJ8Hwkx\nl649FkqOfWD6846vWY7d8viyc2InDJXSmUkKpIZtM4ZI2GwGvHr1HFfX19hsNxjXbEBAQsp75EmV\nhtdfZhz2E/aHPYiSRmLFiBDcKVmswrTtc3h4LyBgiESthyVZAXsKIBSArF6woNXLItSS9zXJlQm+\nFrduzC5jUcvH9p1/aPWRl0Kugwg6dy6UnM4JefbXSjTPb7yeZi58X8Q6dbxezwMe2tNu/wPd+qDm\ne9WDOt4cxFmYdsSjNYvdly2krdur4h2KS8G+ojqsEZOLZ4neqzqKLi5QOFNcsCLrSxsXuNjnvOWS\nkrgY705ptgEvVoOmV+hgLglSpKa9F2lZXdEhRvWzocfuH1cupgtYtq+0QDJyxBAiHMmGCAjB8Sto\nAlHVhcMhA6mVUQYIHAaUFSNHdWQ6BMLOhBAWxlhtjoxSBttAAoSDFZISgA4ABEKEWIeT4N04Jqcz\noEQXAJcNgnndc1iBKCLPBfd3O9w/HLDbzQgDYzuOeH57i3FkjIO+U+CCIagWFQhYcVDHpMKQfKWL\nZQKmL3fYf/6Awxc7rJ4xXm1u8SNf+zY+3t5of/YzNtAcJ7K5wovxBjfxCu/wBW7HLT7evsA3bz8G\nkJCyOtQGyQg5Y5oLMMjFtX+uPZWhEQibLAjZtESDrYkIntOTiCBBICb9F2ZkZgQAQoxiXnhCriUt\ngmgN8fgAI3ckAk54L2lZ5+8TQ0aUhDm/xd2B8XmOePnyOQZeg5/f4/DmDWTaY40HSIxaICvz4q7V\n54VSR4uH1j0up1T1bDMGtCBcF1CRLufJB17xt6S5Nl8fb0xjqVW2cwHX4k4dIN1Br0dHALSw4qPp\n64URdUjlxX3aj4IYNPqMVqNV2Y6QPOL6KmC/v8UPnq1qDp9hK+C4R8oz9nf3eHjY4f7+AV/+YI9p\n0nwPz59vsVqNGMLaagsSChIoZMBNMFABqIgglw1K2RhioSipglxqgspGA7kqRQTdMcbMUMBcOrcK\nsW8PyqCZMNJwNKakYdx2vvPBPmqm7ZNG/ISakiBoQiTcD+GoLW5zNE9ETVjquyZ0fvlWRYVUyBeQ\nOedbskzBKWNfRG01yUd9UbRwnFJypSOZDmhO2gOaUNIKykKG+iIEoKZuopbLRiSjiCMJBQI/Jkhu\nUTa1wLevZxf4KFTJsOa+EnviQmCT7rP+fwjRlKwC9Rd03yOllwGole51P0qXqdXHpx6aaaghLo9t\nX2mBxGtOVPDLw1Hd/pVmSFa7ZyxAEGc+ocK7JTJK1AWYSDC7FAyygncaCVPNAVRQ2ENNxXIT6IKP\nHOuE5Ny8kvm4zw4BpgAU9XtJuWCe9nj37h0OU8GcBdvtFqvNiPVmhaurKwQWhOA2cgFD4eLIhFVo\nHtLF4LGcC4j0PTebDT766CO8evUKz549s8JI5sBrnuXr9Rq3t8/w6tVHICJ861vfxieffIKcM9iE\nn+12ixAzOCSEEJCZUT7klX7UnoyQsPtJScWTlGE0DazYRiQi1fw8kRVTrQite7OFAC7syY9BefqE\nZE81PWkoh2oaIpimCfv9HiEWPH/2TCvA7gDs7m1d0yJDrdW9OjmuphYjHpcTl3Wvga7I4AdfoVF6\ngmq4H76mtacnwTtNftXs2bnTytocHEdFHNfjAM4QxU5L7r48OoUW7+BabLA0Ah6SXSPPYsRqtQKH\ngI8qkwAkaAXneU64u9f6NQ8PO+wPpZrm/Bk5Z1BSLTgCABV4wsQiGWROtkAyocLykhBbqm9BRq4I\naY3bEunSj4vSsfrsfsLQxrvIYp0fo1DH43Nc/2Qxj7Qsaqm/AXzBx6gv03Dy2/G+ew+yR1YktZ5W\nQQdazH2/PNqaleXyQGgIW18VOSV4GZDaEQFasht/7pm9YAKJvtMyeVBdomBwrWvliMXyZcUFj75P\nndnkcmtz0gQzqiZKPaPNu6fQCIHQF9dbmGzk1HwT5sfxiK+0QOI2Pa7CuGVnLdBsrFkguUCyQWqe\nFyIEIDBk0L8I3KR8C79T5gY0KdkXMKunvS8W7vNORIOqBCi5rs9aCJrIrmWACKVEiE3ePiVMU8bD\nISlzjQHjdoNxPWDcDGCvyls3tkUVBE3yVliTUAkAcd+ZccTm+ga3L17i5W6PV598gpvnzzFsNhAW\n5KLMjaOavTgPeP7RK3xtP+H25Ut884d+GB997esoxA7yIgwDEAjCxfKu8BFR/+CkPVkg0ZQRCgHX\n2lBkqfed2DDXqspiVaBF46sNj9T10W+u3u5Lj8nu1vmTLLzYlyfhHITgBMch7VkEu5QQmUHrLYbN\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GstgaKKVV9V32oqFyfRui107Li+97fxdF2aQeMxe0dPV0cSJ+xyAkVx+/wmazRbKy4BlA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tpNylVs8i40bBNv3BcntcPXyBut+Bs/uwgvvySayueROeKU0C1w356hzRtAdAetKh+botE+s67s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\n"
          }
        }
      ],
      "source": [
        "plt.imshow(video_thwc[-1].numpy().astype('uint8'))"
      ],
      "id": "d964e5c5-029b-4c56-900c-18079093b014"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` gif 만들기"
      ],
      "id": "69bc66f0-0f05-4810-9b87-ded891af5117"
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [],
      "source": [
        "frames = [frame.numpy().astype('uint8') for frame in video_thwc]\n",
        "imageio.mimsave(\"sample.gif\",frames)"
      ],
      "id": "a518bd07-9c46-437a-ad98-28e62b054f98"
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "IPython.display.Image(\"sample.gif\")"
      ],
      "id": "5db17ff6-7f21-4296-b41e-ff0dd5640d56"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` “텐서 $\\to$ 영상” 이 되는 함수를 선언하자."
      ],
      "id": "ed80c332-658e-4ba4-8c29-846c700fcf81"
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [],
      "source": [
        "def _display_gif(video_cthw):\n",
        "    video_thwc = video_cthw.permute(1,2,3,0)\n",
        "    frames = [frame.numpy().astype('uint8') for frame in video_thwc]\n",
        "    imageio.mimsave(\"sample.gif\",frames)\n",
        "    return IPython.display.Image(\"sample.gif\")"
      ],
      "id": "f3b5183d"
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [],
      "source": [
        "_display_gif(next(_train_dataset)['video'])"
      ],
      "id": "81bc3355"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` `pytorchvideo.data.make_clip_sampler(\"random\", 10)` 의 의미: 영상을\n",
        "보고 스스로 파악해보세요..\n",
        "\n",
        "-   `pytorchvideo.data.make_clip_sampler(\"uniform\", 10)` 의 의미도\n",
        "    스스로 살펴보세요"
      ],
      "id": "6618b70d-3349-4469-9c07-66614e804e39"
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {},
      "outputs": [],
      "source": [
        "_train_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/train',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"random\", 1),\n",
        "    decode_audio = False,\n",
        "#    transform = train_transform,\n",
        ")\n",
        "_display_gif(next(_train_dataset)['video'])"
      ],
      "id": "ba9f1d16"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## E. 모델생성\n",
        "\n",
        "`-` imports"
      ],
      "id": "d5bafade-3920-4d13-a526-d5fce710e1e3"
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {},
      "outputs": [],
      "source": [
        "import transformers"
      ],
      "id": "2445f794"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 모델생성"
      ],
      "id": "bb72bf20-ed0d-4a43-9056-a2996b0f919a"
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of VideoMAEForVideoClassification were not initialized from the model checkpoint at MCG-NJU/videomae-base and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference."
          ]
        }
      ],
      "source": [
        "label2id = {\n",
        "    'ApplyEyeMakeup': 0,\n",
        "    'ApplyLipstick': 1,\n",
        "    'Archery': 2,\n",
        "    'BabyCrawling': 3,\n",
        "    'BalanceBeam': 4,\n",
        "    'BandMarching': 5,\n",
        "    'BaseballPitch': 6,\n",
        "    'Basketball': 7,\n",
        "    'BasketballDunk': 8,\n",
        "    'BenchPress': 9\n",
        "}\n",
        "id2label = {\n",
        "    0: 'ApplyEyeMakeup',\n",
        "    1: 'ApplyLipstick',\n",
        "    2: 'Archery',\n",
        "    3: 'BabyCrawling',\n",
        "    4: 'BalanceBeam',\n",
        "    5: 'BandMarching',\n",
        "    6: 'BaseballPitch',\n",
        "    7: 'Basketball',\n",
        "    8: 'BasketballDunk',\n",
        "    9: 'BenchPress'\n",
        "}\n",
        "model = transformers.VideoMAEForVideoClassification.from_pretrained(\n",
        "    \"MCG-NJU/videomae-base\",\n",
        "    label2id=label2id,\n",
        "    id2label=id2label,\n",
        "    ignore_mismatched_sizes=True,  # provide this in case you're planning to fine-tune an already fine-tuned checkpoint\n",
        ")"
      ],
      "id": "212d9deb"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## F. 변환 $\\to$ tr/val/test 생성\n",
        "\n",
        "`-` imports"
      ],
      "id": "f5d37b58-cb6d-486f-ac9c-fedc003d7663"
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pytorchvideo.transforms\n",
        "import torchvision.transforms"
      ],
      "id": "1c610da6"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 이미지전처리에 도움이 되는 `image_processor` 를 불러오는 코드"
      ],
      "id": "4c8cb223-f7f8-4015-a009-ce444600dcc3"
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [],
      "source": [
        "image_processor = transformers.VideoMAEImageProcessor.from_pretrained(\"MCG-NJU/videomae-base\")"
      ],
      "id": "6e741230"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 저장된값들"
      ],
      "id": "7e83280f-63ed-47ee-8a99-26d84b269b10"
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mean: [0.485, 0.456, 0.406]\n",
            "std: [0.229, 0.224, 0.225]\n",
            "size: {'shortest_edge': 224}\n",
            "resize_to: (224, 224)\n",
            "num_frames_to_sample: 16\n",
            "clip_duration: 2.1333333333333333"
          ]
        }
      ],
      "source": [
        "print(\n",
        "    f\"mean: {image_processor.image_mean}\\n\"\n",
        "    f\"std: {image_processor.image_std}\\n\"\n",
        "    f\"size: {image_processor.size}\\n\"\n",
        "    f\"resize_to: {(224,224)}\\n\"\n",
        "    f\"num_frames_to_sample: {model.config.num_frames}\\n\"\n",
        "    f\"clip_duration: {2.1333333333333333}\"\n",
        ")"
      ],
      "id": "439369e1"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   모델 `MCG-NJU/videomae-base` 의 성능을 최고로 이끌어 내기 위해서는\n",
        "    어떠한 최적화된 변환이 있음\n",
        "-   위에 제시된 값들은 그 최적화된 변환을 구현하기위해 필요한 값들임.\n",
        "\n",
        "`-` 변환된 이미지텐서를 올바르게 출력하기 위해 `_display_gif` 를\n",
        "수정하여 `display_gif` 를 만듦."
      ],
      "id": "f4e2c7a2-4707-413b-b4b6-23c36d6b4cad"
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {},
      "outputs": [],
      "source": [
        "def display_gif(video_cthw):\n",
        "    mean = [0.485, 0.456, 0.406]\n",
        "    std = [0.229, 0.224, 0.225]\n",
        "    #---# \n",
        "    video_thwc = video_cthw.permute(1,2,3,0)\n",
        "    frames = [] \n",
        "    for frame in video_thwc:\n",
        "        img = frame = frame.numpy()\n",
        "        img = (img * std) + mean \n",
        "        img = (img * 255).astype('uint8')\n",
        "        img = img.clip(0,255)\n",
        "        frames.append(img)\n",
        "    imageio.mimsave(\"sample.gif\",frames, duration=0.25)\n",
        "    return IPython.display.Image(\"sample.gif\")    "
      ],
      "id": "07dcf869"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 최적화된 변환을 적용하여 `train_dataset`을 불러옴"
      ],
      "id": "e3b47046-1a13-4616-bc80-90c4e6e963f4"
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {},
      "outputs": [],
      "source": [
        "train_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/train',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"random\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    pytorchvideo.transforms.RandomShortSideScale(min_size=256, max_size=320),\n",
        "                    torchvision.transforms.RandomCrop((224,224)),\n",
        "                    torchvision.transforms.RandomHorizontalFlip(p=0.5),\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")"
      ],
      "id": "63ce4763"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 이제 `val_dataset`, `test_dataset` 도 불러옴"
      ],
      "id": "de2bab03-dcd2-4646-ac64-a60e00e3ba37"
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {},
      "outputs": [],
      "source": [
        "val_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/val',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"uniform\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    torchvision.transforms.Resize((224,224))\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")\n",
        "test_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/test',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"uniform\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    torchvision.transforms.Resize((224,224))\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")"
      ],
      "id": "2ff9d8ad"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## G. 데이터콜렉터\n",
        "\n",
        "`-` 일단은 아래가 실행되지 않음을 관찰하자."
      ],
      "id": "4a846c36-6352-4a56-bbb4-c7ac4465ea1c"
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {},
      "outputs": [],
      "source": [
        "model(train_dataset) "
      ],
      "id": "0f5f23f0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 실행되는 형태1: `model(tsr_ntchw)`"
      ],
      "id": "23cd5b87-f343-4582-80d4-629170347535"
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [],
      "source": [
        "examples = [next(train_dataset), next(train_dataset)]"
      ],
      "id": "dcc38eab"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**실행예시1**"
      ],
      "id": "73d5b801-110d-4630-be47-d9d043a520ec"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [],
      "source": [
        "model(examples[0]['video'].permute(1,0,2,3).reshape(1,16,3,224,224))"
      ],
      "id": "661366e3"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**실행예시2**"
      ],
      "id": "97d11976-91ba-4708-878c-fb05099ee359"
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "model(torch.stack([examples[0]['video'].permute(1,0,2,3), examples[1]['video'].permute(1,0,2,3)],axis=0))"
      ],
      "id": "81aaf0c1"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**실행예시3**"
      ],
      "id": "94b4e90c-8f06-4a40-9ef6-0db950965ede"
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [],
      "source": [
        "model(torch.stack([example['video'].permute(1,0,2,3) for example in examples],axis=0))"
      ],
      "id": "4c9fe88c"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 실행되는 형태1:\n",
        "`model(**{\"pixel_values\":tsr_ntchw, \"labels\":tsrlb_n})`"
      ],
      "id": "980ae197-21f3-41d9-8edd-0e0b2342cf12"
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [],
      "source": [
        "examples = [next(train_dataset), next(train_dataset)]\n",
        "tsr_ntchw = torch.stack([example['video'].permute(1,0,2,3) for example in examples])\n",
        "tsrlb_n = torch.tensor([example['label'] for example in examples])"
      ],
      "id": "1b2f9862"
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [],
      "source": [
        "model(**{\"pixel_values\":tsr_ntchw, \"labels\":tsrlb_n})"
      ],
      "id": "27b17405"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 그렇다면 데이터콜렉터는?"
      ],
      "id": "aeca04f5-a7cc-4c9b-9ab8-7b1513d2199e"
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {},
      "outputs": [],
      "source": [
        "def collate_fn(examples): # examples 는 [Dict, Dict, ...]\n",
        "    tsr_ntchw = torch.stack([example['video'].permute(1,0,2,3) for example in examples])\n",
        "    tsrlb_n = torch.tensor([example['label'] for example in examples])\n",
        "    return dict(pixel_values=tsr_ntchw,labels=tsrlb_n)"
      ],
      "id": "63c2dc85"
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {},
      "outputs": [],
      "source": [
        "# model(**collate_fn(val_dataset)) # 좀 오래걸리니까 실행하지 마세요"
      ],
      "id": "51f7bb59"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 5. 코드정리"
      ],
      "id": "fbe1b77b-3b97-436d-8ee2-6de93b86b7b5"
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of VideoMAEForVideoClassification were not initialized from the model checkpoint at MCG-NJU/videomae-base and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
            "max_steps is given, it will override any value given in num_train_epochs"
          ]
        }
      ],
      "source": [
        "import huggingface_hub\n",
        "import tarfile \n",
        "import transformers\n",
        "import pytorchvideo.data\n",
        "import pytorchvideo.transforms\n",
        "import torchvision.transforms\n",
        "import evaluate\n",
        "import torch\n",
        "import numpy as np\n",
        "# import imageio\n",
        "# import IPython.display\n",
        "# import matplotlib.pyplot as plt \n",
        "#---#\n",
        "## Step1 \n",
        "file_path = huggingface_hub.hf_hub_download(\n",
        "    repo_id=\"sayakpaul/ucf101-subset\", \n",
        "    filename=\"UCF101_subset.tar.gz\", \n",
        "    repo_type=\"dataset\"\n",
        ")\n",
        "with tarfile.open(file_path) as t:\n",
        "    t.extractall(\".\")\n",
        "train_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/train',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"random\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    pytorchvideo.transforms.RandomShortSideScale(min_size=256, max_size=320),\n",
        "                    torchvision.transforms.RandomCrop((224,224)),\n",
        "                    torchvision.transforms.RandomHorizontalFlip(p=0.5),\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")\n",
        "val_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/val',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"uniform\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    torchvision.transforms.Resize((224,224))\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")\n",
        "test_dataset = pytorchvideo.data.labeled_video_dataset(\n",
        "    data_path = 'UCF101_subset/test',\n",
        "    clip_sampler = pytorchvideo.data.make_clip_sampler(\"uniform\", 2.1333333333333333),\n",
        "    decode_audio = False,\n",
        "    transform = pytorchvideo.transforms.ApplyTransformToKey(\n",
        "            key=\"video\",\n",
        "            transform=torchvision.transforms.Compose(\n",
        "                [\n",
        "                    pytorchvideo.transforms.UniformTemporalSubsample(16),\n",
        "                    torchvision.transforms.Lambda(lambda x: x / 255.0),\n",
        "                    pytorchvideo.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                    torchvision.transforms.Resize((224,224))\n",
        "                ]\n",
        "            ),\n",
        "        )\n",
        ")\n",
        "## Step2 \n",
        "id2label = {\n",
        "    0: 'ApplyEyeMakeup',\n",
        "    1: 'Archery',\n",
        "    2: 'BalanceBeam',\n",
        "    3: 'BaseballPitch',\n",
        "    4: 'BasketballDunk',\n",
        "    5: 'ApplyLipstick',\n",
        "    6: 'BabyCrawling',\n",
        "    7: 'BandMarching',\n",
        "    8: 'Basketball',\n",
        "    9: 'BenchPress'\n",
        "}\n",
        "label2id = {\n",
        "    'ApplyEyeMakeup': 0, \n",
        "    'Archery': 1,\n",
        "    'BalanceBeam': 2,\n",
        "    'BaseballPitch': 3,\n",
        "    'BasketballDunk': 4,\n",
        "    'ApplyLipstick': 5,\n",
        "    'BabyCrawling': 6,\n",
        "    'BandMarching': 7,\n",
        "    'Basketball': 8,\n",
        "    'BenchPress': 9 \n",
        "}\n",
        "model = transformers.VideoMAEForVideoClassification.from_pretrained(\n",
        "    \"MCG-NJU/videomae-base\",\n",
        "    label2id=label2id,\n",
        "    id2label=id2label,\n",
        "    ignore_mismatched_sizes=True,  # provide this in case you're planning to fine-tune an already fine-tuned checkpoint\n",
        ")\n",
        "# Step3 \n",
        "metric = evaluate.load(\"accuracy\")\n",
        "def compute_metrics(eval_pred):\n",
        "    predictions = np.argmax(eval_pred.predictions, axis=1)\n",
        "    return metric.compute(predictions=predictions, references=eval_pred.label_ids)\n",
        "def collate_fn(examples): # examples 는 [Dict, Dict, ...]\n",
        "    tsr_ntchw = torch.stack([example['video'].permute(1,0,2,3) for example in examples])\n",
        "    tsrlb_n = torch.tensor([example['label'] for example in examples])\n",
        "    return dict(pixel_values=tsr_ntchw,labels=tsrlb_n)\n",
        "args = transformers.TrainingArguments(\n",
        "    '영상분류학습된모델',\n",
        "    remove_unused_columns=False,\n",
        "    eval_strategy=\"epoch\",\n",
        "    save_strategy=\"epoch\",\n",
        "    learning_rate=5e-5,\n",
        "    per_device_train_batch_size=16,\n",
        "    per_device_eval_batch_size=16,\n",
        "    warmup_ratio=0.1,\n",
        "    logging_steps=10,\n",
        "    load_best_model_at_end=True,\n",
        "    metric_for_best_model=\"accuracy\",\n",
        "    push_to_hub=False,\n",
        "    max_steps=(train_dataset.num_videos // 16) * 4,\n",
        ")\n",
        "image_processor = transformers.VideoMAEImageProcessor.from_pretrained(\"MCG-NJU/videomae-base\")\n",
        "trainer = transformers.Trainer(\n",
        "    model,\n",
        "    args,\n",
        "    train_dataset=train_dataset,\n",
        "    eval_dataset=val_dataset,\n",
        "    tokenizer=image_processor,\n",
        "    compute_metrics=compute_metrics,\n",
        "    data_collator=collate_fn,\n",
        ")\n",
        "train_results = trainer.train()"
      ],
      "id": "9dd6eb2d-0424-422e-b1da-47927e3747ff"
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {},
      "outputs": [],
      "source": [
        "trainer.predict(test_dataset)"
      ],
      "id": "e3758559-249c-4ba1-970d-a7b9350d11b0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "*추론하기*"
      ],
      "id": "a7a3279c-e698-40d1-849e-47720c5b5a51"
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Hardware accelerator e.g. GPU is available in the environment, but no `device` argument is passed to the `Pipeline` object. Model will be on CPU."
          ]
        }
      ],
      "source": [
        "video_cls = transformers.pipeline(\n",
        "    task=\"video-classification\",\n",
        "    model=\"_영상분류학습된모델/checkpoint-72\",\n",
        ")\n",
        "video_cls(\"UCF101_subset/test/BenchPress/v_BenchPress_g05_c02.avi\")"
      ],
      "id": "27961cbd-8977-4930-8f35-a3fdb2f1a448"
    }
  ],
  "nbformat": 4,
  "nbformat_minor": 5,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3 (ipykernel)",
      "language": "python"
    },
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