221007_FaceNet.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Junseokee/Deep_Learning/blob/main/221007_FaceNet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m1INshNLmiW7"
      },
      "source": [
        "# 라이브러리"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "TzWq-RYRwAKs"
      },
      "outputs": [],
      "source": [
        "from google.colab import drive\n",
        "import os\n",
        "import json\n",
        "from tqdm import tqdm\n",
        "import shutil\n",
        "import re\n",
        "from glob import glob\n",
        "from google.colab import files\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wrGaR5Bgmrfp"
      },
      "source": [
        "# 데이터셋 다운로드"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3mT-E_5eTPnV",
        "outputId": "041e6d52-b853-47d8-8a60-904cff05d8cd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d4agjhZ6fTj7"
      },
      "source": [
        "# **데이터 셋 준비**\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-AVFGx1AzTuU"
      },
      "outputs": [],
      "source": [
        "from glob import glob\n",
        "\n",
        "train_img_lst = glob('/content/drive/MyDrive/framework/images/*.jpg')\n",
        "\n",
        "\n",
        "with open('/content/drive/MyDrive/framework/train.txt','w') as f:\n",
        "  f.write('\\n'.join(train_img_lst)+'\\n')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tB1zIKnZeijV",
        "outputId": "6271ecab-e430-4dbb-d9c0-e7b3c4801764"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "7048\n"
          ]
        }
      ],
      "source": [
        "print(len(train_img_lst))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zbuV1gLZD74A",
        "outputId": "9ac7dc9b-74a8-43d6-88e6-6496550344aa"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "7237\n"
          ]
        }
      ],
      "source": [
        "train_txt_lst = glob('/content/drive/MyDrive/framework/labels/*.txt')\n",
        "print(len(train_txt_lst))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XC-A0azv-Jsv",
        "outputId": "28362c8e-7ea6-44e1-ad9d-0f82915db40f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into 'Facenet_Tensorflow'...\n",
            "remote: Enumerating objects: 21, done.\u001b[K\n",
            "remote: Counting objects: 100% (21/21), done.\u001b[K\n",
            "remote: Compressing objects: 100% (19/19), done.\u001b[K\n",
            "remote: Total 21 (delta 2), reused 0 (delta 0), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (21/21), done.\n"
          ]
        }
      ],
      "source": [
        "#!git clone https://github.com/glennford49/Facenet_Tensorflow.git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qfg-47VJ_1Yb",
        "outputId": "9f07a0ed-44c8-4205-b1bd-10e197172455"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/.shortcut-targets-by-id/1_cts6OqJRy7uzehTSw7NkFVKIcT3T0er/framework/xxx/Facenet_Tensorflow\n"
          ]
        }
      ],
      "source": [
        "%cd /content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bha8CJq15e_J",
        "outputId": "63e364a1-c3a9-430b-fae8-19ec3d2a090a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-10-07 07:25:09.894345: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_max_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_max_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_sum_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_sum_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "Image: ./train_img/IU/아이유 (12).jpg\n",
            "Image: ./train_img/IU/아이유 (10).jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유 (10).jpg\"\n",
            "Image: ./train_img/IU/아이유 (11).jpg\n",
            "Image: ./train_img/IU/아이유 (14).jpg\n",
            "Image: ./train_img/IU/아이유 (15).jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유 (15).jpg\"\n",
            "Image: ./train_img/IU/아이유 (13).jpg\n",
            "Image: ./train_img/IU/아이유 (17).jpg\n",
            "Image: ./train_img/IU/아이유 (16).jpg\n",
            "Image: ./train_img/IU/아이유 (18).jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유 (18).jpg\"\n",
            "Image: ./train_img/IU/아이유 (21).jpg\n",
            "Image: ./train_img/IU/아이유10.jpg\n",
            "Image: ./train_img/IU/아이유 (19).jpg\n",
            "Image: ./train_img/IU/아이유 (20).jpg\n",
            "Image: ./train_img/IU/아이유 (23).jpg\n",
            "Image: ./train_img/IU/아이유 (22).jpg\n",
            "Image: ./train_img/IU/아이유 (26).jpg\n",
            "Image: ./train_img/IU/아이유 (24).jpg\n",
            "Image: ./train_img/IU/아이유 (25).jpg\n",
            "Image: ./train_img/IU/아이유 (28).jpg\n",
            "Image: ./train_img/IU/아이유19.jpg\n",
            "Image: ./train_img/IU/아이유 (27).jpg\n",
            "Image: ./train_img/IU/아이유 (29).jpg\n",
            "Image: ./train_img/IU/아이유 (30).jpg\n",
            "Image: ./train_img/IU/아이유 (31).jpg\n",
            "Image: ./train_img/IU/아이유 (33).jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유 (33).jpg\"\n",
            "Image: ./train_img/IU/아이유 (32).jpg\n",
            "Image: ./train_img/IU/아이유 (34).jpg\n",
            "Image: ./train_img/IU/아이유 (36).jpg\n",
            "Image: ./train_img/IU/아이유 (35).jpg\n",
            "Image: ./train_img/IU/아이유 (38).jpg\n",
            "Image: ./train_img/IU/아이유 (39).jpg\n",
            "Image: ./train_img/IU/아이유 (40).jpg\n",
            "Image: ./train_img/IU/아이유 (37).jpg\n",
            "Image: ./train_img/IU/아이유 (41).jpg\n",
            "Image: ./train_img/IU/아이유 (42).jpg\n",
            "Image: ./train_img/IU/아이유 (44).jpg\n",
            "Image: ./train_img/IU/아이유 (43).jpg\n",
            "Image: ./train_img/IU/아이유 (46).jpg\n",
            "Image: ./train_img/IU/아이유 (45).jpg\n",
            "Image: ./train_img/IU/아이유 (1).jpg\n",
            "Image: ./train_img/IU/아이유 (2).jpg\n",
            "Image: ./train_img/IU/아이유 (4).jpg\n",
            "Image: ./train_img/IU/아이유 (3).jpg\n",
            "Image: ./train_img/IU/아이유43.jpg\n",
            "Image: ./train_img/IU/아이유 (5).jpg\n",
            "Image: ./train_img/IU/아이유 (6).jpg\n",
            "Image: ./train_img/IU/아이유 (8).jpg\n",
            "Image: ./train_img/IU/아이유 (7).jpg\n",
            "Image: ./train_img/IU/아이유 (9).jpg\n",
            "Image: ./train_img/IU/아이유12.jpg\n",
            "Image: ./train_img/IU/아이유5.jpg\n",
            "Image: ./train_img/IU/아이유1.jpg\n",
            "Image: ./train_img/IU/아이유15.jpg\n",
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            "Image: ./train_img/IU/아이유2.jpg\n",
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            "Image: ./train_img/IU/아이유0.jpg\n",
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            "Image: ./train_img/IU/아이유26.jpg\n",
            "Image: ./train_img/IU/아이유25.jpg\n",
            "Image: ./train_img/IU/아이유27.jpg\n",
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            "Image: ./train_img/IU/아이유36.jpg\n",
            "Image: ./train_img/IU/아이유37.jpg\n",
            "Image: ./train_img/IU/아이유39.jpg\n",
            "Image: ./train_img/IU/아이유38.jpg\n",
            "Image: ./train_img/IU/아이유41.jpg\n",
            "Image: ./train_img/IU/아이유42.jpg\n",
            "Image: ./train_img/IU/아이유40.jpg\n",
            "Image: ./train_img/IU/아이유44.jpg\n",
            "Image: ./train_img/IU/아이유45.jpg\n",
            "Image: ./train_img/IU/아이유46.jpg\n",
            "Image: ./train_img/IU/아이유48.jpg\n",
            "Image: ./train_img/IU/아이유47.jpg\n",
            "Image: ./train_img/IU/아이유49.jpg\n",
            "Image: ./train_img/IU/아이유52.jpg\n",
            "Image: ./train_img/IU/아이유51.jpg\n",
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            "Image: ./train_img/IU/아이유55.jpg\n",
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            "Image: ./train_img/IU/아이유58.jpg\n",
            "Image: ./train_img/IU/아이유60.jpg\n",
            "Image: ./train_img/IU/아이유59.jpg\n",
            "Image: ./train_img/IU/아이유61.jpg\n",
            "Image: ./train_img/IU/아이유62.jpg\n",
            "Image: ./train_img/IU/아이유63.jpg\n",
            "Image: ./train_img/IU/아이유64.jpg\n",
            "Image: ./train_img/IU/아이유65.jpg\n",
            "Image: ./train_img/IU/아이유66.jpg\n",
            "Image: ./train_img/IU/아이유67.jpg\n",
            "Image: ./train_img/IU/아이유68.jpg\n",
            "Image: ./train_img/IU/아이유69.jpg\n",
            "Image: ./train_img/IU/아이유70.jpg\n",
            "Image: ./train_img/IU/아이유71.jpg\n",
            "Image: ./train_img/IU/아이유72.jpg\n",
            "Image: ./train_img/IU/아이유74.jpg\n",
            "Image: ./train_img/IU/아이유73.jpg\n",
            "Image: ./train_img/IU/아이유75.jpg\n",
            "Image: ./train_img/IU/아이유76.jpg\n",
            "Image: ./train_img/IU/아이유77.jpg\n",
            "Image: ./train_img/IU/아이유79.jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유79.jpg\"\n",
            "Image: ./train_img/IU/아이유78.jpg\n",
            "Image: ./train_img/IU/아이유80.jpg\n",
            "Image: ./train_img/IU/아이유81.jpg\n",
            "Image: ./train_img/IU/아이유82.jpg\n",
            "Image: ./train_img/IU/아이유85.jpg\n",
            "Image: ./train_img/IU/아이유84.jpg\n",
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            "Image: ./train_img/IU/아이유91.jpg\n",
            "Image: ./train_img/IU/아이유90.jpg\n",
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            "Image: ./train_img/IU/아이유93.jpg\n",
            "Image: ./train_img/IU/아이유94.jpg\n",
            "Image: ./train_img/IU/아이유96.jpg\n",
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            "Image: ./train_img/IU/아이유106.jpg\n",
            "Image: ./train_img/IU/아이유107.jpg\n",
            "Image: ./train_img/IU/아이유108.jpg\n",
            "Image: ./train_img/IU/아이유111.jpg\n",
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            "Image: ./train_img/IU/아이유177.jpg\n",
            "Image: ./train_img/IU/아이유178.jpg\n",
            "Image: ./train_img/IU/아이유179.jpg\n",
            "Image: ./train_img/IU/아이유180.jpg\n",
            "Image: ./train_img/IU/아이유181.jpg\n",
            "Image: ./train_img/IU/아이유182.jpg\n",
            "Image: ./train_img/IU/아이유183.jpg\n",
            "Image: ./train_img/IU/아이유184.jpg\n",
            "Image: ./train_img/IU/아이유185.jpg\n",
            "Image: ./train_img/IU/아이유186.jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유186.jpg\"\n",
            "Image: ./train_img/IU/아이유187.jpg\n",
            "Image: ./train_img/IU/아이유188.jpg\n",
            "Image: ./train_img/IU/아이유190.jpg\n",
            "Image: ./train_img/IU/아이유189.jpg\n",
            "Image: ./train_img/IU/아이유192.jpg\n",
            "Image: ./train_img/IU/아이유191.jpg\n",
            "Image: ./train_img/IU/아이유193.jpg\n",
            "Image: ./train_img/IU/아이유195.jpg\n",
            "Image: ./train_img/IU/아이유194.jpg\n",
            "Image: ./train_img/IU/아이유196.jpg\n",
            "Image: ./train_img/IU/아이유197.jpg\n",
            "Image: ./train_img/IU/아이유198.jpg\n",
            "Image: ./train_img/IU/아이유200.jpg\n",
            "Image: ./train_img/IU/아이유201.jpg\n",
            "Image: ./train_img/IU/아이유203.jpg\n",
            "Image: ./train_img/IU/아이유202.jpg\n",
            "Image: ./train_img/IU/아이유204.jpg\n",
            "Image: ./train_img/IU/아이유205.jpg\n",
            "Image: ./train_img/IU/아이유207.jpg\n",
            "Image: ./train_img/IU/아이유206.jpg\n",
            "Image: ./train_img/IU/아이유209.jpg\n",
            "Image: ./train_img/IU/아이유208.jpg\n",
            "Image: ./train_img/IU/아이유210.jpg\n",
            "Image: ./train_img/IU/아이유214.jpg\n",
            "Image: ./train_img/IU/아이유215.jpg\n",
            "Image: ./train_img/IU/아이유217.jpg\n",
            "Image: ./train_img/IU/아이유216.jpg\n",
            "Image: ./train_img/IU/아이유219.jpg\n",
            "Image: ./train_img/IU/아이유218.jpg\n",
            "Image: ./train_img/IU/아이유221.jpg\n",
            "Image: ./train_img/IU/아이유220.jpg\n",
            "Image: ./train_img/IU/아이유223.jpg\n",
            "Image: ./train_img/IU/아이유222.jpg\n",
            "Image: ./train_img/IU/아이유224.jpg\n",
            "Image: ./train_img/IU/아이유226.jpg\n",
            "Image: ./train_img/IU/아이유227.jpg\n",
            "Image: ./train_img/IU/아이유228.jpg\n",
            "Image: ./train_img/IU/아이유229.jpg\n",
            "Image: ./train_img/IU/아이유230.jpg\n",
            "Image: ./train_img/IU/아이유231.jpg\n",
            "Image: ./train_img/IU/아이유233.jpg\n",
            "Image: ./train_img/IU/아이유232.jpg\n",
            "Image: ./train_img/IU/아이유234.jpg\n",
            "Image: ./train_img/IU/아이유236.jpg\n",
            "Image: ./train_img/IU/아이유235.jpg\n",
            "Image: ./train_img/IU/아이유240.jpg\n",
            "Image: ./train_img/IU/아이유241.jpg\n",
            "Image: ./train_img/IU/아이유242.jpg\n",
            "Image: ./train_img/IU/아이유244.jpg\n",
            "Image: ./train_img/IU/아이유243.jpg\n",
            "Image: ./train_img/IU/아이유245.jpg\n",
            "Image: ./train_img/IU/아이유246.jpg\n",
            "Image: ./train_img/IU/아이유247.jpg\n",
            "Image: ./train_img/IU/아이유248.jpg\n",
            "Image: ./train_img/IU/아이유249.jpg\n",
            "Image: ./train_img/IU/아이유250.jpg\n",
            "Image: ./train_img/IU/아이유251.jpg\n",
            "Image: ./train_img/IU/아이유252.jpg\n",
            "Image: ./train_img/IU/아이유254.jpg\n",
            "Image: ./train_img/IU/아이유253.jpg\n",
            "Image: ./train_img/IU/아이유255.jpg\n",
            "Image: ./train_img/IU/아이유256.jpg\n",
            "Image: ./train_img/IU/아이유257.jpg\n",
            "Image: ./train_img/IU/아이유258.jpg\n",
            "Image: ./train_img/IU/아이유259.jpg\n",
            "Image: ./train_img/IU/아이유260.jpg\n",
            "Image: ./train_img/IU/아이유261.jpg\n",
            "Image: ./train_img/IU/아이유262.jpg\n",
            "Image: ./train_img/IU/아이유263.jpg\n",
            "Image: ./train_img/IU/아이유264.jpg\n",
            "Image: ./train_img/IU/아이유266.jpg\n",
            "Image: ./train_img/IU/아이유265.jpg\n",
            "Image: ./train_img/IU/아이유267.jpg\n",
            "Image: ./train_img/IU/아이유269.jpg\n",
            "Image: ./train_img/IU/아이유268.jpg\n",
            "Image: ./train_img/IU/아이유270.jpg\n",
            "Image: ./train_img/IU/아이유271.jpg\n",
            "Image: ./train_img/IU/아이유272.jpg\n",
            "Image: ./train_img/IU/아이유274.jpg\n",
            "Image: ./train_img/IU/아이유273.jpg\n",
            "Image: ./train_img/IU/아이유278.jpg\n",
            "Image: ./train_img/IU/아이유277.jpg\n",
            "Image: ./train_img/IU/아이유279.jpg\n",
            "Image: ./train_img/IU/아이유280.jpg\n",
            "Image: ./train_img/IU/아이유281.jpg\n",
            "Image: ./train_img/IU/아이유282.jpg\n",
            "Image: ./train_img/IU/아이유284.jpg\n",
            "Image: ./train_img/IU/아이유286.jpg\n",
            "Image: ./train_img/IU/아이유288.jpg\n",
            "Image: ./train_img/IU/아이유287.jpg\n",
            "Image: ./train_img/IU/아이유289.jpg\n",
            "Image: ./train_img/IU/아이유292.jpg\n",
            "Image: ./train_img/IU/아이유291.jpg\n",
            "Image: ./train_img/IU/아이유293.jpg\n",
            "Image: ./train_img/IU/아이유294.jpg\n",
            "Image: ./train_img/IU/아이유295.jpg\n",
            "Image: ./train_img/IU/아이유296.jpg\n",
            "Image: ./train_img/IU/아이유297.jpg\n",
            "Image: ./train_img/IU/아이유298.jpg\n",
            "Image: ./train_img/IU/아이유300.jpg\n",
            "Image: ./train_img/IU/아이유299.jpg\n",
            "Image: ./train_img/IU/아이유302.jpg\n",
            "Image: ./train_img/IU/아이유301.jpg\n",
            "Image: ./train_img/IU/아이유304.jpg\n",
            "Image: ./train_img/IU/아이유303.jpg\n",
            "Image: ./train_img/IU/아이유305.jpg\n",
            "Image: ./train_img/IU/아이유306.jpg\n",
            "Image: ./train_img/IU/아이유309.jpg\n",
            "Image: ./train_img/IU/아이유312.jpg\n",
            "Image: ./train_img/IU/아이유313.jpg\n",
            "Image: ./train_img/IU/아이유315.jpg\n",
            "Image: ./train_img/IU/아이유317.jpg\n",
            "Image: ./train_img/IU/아이유316.jpg\n",
            "Image: ./train_img/IU/아이유318.jpg\n",
            "Image: ./train_img/IU/아이유319.jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유319.jpg\"\n",
            "Image: ./train_img/IU/아이유320.jpg\n",
            "Image: ./train_img/IU/아이유321.jpg\n",
            "Image: ./train_img/IU/아이유322.jpg\n",
            "Image: ./train_img/IU/아이유323.jpg\n",
            "Image: ./train_img/IU/아이유325.jpg\n",
            "Image: ./train_img/IU/아이유326.jpg\n",
            "Image: ./train_img/IU/아이유328.jpg\n",
            "Image: ./train_img/IU/아이유329.jpg\n",
            "Image: ./train_img/IU/아이유330.jpg\n",
            "Image: ./train_img/IU/아이유333.jpg\n",
            "Image: ./train_img/IU/아이유332.jpg\n",
            "Image: ./train_img/IU/아이유334.jpg\n",
            "Image: ./train_img/IU/아이유335.jpg\n",
            "Image: ./train_img/IU/아이유336.jpg\n",
            "Image: ./train_img/IU/아이유337.jpg\n",
            "Image: ./train_img/IU/아이유338.jpg\n",
            "Image: ./train_img/IU/아이유341.jpg\n",
            "Image: ./train_img/IU/아이유342.jpg\n",
            "Image: ./train_img/IU/아이유345.jpg\n",
            "Image: ./train_img/IU/아이유346.jpg\n",
            "Image: ./train_img/IU/아이유347.jpg\n",
            "Image: ./train_img/IU/아이유348.jpg\n",
            "Image: ./train_img/IU/아이유350.jpg\n",
            "Image: ./train_img/IU/아이유349.jpg\n",
            "Image: ./train_img/IU/아이유352.jpg\n",
            "Image: ./train_img/IU/아이유351.jpg\n",
            "Image: ./train_img/IU/아이유354.jpg\n",
            "Image: ./train_img/IU/아이유356.jpg\n",
            "Image: ./train_img/IU/아이유355.jpg\n",
            "Image: ./train_img/IU/아이유358.jpg\n",
            "Image: ./train_img/IU/아이유357.jpg\n",
            "Image: ./train_img/IU/아이유361.jpg\n",
            "Image: ./train_img/IU/아이유363.jpg\n",
            "Image: ./train_img/IU/아이유362.jpg\n",
            "Image: ./train_img/IU/아이유365.jpg\n",
            "Image: ./train_img/IU/아이유364.jpg\n",
            "Image: ./train_img/IU/아이유366.jpg\n",
            "Image: ./train_img/IU/아이유367.jpg\n",
            "Image: ./train_img/IU/아이유369.jpg\n",
            "Image: ./train_img/IU/아이유370.jpg\n",
            "Image: ./train_img/IU/아이유372.jpg\n",
            "Image: ./train_img/IU/아이유373.jpg\n",
            "Image: ./train_img/IU/아이유375.jpg\n",
            "Image: ./train_img/IU/아이유377.jpg\n",
            "Image: ./train_img/IU/아이유378.jpg\n",
            "Image: ./train_img/IU/아이유380.jpg\n",
            "Image: ./train_img/IU/아이유381.jpg\n",
            "Image: ./train_img/IU/아이유382.jpg\n",
            "Image: ./train_img/IU/아이유383.jpg\n",
            "Image: ./train_img/IU/아이유385.jpg\n",
            "Image: ./train_img/IU/아이유386.jpg\n",
            "Image: ./train_img/IU/아이유387.jpg\n",
            "Image: ./train_img/IU/아이유388.jpg\n",
            "Image: ./train_img/IU/아이유390.jpg\n",
            "Image: ./train_img/IU/아이유392.jpg\n",
            "Image: ./train_img/IU/아이유394.jpg\n",
            "Image: ./train_img/IU/아이유396.jpg\n",
            "Image: ./train_img/IU/아이유395.jpg\n",
            "Image: ./train_img/IU/아이유400.jpg\n",
            "Image: ./train_img/IU/아이유401.jpg\n",
            "Image: ./train_img/IU/아이유403.jpg\n",
            "Image: ./train_img/IU/아이유406.jpg\n",
            "Image: ./train_img/IU/아이유407.jpg\n",
            "Image: ./train_img/IU/아이유408.jpg\n",
            "Image: ./train_img/IU/아이유409.jpg\n",
            "Image: ./train_img/IU/아이유410.jpg\n",
            "Image: ./train_img/IU/아이유411.jpg\n",
            "Image: ./train_img/IU/아이유413.jpg\n",
            "Image: ./train_img/IU/아이유412.jpg\n",
            "Image: ./train_img/IU/아이유415.jpg\n",
            "Image: ./train_img/IU/아이유417.jpg\n",
            "Image: ./train_img/IU/아이유418.jpg\n",
            "Image: ./train_img/IU/아이유420.jpg\n",
            "Image: ./train_img/IU/아이유419.jpg\n",
            "Image: ./train_img/IU/아이유422.jpg\n",
            "Image: ./train_img/IU/아이유424.jpg\n",
            "Image: ./train_img/IU/아이유425.jpg\n",
            "Image: ./train_img/IU/아이유427.jpg\n",
            "Image: ./train_img/IU/아이유430.jpg\n",
            "Image: ./train_img/IU/아이유432.jpg\n",
            "Image: ./train_img/IU/아이유431.jpg\n",
            "Image: ./train_img/IU/아이유436.jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유436.jpg\"\n",
            "Image: ./train_img/IU/아이유435.jpg\n",
            "Image: ./train_img/IU/아이유437.jpg\n",
            "Image: ./train_img/IU/아이유439.jpg\n",
            "Image: ./train_img/IU/아이유441.jpg\n",
            "Image: ./train_img/IU/아이유442.jpg\n",
            "Image: ./train_img/IU/아이유444.jpg\n",
            "Image: ./train_img/IU/아이유443.jpg\n",
            "Image: ./train_img/IU/아이유446.jpg\n",
            "Image: ./train_img/IU/아이유445.jpg\n",
            "Image: ./train_img/IU/아이유448.jpg\n",
            "Image: ./train_img/IU/아이유450.jpg\n",
            "Image: ./train_img/IU/아이유449.jpg\n",
            "Image: ./train_img/IU/아이유454.jpg\n",
            "Image: ./train_img/IU/아이유455.jpg\n",
            "Image: ./train_img/IU/아이유458.jpg\n",
            "Image: ./train_img/IU/아이유459.jpg\n",
            "Image: ./train_img/IU/아이유460.jpg\n",
            "Image: ./train_img/IU/아이유461.jpg\n",
            "Image: ./train_img/IU/아이유463.jpg\n",
            "Image: ./train_img/IU/아이유462.jpg\n",
            "Image: ./train_img/IU/아이유465.jpg\n",
            "Image: ./train_img/IU/아이유467.jpg\n",
            "Image: ./train_img/IU/아이유466.jpg\n",
            "Image: ./train_img/IU/아이유468.jpg\n",
            "Image: ./train_img/IU/아이유470.jpg\n",
            "Image: ./train_img/IU/아이유471.jpg\n",
            "Image: ./train_img/IU/아이유473.jpg\n",
            "Image: ./train_img/IU/아이유472.jpg\n",
            "Image: ./train_img/IU/아이유475.jpg\n",
            "Image: ./train_img/IU/아이유480.jpg\n",
            "Image: ./train_img/IU/아이유482.jpg\n",
            "Image: ./train_img/IU/아이유483.jpg\n",
            "Image: ./train_img/IU/아이유484.jpg\n",
            "Image: ./train_img/IU/아이유487.jpg\n",
            "Image: ./train_img/IU/아이유486.jpg\n",
            "Image: ./train_img/IU/아이유488.jpg\n",
            "Image: ./train_img/IU/아이유489.jpg\n",
            "Image: ./train_img/IU/아이유491.jpg\n",
            "Image: ./train_img/IU/아이유495.jpg\n",
            "Image: ./train_img/IU/아이유497.jpg\n",
            "Image: ./train_img/IU/아이유496.jpg\n",
            "Image: ./train_img/IU/아이유498.jpg\n",
            "Image: ./train_img/IU/아이유499.jpg\n",
            "Image: ./train_img/IU/아이유500.jpg\n",
            "Image: ./train_img/IU/아이유501.jpg\n",
            "Image: ./train_img/IU/아이유503.jpg\n",
            "Image: ./train_img/IU/아이유502.jpg\n",
            "Image: ./train_img/IU/아이유505.jpg\n",
            "Image: ./train_img/IU/아이유504.jpg\n",
            "Image: ./train_img/IU/아이유506.jpg\n",
            "Image: ./train_img/IU/아이유508.jpg\n",
            "Image: ./train_img/IU/아이유510.jpg\n",
            "Image: ./train_img/IU/아이유509.jpg\n",
            "Image: ./train_img/IU/아이유512.jpg\n",
            "Image: ./train_img/IU/아이유511.jpg\n",
            "Image: ./train_img/IU/아이유515.jpg\n",
            "Image: ./train_img/IU/아이유516.jpg\n",
            "Image: ./train_img/IU/아이유518.jpg\n",
            "Image: ./train_img/IU/아이유519.jpg\n",
            "Image: ./train_img/IU/아이유520.jpg\n",
            "Image: ./train_img/IU/아이유524.jpg\n",
            "Image: ./train_img/IU/아이유525.jpg\n",
            "Image: ./train_img/IU/아이유526.jpg\n",
            "Image: ./train_img/IU/아이유527.jpg\n",
            "Image: ./train_img/IU/아이유530.jpg\n",
            "Image: ./train_img/IU/아이유532.jpg\n",
            "Image: ./train_img/IU/아이유531.jpg\n",
            "Image: ./train_img/IU/아이유533.jpg\n",
            "Image: ./train_img/IU/아이유534.jpg\n",
            "Image: ./train_img/IU/아이유536.jpg\n",
            "Image: ./train_img/IU/아이유538.jpg\n",
            "Image: ./train_img/IU/아이유537.jpg\n",
            "Image: ./train_img/IU/아이유539.jpg\n",
            "Image: ./train_img/IU/아이유541.jpg\n",
            "Image: ./train_img/IU/아이유546.jpg\n",
            "Image: ./train_img/IU/아이유547.jpg\n",
            "Image: ./train_img/IU/아이유550.jpg\n",
            "Image: ./train_img/IU/아이유554.jpg\n",
            "Image: ./train_img/IU/아이유553.jpg\n",
            "Image: ./train_img/IU/아이유555.jpg\n",
            "Image: ./train_img/IU/아이유557.jpg\n",
            "Image: ./train_img/IU/아이유559.jpg\n",
            "Image: ./train_img/IU/아이유561.jpg\n",
            "Image: ./train_img/IU/아이유560.jpg\n",
            "Image: ./train_img/IU/아이유562.jpg\n",
            "Image: ./train_img/IU/아이유564.jpg\n",
            "Image: ./train_img/IU/아이유566.jpg\n",
            "Image: ./train_img/IU/아이유567.jpg\n",
            "Image: ./train_img/IU/아이유570.jpg\n",
            "Image: ./train_img/IU/아이유571.jpg\n",
            "Image: ./train_img/IU/아이유573.jpg\n",
            "Image: ./train_img/IU/아이유575.jpg\n",
            "Image: ./train_img/IU/아이유577.jpg\n",
            "No of Detected Face: 0\n",
            "Unable to align \"./train_img/IU/아이유577.jpg\"\n",
            "Image: ./train_img/IU/아이유580.jpg\n",
            "Image: ./train_img/IU/아이유579.jpg\n",
            "Image: ./train_img/IU/아이유584.jpg\n",
            "Image: ./train_img/IU/아이유585.jpg\n",
            "Image: ./train_img/IU/아이유587.jpg\n",
            "Image: ./train_img/IU/아이유588.jpg\n",
            "Image: ./train_img/IU/아이유591.jpg\n",
            "Image: ./train_img/IU/아이유592.jpg\n",
            "Image: ./train_img/IU/아이유593.jpg\n",
            "Image: ./train_img/IU/아이유594.jpg\n",
            "Image: ./train_img/IU/아이유596.jpg\n",
            "Image: ./train_img/IU/아이유598.jpg\n",
            "Image: ./train_img/IU/아이유597.jpg\n",
            "Image: ./train_img/IU/아이유599.jpg\n",
            "Image: ./train_img/IU/아이유600.jpg\n",
            "Image: ./train_img/IU/아이유603.jpg\n",
            "Image: ./train_img/IU/아이유605.jpg\n",
            "Image: ./train_img/IU/아이유604.jpg\n",
            "Image: ./train_img/IU/아이유607.jpg\n",
            "Image: ./train_img/IU/아이유608.jpg\n",
            "Image: ./train_img/IU/아이유609.jpg\n",
            "Image: ./train_img/IU/아이유611.jpg\n",
            "Image: ./train_img/IU/아이유614.jpg\n",
            "Image: ./train_img/IU/아이유615.jpg\n",
            "Image: ./train_img/IU/아이유618.jpg\n",
            "Image: ./train_img/IU/아이유617.jpg\n",
            "Image: ./train_img/IU/아이유619.jpg\n",
            "Image: ./train_img/yong/yongGusirung_1.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_11.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/yongGusirung_13.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/yongGusirung_15.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_16.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/yongGusirung_20.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_22.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_25.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_26.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_27.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_54.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_55.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_58.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_62.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_63.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_65.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_75.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/yongGusirung_84.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongGusirung_90.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_1.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_19.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_42.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_84.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_90.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_87.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_88.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/yongWojae_96.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_95.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/yongWojae_101.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_3.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_6.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_19.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_17.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/gameyong_23.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_219.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/gameyong_237.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_02.jpg\n",
            "No of Detected Face: 6\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_01.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_04.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_05.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_03.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_06.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_07.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_10.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_09.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_12.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_15.jpg\n",
            "No of Detected Face: 3\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_17.jpg\n",
            "No of Detected Face: 2\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_13.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_14.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_11.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_20.jpg\n",
            "No of Detected Face: 5\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_21.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_18.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/KakaoTalk_20221006_160205703_19.jpg\n",
            "No of Detected Face: 1\n",
            "Image: ./train_img/yong/desktop.ini\n",
            "./train_img/yong/desktop.ini: Could not find a format to read the specified file in single-image mode\n",
            "Total number of images: 593\n",
            "Number of successfully aligned images: 56\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/data_preprocess.py"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l1nz0nnm_vWC",
        "outputId": "6ee8d214-4f76-4137-9dbb-5fab98089515"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Start\n",
            "2022-10-07 07:26:10.828522: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
            "[0 3]\n",
            "Classes: 4\n",
            "Images: 583\n",
            "Model filename: ./model/20180402-114759.pb\n",
            "WARNING:tensorflow:From /content/drive/.shortcut-targets-by-id/1_cts6OqJRy7uzehTSw7NkFVKIcT3T0er/framework/xxx/Facenet_Tensorflow/facenet.py:379: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.gfile.GFile.\n",
            "WARNING:tensorflow:From /content/drive/.shortcut-targets-by-id/1_cts6OqJRy7uzehTSw7NkFVKIcT3T0er/framework/xxx/Facenet_Tensorflow/facenet.py:379: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.gfile.GFile.\n",
            "Extracting features of images for model\n",
            "tcmalloc: large alloc 1748615168 bytes == 0x494ce000 @  0x7f48fc0701e7 0x7f48c7410f4f 0x7f48c9f5945a 0x7f48ca0f6f8a 0x7f48ca0f845b 0x7f48ca0f8f15 0x7f48ca22d3e1 0x7f48ca22db76 0x7f48ca22efbc 0x7f48bf7f22e8 0x7f48bf781903 0x7f48bf76e6be 0x7f48c52101b1 0x7f48c520ce73 0x7f48bfeab515 0x7f48fba346db 0x7f48fbd6d61f\n",
            "tcmalloc: large alloc 1748688896 bytes == 0x5f3de000 @  0x7f48fc0701e7 0x7f48c7410f4f 0x7f48c9f5945a 0x7f48ca0f6f8a 0x7f48ca0f845b 0x7f48ca0f8f15 0x7f48ca22d3e1 0x7f48ca22db76 0x7f48ca22efbc 0x7f48bf7f22e8 0x7f48bf781903 0x7f48bf76e6be 0x7f48c52101b1 0x7f48c520ce73 0x7f48bfeab515 0x7f48fba346db 0x7f48fbd6d61f\n",
            "tcmalloc: large alloc 1748615168 bytes == 0x52ace000 @  0x7f48fc0701e7 0x7f48c7410f4f 0x7f48c9f5945a 0x7f48ca0f6f8a 0x7f48ca0f845b 0x7f48ca0f8f15 0x7f48ca22d3e1 0x7f48ca22db76 0x7f48ca22efbc 0x7f48bf7f22e8 0x7f48bf781903 0x7f48bf76e6be 0x7f48c52101b1 0x7f48c520ce73 0x7f48bfeab515 0x7f48fba346db 0x7f48fbd6d61f\n",
            "tcmalloc: large alloc 1748688896 bytes == 0x689de000 @  0x7f48fc0701e7 0x7f48c7410f4f 0x7f48c9f5945a 0x7f48ca0f6f8a 0x7f48ca0f845b 0x7f48ca0f8f15 0x7f48ca22d3e1 0x7f48ca22db76 0x7f48ca22efbc 0x7f48bf7f22e8 0x7f48bf781903 0x7f48bf76e6be 0x7f48c52101b1 0x7f48c520ce73 0x7f48bfeab515 0x7f48fba346db 0x7f48fbd6d61f\n",
            "Training Started\n",
            "Saved classifier model to file \"./class/classifier.pkl\"\n",
            "All Done\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/train_main.py"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RfMXvI_yA5OQ",
        "outputId": "4845a762-5e48-430b-9970-72986049a823"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "비디오 경로를 입력하세요/content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/testyong.mp4\n",
            "2022-10-07 07:32:11.519959: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_max_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_max_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_sum_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: calling reduce_sum_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "keep_dims is deprecated, use keepdims instead\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "Loading Model\n",
            "Model filename: ./model/20180402-114759.pb\n",
            "WARNING:tensorflow:From /content/drive/.shortcut-targets-by-id/1_cts6OqJRy7uzehTSw7NkFVKIcT3T0er/framework/xxx/Facenet_Tensorflow/facenet.py:379: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.gfile.GFile.\n",
            "WARNING:tensorflow:From /content/drive/.shortcut-targets-by-id/1_cts6OqJRy7uzehTSw7NkFVKIcT3T0er/framework/xxx/Facenet_Tensorflow/facenet.py:379: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.gfile.GFile.\n",
            "Start Recognition\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: IU , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: IU , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: IU , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: IU , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: IU , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: IU , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.961 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.945 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: IU , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.960 ]\n",
            "Predictions : [ name: IU , accuracy: 0.953 ]\n",
            "Predictions : [ name: IU , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: IU , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Predictions : [ name: IU , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Face is very close!\n",
            "error\n",
            "error\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "error\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.986 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: IU , accuracy: 0.950 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: IU , accuracy: 1.000 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.943 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.940 ]\n",
            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: IU , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.970 ]\n",
            "Predictions : [ name: IU , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: IU , accuracy: 0.970 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.959 ]\n",
            "Predictions : [ name: IU , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: IU , accuracy: 0.964 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: IU , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: IU , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Face is very close!\n",
            "error\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: IU , accuracy: 0.962 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "error\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: IU , accuracy: 0.945 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.964 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.964 ]\n",
            "Predictions : [ name: IU , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: IU , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.949 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: IU , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
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            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
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            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: IU , accuracy: 0.944 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.952 ]\n",
            "Predictions : [ name: IU , accuracy: 0.953 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 1.000 ]\n",
            "Predictions : [ name: yong , accuracy: 1.000 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: IU , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.994 ]\n",
            "Predictions : [ name: yong , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Face is very close!\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.995 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Predictions : [ name: IU , accuracy: 0.961 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.966 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.946 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: IU , accuracy: 0.994 ]\n",
            "Predictions : [ name: IU , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: yong , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: IU , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.970 ]\n",
            "Predictions : [ name: IU , accuracy: 0.944 ]\n",
            "Predictions : [ name: yong , accuracy: 0.972 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: yong , accuracy: 0.990 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: yong , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.971 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.970 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.958 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.985 ]\n",
            "Predictions : [ name: yong , accuracy: 0.984 ]\n",
            "Predictions : [ name: IU , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.989 ]\n",
            "Predictions : [ name: yong , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: IU , accuracy: 0.973 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: yong , accuracy: 0.986 ]\n",
            "Predictions : [ name: IU , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.942 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.980 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.975 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.965 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.953 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: yong , accuracy: 0.962 ]\n",
            "Predictions : [ name: yong , accuracy: 0.974 ]\n",
            "Predictions : [ name: yong , accuracy: 0.954 ]\n",
            "Predictions : [ name: yong , accuracy: 0.977 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.941 ]\n",
            "Predictions : [ name: yong , accuracy: 0.967 ]\n",
            "Predictions : [ name: yong , accuracy: 0.945 ]\n",
            "Predictions : [ name: yong , accuracy: 0.969 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.960 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.948 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.956 ]\n",
            "Predictions : [ name: yong , accuracy: 0.978 ]\n",
            "Predictions : [ name: yong , accuracy: 0.957 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.963 ]\n",
            "Predictions : [ name: yong , accuracy: 0.955 ]\n",
            "Predictions : [ name: yong , accuracy: 0.961 ]\n",
            "Predictions : [ name: yong , accuracy: 0.947 ]\n",
            "Predictions : [ name: IU , accuracy: 0.956 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: IU , accuracy: 0.986 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: IU , accuracy: 0.980 ]\n",
            "Predictions : [ name: IU , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.963 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.982 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.996 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.941 ]\n",
            "Predictions : [ name: IU , accuracy: 0.969 ]\n",
            "Predictions : [ name: IU , accuracy: 0.951 ]\n",
            "Predictions : [ name: IU , accuracy: 0.976 ]\n",
            "Predictions : [ name: IU , accuracy: 0.995 ]\n",
            "Predictions : [ name: IU , accuracy: 0.992 ]\n",
            "Predictions : [ name: IU , accuracy: 1.000 ]\n",
            "Predictions : [ name: yong , accuracy: 0.940 ]\n",
            "Predictions : [ name: IU , accuracy: 0.999 ]\n",
            "Predictions : [ name: IU , accuracy: 0.998 ]\n",
            "Predictions : [ name: IU , accuracy: 0.964 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.985 ]\n",
            "Predictions : [ name: IU , accuracy: 0.961 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.993 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.953 ]\n",
            "Predictions : [ name: IU , accuracy: 0.984 ]\n",
            "Predictions : [ name: IU , accuracy: 0.968 ]\n",
            "Predictions : [ name: yong , accuracy: 0.942 ]\n",
            "Predictions : [ name: IU , accuracy: 0.981 ]\n",
            "Predictions : [ name: IU , accuracy: 0.972 ]\n",
            "Predictions : [ name: IU , accuracy: 0.990 ]\n",
            "Predictions : [ name: IU , accuracy: 0.988 ]\n",
            "Predictions : [ name: yong , accuracy: 0.950 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.964 ]\n",
            "Predictions : [ name: yong , accuracy: 0.951 ]\n",
            "Predictions : [ name: IU , accuracy: 0.979 ]\n",
            "Predictions : [ name: IU , accuracy: 0.949 ]\n",
            "Predictions : [ name: IU , accuracy: 0.997 ]\n",
            "Predictions : [ name: IU , accuracy: 0.987 ]\n",
            "Predictions : [ name: IU , accuracy: 0.983 ]\n",
            "Predictions : [ name: IU , accuracy: 0.977 ]\n",
            "Predictions : [ name: IU , accuracy: 0.978 ]\n",
            "Predictions : [ name: IU , accuracy: 0.991 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.976 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.959 ]\n",
            "Predictions : [ name: yong , accuracy: 0.943 ]\n",
            "Predictions : [ name: yong , accuracy: 0.949 ]\n",
            "Predictions : [ name: yong , accuracy: 0.952 ]\n",
            "Predictions : [ name: yong , accuracy: 0.944 ]\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Face is very close!\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/face_recognition.py\", line 73, in <module>\n",
            "    if frame.ndim == 2:\n",
            "AttributeError: 'NoneType' object has no attribute 'ndim'\n"
          ]
        }
      ],
      "source": [
        "!python /content/drive/MyDrive/framework/xxx/Facenet_Tensorflow/face_recognition.py"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T9A7b4rWjvqt"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "source": [
        "import time\n",
        "print(time.localtime(time.time()))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tlFbtpgY9JG5",
        "outputId": "d098c62d-953e-442f-c9cb-d629fc0d5f12"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time.struct_time(tm_year=2022, tm_mon=10, tm_mday=6, tm_hour=1, tm_min=43, tm_sec=10, tm_wday=3, tm_yday=279, tm_isdst=0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pytz import timezone\n",
        "from datetime import datetime\n",
        "today = datetime.now(timezone('Asia/Seoul'))\n",
        "print(today)\n",
        "dt_string = today.strftime('%m월/%d일/%H시%M분 완료')\n",
        "print(dt_string)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wp3fDlFN9KlP",
        "outputId": "c0b88834-d524-4d27-a639-4d7d48a1f61c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2022-10-06 10:51:09.047405+09:00\n",
            "10월/06일/10시51분 완료\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "filename = f'{dt_string}.avi'"
      ],
      "metadata": {
        "id": "Y6wAOVzV96jg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(filename)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OZR88oMV_pd4",
        "outputId": "8913951c-2aa4-45a7-d4bf-1f543c9575c4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "10월/06일/10시51분 완료.avi\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "QCnSqdsV_qsN"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "machine_shape": "hm",
      "provenance": [],
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}