face_recognition.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "face_recognition.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "mount_file_id": "1oLDpqAqCTXt5PGfg_Q9ZnnMrAJwJjTUT",
      "authorship_tag": "ABX9TyMmarvsacQ1u9WdTyqZj7rY",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DIPTE/Deep-Geometry-Learning-on-Colab/blob/master/face_recognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CJETdM0zg7sY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "0e8fc90d-c175-4715-b25a-1bf03def95f5"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "average_meter.py\t   LFW\t\t\t\tResNet.py\n",
            "CASIA_anno.txt\t\t   LFW_CASIAWebFace_Dataset.py\tSEResNet_IR.py\n",
            "casia-maxpy-clean\t   LFW.tar.gz\t\t\ttrainer.py\n",
            "casia-maxpy-clean.zip\t   loss_function.py\t\ttrain.py\n",
            "checkpoints\t\t   __MACOSX\n",
            "generate_CASIA_WebFace.py  __pycache__\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_SyInndKh4BN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "e8711806-d2fa-43a4-99ca-3a4cee06f832"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EE6Sg5ywkPL3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "53793a22-4678-4710-97f3-ea73a8ebf24f"
      },
      "source": [
        "!tar -xzvf LFW.tar.gz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m流式输出内容被截断，只能显示最后 5000 行内容。\u001b[0m\n",
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            "LFW/lfw_align_112/Thabo_Mbeki/\n",
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            "LFW/lfw_align_112/James_Wallack/\n",
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            "LFW/lfw_align_112/Robert_Towne/\n",
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            "LFW/lfw_align_112/Gore_Verbinski/\n",
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            "LFW/lfw_align_112/Mireya_Moscoso/\n",
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            "LFW/lfw_align_112/Robert_F_Kennedy_Jr/\n",
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            "LFW/lfw_align_112/William_Cocksedge/\n",
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            "LFW/lfw_align_112/Nathan_Lane/\n",
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            "LFW/lfw_align_112/Elena_Tihomirova/\n",
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            "LFW/lfw_align_112/Naomi_Watts/\n",
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            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0022.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0015.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0001.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0011.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0012.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0020.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0014.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0019.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0018.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0007.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0010.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0004.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0002.jpg\n",
            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0005.jpg\n",
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            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0021.jpg\n",
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            "LFW/lfw_align_112/Naomi_Watts/Naomi_Watts_0016.jpg\n",
            "LFW/lfw_align_112/Kenenisa_Bekele/\n",
            "LFW/lfw_align_112/Kenenisa_Bekele/Kenenisa_Bekele_0001.jpg\n",
            "LFW/lfw_align_112/Zoran_Djindjic/\n",
            "LFW/lfw_align_112/Zoran_Djindjic/Zoran_Djindjic_0003.jpg\n",
            "LFW/lfw_align_112/Zoran_Djindjic/Zoran_Djindjic_0004.jpg\n",
            "LFW/lfw_align_112/Zoran_Djindjic/Zoran_Djindjic_0001.jpg\n",
            "LFW/lfw_align_112/Zoran_Djindjic/Zoran_Djindjic_0002.jpg\n",
            "LFW/lfw_align_112/Gianna_Angelopoulos-Daskalaki/\n",
            "LFW/lfw_align_112/Gianna_Angelopoulos-Daskalaki/Gianna_Angelopoulos-Daskalaki_0003.jpg\n",
            "LFW/lfw_align_112/Gianna_Angelopoulos-Daskalaki/Gianna_Angelopoulos-Daskalaki_0001.jpg\n",
            "LFW/lfw_align_112/Gianna_Angelopoulos-Daskalaki/Gianna_Angelopoulos-Daskalaki_0002.jpg\n",
            "LFW/lfw_align_112/Barbra_Streisand/\n",
            "LFW/lfw_align_112/Barbra_Streisand/Barbra_Streisand_0002.jpg\n",
            "LFW/lfw_align_112/Barbra_Streisand/Barbra_Streisand_0003.jpg\n",
            "LFW/lfw_align_112/Barbra_Streisand/Barbra_Streisand_0001.jpg\n",
            "LFW/lfw_align_112/Charlie_Coles/\n",
            "LFW/lfw_align_112/Charlie_Coles/Charlie_Coles_0001.jpg\n",
            "LFW/lfw_align_112/Shigeo_Nagashima/\n",
            "LFW/lfw_align_112/Shigeo_Nagashima/Shigeo_Nagashima_0001.jpg\n",
            "LFW/lfw_align_112/Brandon_Jones/\n",
            "LFW/lfw_align_112/Brandon_Jones/Brandon_Jones_0001.jpg\n",
            "LFW/lfw_align_112/Mohammaed_Ahmad_Al_Jarallah/\n",
            "LFW/lfw_align_112/Mohammaed_Ahmad_Al_Jarallah/Mohammaed_Ahmad_Al_Jarallah_0001.jpg\n",
            "LFW/lfw_align_112/Teruaki_Masumoto/\n",
            "LFW/lfw_align_112/Teruaki_Masumoto/Teruaki_Masumoto_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Ballmer/\n",
            "LFW/lfw_align_112/Steve_Ballmer/Steve_Ballmer_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Ballmer/Steve_Ballmer_0002.jpg\n",
            "LFW/lfw_align_112/Steve_Ballmer/Steve_Ballmer_0003.jpg\n",
            "LFW/lfw_align_112/Demetrin_Veal/\n",
            "LFW/lfw_align_112/Demetrin_Veal/Demetrin_Veal_0001.jpg\n",
            "LFW/lfw_align_112/Xiang_Liu/\n",
            "LFW/lfw_align_112/Xiang_Liu/Xiang_Liu_0001.jpg\n",
            "LFW/lfw_align_112/Leslie_Moonves/\n",
            "LFW/lfw_align_112/Leslie_Moonves/Leslie_Moonves_0001.jpg\n",
            "LFW/lfw_align_112/Leslie_Moonves/Leslie_Moonves_0002.jpg\n",
            "LFW/lfw_align_112/Bryan_Adams/\n",
            "LFW/lfw_align_112/Bryan_Adams/Bryan_Adams_0001.jpg\n",
            "LFW/lfw_align_112/Isabelle_Huppert/\n",
            "LFW/lfw_align_112/Isabelle_Huppert/Isabelle_Huppert_0001.jpg\n",
            "LFW/lfw_align_112/Isabelle_Huppert/Isabelle_Huppert_0002.jpg\n",
            "LFW/lfw_align_112/Sigourney_Weaver/\n",
            "LFW/lfw_align_112/Sigourney_Weaver/Sigourney_Weaver_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Ambrose/\n",
            "LFW/lfw_align_112/Stephen_Ambrose/Stephen_Ambrose_0002.jpg\n",
            "LFW/lfw_align_112/Stephen_Ambrose/Stephen_Ambrose_0001.jpg\n",
            "LFW/lfw_align_112/Eve_Ensler/\n",
            "LFW/lfw_align_112/Eve_Ensler/Eve_Ensler_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0002.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0016.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0010.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0004.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0020.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0012.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0008.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0017.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0019.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0015.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0011.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0003.jpg\n",
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            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0006.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0018.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0005.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0007.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0013.jpg\n",
            "LFW/lfw_align_112/Paul_Bremer/Paul_Bremer_0009.jpg\n",
            "LFW/lfw_align_112/Miranda_Otto/\n",
            "LFW/lfw_align_112/Miranda_Otto/Miranda_Otto_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Dalton/\n",
            "LFW/lfw_align_112/Scott_Dalton/Scott_Dalton_0001.jpg\n",
            "LFW/lfw_align_112/Eddie_Compass/\n",
            "LFW/lfw_align_112/Eddie_Compass/Eddie_Compass_0001.jpg\n",
            "LFW/lfw_align_112/Arnaud_Clement/\n",
            "LFW/lfw_align_112/Arnaud_Clement/Arnaud_Clement_0001.jpg\n",
            "LFW/lfw_align_112/Arnaud_Clement/Arnaud_Clement_0002.jpg\n",
            "LFW/lfw_align_112/Billy_Boyd/\n",
            "LFW/lfw_align_112/Billy_Boyd/Billy_Boyd_0001.jpg\n",
            "LFW/lfw_align_112/Alexa_Vega/\n",
            "LFW/lfw_align_112/Alexa_Vega/Alexa_Vega_0001.jpg\n",
            "LFW/lfw_align_112/Jan_Pronk/\n",
            "LFW/lfw_align_112/Jan_Pronk/Jan_Pronk_0001.jpg\n",
            "LFW/lfw_align_112/Leon_Silver/\n",
            "LFW/lfw_align_112/Leon_Silver/Leon_Silver_0001.jpg\n",
            "LFW/lfw_align_112/Neil_Goldman/\n",
            "LFW/lfw_align_112/Neil_Goldman/Neil_Goldman_0001.jpg\n",
            "LFW/lfw_align_112/Dario_Franchitti/\n",
            "LFW/lfw_align_112/Dario_Franchitti/Dario_Franchitti_0001.jpg\n",
            "LFW/lfw_align_112/Maria_Shkolnikova/\n",
            "LFW/lfw_align_112/Maria_Shkolnikova/Maria_Shkolnikova_0001.jpg\n",
            "LFW/lfw_align_112/Heinz_Feldmann/\n",
            "LFW/lfw_align_112/Heinz_Feldmann/Heinz_Feldmann_0003.jpg\n",
            "LFW/lfw_align_112/Heinz_Feldmann/Heinz_Feldmann_0002.jpg\n",
            "LFW/lfw_align_112/Heinz_Feldmann/Heinz_Feldmann_0001.jpg\n",
            "LFW/lfw_align_112/Ana_Claudia_Talancon/\n",
            "LFW/lfw_align_112/Ana_Claudia_Talancon/Ana_Claudia_Talancon_0001.jpg\n",
            "LFW/lfw_align_112/Kareena_Kapoor/\n",
            "LFW/lfw_align_112/Kareena_Kapoor/Kareena_Kapoor_0001.jpg\n",
            "LFW/lfw_align_112/John_White/\n",
            "LFW/lfw_align_112/John_White/John_White_0001.jpg\n",
            "LFW/lfw_align_112/Jennifer_Pena/\n",
            "LFW/lfw_align_112/Jennifer_Pena/Jennifer_Pena_0001.jpg\n",
            "LFW/lfw_align_112/Carol_Moseley_Braun/\n",
            "LFW/lfw_align_112/Carol_Moseley_Braun/Carol_Moseley_Braun_0001.jpg\n",
            "LFW/lfw_align_112/Carol_Moseley_Braun/Carol_Moseley_Braun_0002.jpg\n",
            "LFW/lfw_align_112/Gabrielle_Rose/\n",
            "LFW/lfw_align_112/Gabrielle_Rose/Gabrielle_Rose_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Kostelnik/\n",
            "LFW/lfw_align_112/Michael_Kostelnik/Michael_Kostelnik_0002.jpg\n",
            "LFW/lfw_align_112/Michael_Kostelnik/Michael_Kostelnik_0001.jpg\n",
            "LFW/lfw_align_112/Susan_Whelan/\n",
            "LFW/lfw_align_112/Susan_Whelan/Susan_Whelan_0001.jpg\n",
            "LFW/lfw_align_112/Paul-Henri_Mathieu/\n",
            "LFW/lfw_align_112/Paul-Henri_Mathieu/Paul-Henri_Mathieu_0001.jpg\n",
            "LFW/lfw_align_112/Paul-Henri_Mathieu/Paul-Henri_Mathieu_0002.jpg\n",
            "LFW/lfw_align_112/Paul-Henri_Mathieu/Paul-Henri_Mathieu_0003.jpg\n",
            "LFW/lfw_align_112/Richard_Regenhard/\n",
            "LFW/lfw_align_112/Richard_Regenhard/Richard_Regenhard_0001.jpg\n",
            "LFW/lfw_align_112/Petria_Thomas/\n",
            "LFW/lfw_align_112/Petria_Thomas/Petria_Thomas_0002.jpg\n",
            "LFW/lfw_align_112/Petria_Thomas/Petria_Thomas_0001.jpg\n",
            "LFW/lfw_align_112/Petria_Thomas/Petria_Thomas_0003.jpg\n",
            "LFW/lfw_align_112/Franklin_Damann/\n",
            "LFW/lfw_align_112/Franklin_Damann/Franklin_Damann_0001.jpg\n",
            "LFW/lfw_align_112/Greg_Hennigar/\n",
            "LFW/lfw_align_112/Greg_Hennigar/Greg_Hennigar_0001.jpg\n",
            "LFW/lfw_align_112/Hans_Leistritz/\n",
            "LFW/lfw_align_112/Hans_Leistritz/Hans_Leistritz_0001.jpg\n",
            "LFW/lfw_align_112/Leandro_Andrade/\n",
            "LFW/lfw_align_112/Leandro_Andrade/Leandro_Andrade_0001.jpg\n",
            "LFW/lfw_align_112/Bobby_Kielty/\n",
            "LFW/lfw_align_112/Bobby_Kielty/Bobby_Kielty_0001.jpg\n",
            "LFW/lfw_align_112/Nan_Wang/\n",
            "LFW/lfw_align_112/Nan_Wang/Nan_Wang_0001.jpg\n",
            "LFW/lfw_align_112/Nan_Wang/Nan_Wang_0002.jpg\n",
            "LFW/lfw_align_112/Nan_Wang/Nan_Wang_0004.jpg\n",
            "LFW/lfw_align_112/Nan_Wang/Nan_Wang_0003.jpg\n",
            "LFW/lfw_align_112/Daniela_Hantuchova/\n",
            "LFW/lfw_align_112/Daniela_Hantuchova/Daniela_Hantuchova_0001.jpg\n",
            "LFW/lfw_align_112/Daniela_Hantuchova/Daniela_Hantuchova_0002.jpg\n",
            "LFW/lfw_align_112/Peter_Sejna/\n",
            "LFW/lfw_align_112/Peter_Sejna/Peter_Sejna_0001.jpg\n",
            "LFW/lfw_align_112/Saeed_Mortazavi/\n",
            "LFW/lfw_align_112/Saeed_Mortazavi/Saeed_Mortazavi_0001.jpg\n",
            "LFW/lfw_align_112/Pedro_Mahecha/\n",
            "LFW/lfw_align_112/Pedro_Mahecha/Pedro_Mahecha_0001.jpg\n",
            "LFW/lfw_align_112/Valdas_Adamkus/\n",
            "LFW/lfw_align_112/Valdas_Adamkus/Valdas_Adamkus_0002.jpg\n",
            "LFW/lfw_align_112/Valdas_Adamkus/Valdas_Adamkus_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Rolen/\n",
            "LFW/lfw_align_112/Scott_Rolen/Scott_Rolen_0001.jpg\n",
            "LFW/lfw_align_112/Fabiola_Zuluaga/\n",
            "LFW/lfw_align_112/Fabiola_Zuluaga/Fabiola_Zuluaga_0001.jpg\n",
            "LFW/lfw_align_112/Fabiola_Zuluaga/Fabiola_Zuluaga_0002.jpg\n",
            "LFW/lfw_align_112/Marisol_Breton/\n",
            "LFW/lfw_align_112/Marisol_Breton/Marisol_Breton_0001.jpg\n",
            "LFW/lfw_align_112/Mikhail_Khodorkovsky/\n",
            "LFW/lfw_align_112/Mikhail_Khodorkovsky/Mikhail_Khodorkovsky_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Hyatt/\n",
            "LFW/lfw_align_112/Robert_Hyatt/Robert_Hyatt_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Fisher/\n",
            "LFW/lfw_align_112/Mike_Fisher/Mike_Fisher_0001.jpg\n",
            "LFW/lfw_align_112/Chyung_Dai-chul/\n",
            "LFW/lfw_align_112/Chyung_Dai-chul/Chyung_Dai-chul_0001.jpg\n",
            "LFW/lfw_align_112/Danny_Glover/\n",
            "LFW/lfw_align_112/Danny_Glover/Danny_Glover_0001.jpg\n",
            "LFW/lfw_align_112/Bruce_Gebhardt/\n",
            "LFW/lfw_align_112/Bruce_Gebhardt/Bruce_Gebhardt_0001.jpg\n",
            "LFW/lfw_align_112/Mary_McCarty/\n",
            "LFW/lfw_align_112/Mary_McCarty/Mary_McCarty_0001.jpg\n",
            "LFW/lfw_align_112/Placido_Domingo/\n",
            "LFW/lfw_align_112/Placido_Domingo/Placido_Domingo_0001.jpg\n",
            "LFW/lfw_align_112/Placido_Domingo/Placido_Domingo_0003.jpg\n",
            "LFW/lfw_align_112/Placido_Domingo/Placido_Domingo_0002.jpg\n",
            "LFW/lfw_align_112/John_Wolf/\n",
            "LFW/lfw_align_112/John_Wolf/John_Wolf_0001.jpg\n",
            "LFW/lfw_align_112/John_Wolf/John_Wolf_0002.jpg\n",
            "LFW/lfw_align_112/Raza_Rabbani/\n",
            "LFW/lfw_align_112/Raza_Rabbani/Raza_Rabbani_0001.jpg\n",
            "LFW/lfw_align_112/Prince_Edward/\n",
            "LFW/lfw_align_112/Prince_Edward/Prince_Edward_0001.jpg\n",
            "LFW/lfw_align_112/Prince_Edward/Prince_Edward_0002.jpg\n",
            "LFW/lfw_align_112/Penelope_Cruz/\n",
            "LFW/lfw_align_112/Penelope_Cruz/Penelope_Cruz_0001.jpg\n",
            "LFW/lfw_align_112/Penelope_Cruz/Penelope_Cruz_0003.jpg\n",
            "LFW/lfw_align_112/Penelope_Cruz/Penelope_Cruz_0002.jpg\n",
            "LFW/lfw_align_112/Ruben_Studdard/\n",
            "LFW/lfw_align_112/Ruben_Studdard/Ruben_Studdard_0001.jpg\n",
            "LFW/lfw_align_112/Ruben_Studdard/Ruben_Studdard_0002.jpg\n",
            "LFW/lfw_align_112/Sheila_Wellstone/\n",
            "LFW/lfw_align_112/Sheila_Wellstone/Sheila_Wellstone_0001.jpg\n",
            "LFW/lfw_align_112/Sheila_Wellstone/Sheila_Wellstone_0002.jpg\n",
            "LFW/lfw_align_112/Chin-Hui_Tsao/\n",
            "LFW/lfw_align_112/Chin-Hui_Tsao/Chin-Hui_Tsao_0001.jpg\n",
            "LFW/lfw_align_112/John_Perrota/\n",
            "LFW/lfw_align_112/John_Perrota/John_Perrota_0001.jpg\n",
            "LFW/lfw_align_112/Roger_Winter/\n",
            "LFW/lfw_align_112/Roger_Winter/Roger_Winter_0001.jpg\n",
            "LFW/lfw_align_112/Margerry_Bakley/\n",
            "LFW/lfw_align_112/Margerry_Bakley/Margerry_Bakley_0001.jpg\n",
            "LFW/lfw_align_112/Toshihiko_Fukui/\n",
            "LFW/lfw_align_112/Toshihiko_Fukui/Toshihiko_Fukui_0001.jpg\n",
            "LFW/lfw_align_112/Toshihiko_Fukui/Toshihiko_Fukui_0003.jpg\n",
            "LFW/lfw_align_112/Toshihiko_Fukui/Toshihiko_Fukui_0002.jpg\n",
            "LFW/lfw_align_112/Mike_Szymanczyk/\n",
            "LFW/lfw_align_112/Mike_Szymanczyk/Mike_Szymanczyk_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Silas/\n",
            "LFW/lfw_align_112/Stephen_Silas/Stephen_Silas_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Mugabe/\n",
            "LFW/lfw_align_112/Robert_Mugabe/Robert_Mugabe_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Mugabe/Robert_Mugabe_0002.jpg\n",
            "LFW/lfw_align_112/Cathy_Freeman/\n",
            "LFW/lfw_align_112/Cathy_Freeman/Cathy_Freeman_0001.jpg\n",
            "LFW/lfw_align_112/Cathy_Freeman/Cathy_Freeman_0002.jpg\n",
            "LFW/lfw_align_112/Demi_Moore/\n",
            "LFW/lfw_align_112/Demi_Moore/Demi_Moore_0001.jpg\n",
            "LFW/lfw_align_112/Demi_Moore/Demi_Moore_0003.jpg\n",
            "LFW/lfw_align_112/Demi_Moore/Demi_Moore_0002.jpg\n",
            "LFW/lfw_align_112/Demi_Moore/Demi_Moore_0004.jpg\n",
            "LFW/lfw_align_112/Olesya_Bonabarenko/\n",
            "LFW/lfw_align_112/Olesya_Bonabarenko/Olesya_Bonabarenko_0001.jpg\n",
            "LFW/lfw_align_112/Olesya_Bonabarenko/Olesya_Bonabarenko_0002.jpg\n",
            "LFW/lfw_align_112/Chen_Kaige/\n",
            "LFW/lfw_align_112/Chen_Kaige/Chen_Kaige_0001.jpg\n",
            "LFW/lfw_align_112/Miles_Stewart/\n",
            "LFW/lfw_align_112/Miles_Stewart/Miles_Stewart_0001.jpg\n",
            "LFW/lfw_align_112/Mariam_Ali_Hassan/\n",
            "LFW/lfw_align_112/Mariam_Ali_Hassan/Mariam_Ali_Hassan_0001.jpg\n",
            "LFW/lfw_align_112/Troy_Aikman/\n",
            "LFW/lfw_align_112/Troy_Aikman/Troy_Aikman_0001.jpg\n",
            "LFW/lfw_align_112/Adrian_Murrell/\n",
            "LFW/lfw_align_112/Adrian_Murrell/Adrian_Murrell_0001.jpg\n",
            "LFW/lfw_align_112/John_Lithgow/\n",
            "LFW/lfw_align_112/John_Lithgow/John_Lithgow_0001.jpg\n",
            "LFW/lfw_align_112/Andy_Bryant/\n",
            "LFW/lfw_align_112/Andy_Bryant/Andy_Bryant_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Austin/\n",
            "LFW/lfw_align_112/Steve_Austin/Steve_Austin_0001.jpg\n",
            "LFW/lfw_align_112/Johnson_Panjaitan/\n",
            "LFW/lfw_align_112/Johnson_Panjaitan/Johnson_Panjaitan_0001.jpg\n",
            "LFW/lfw_align_112/Johnson_Panjaitan/Johnson_Panjaitan_0002.jpg\n",
            "LFW/lfw_align_112/David_Surrett/\n",
            "LFW/lfw_align_112/David_Surrett/David_Surrett_0001.jpg\n",
            "LFW/lfw_align_112/Christy_Turlington/\n",
            "LFW/lfw_align_112/Christy_Turlington/Christy_Turlington_0001.jpg\n",
            "LFW/lfw_align_112/Cheryl_Tiegs/\n",
            "LFW/lfw_align_112/Cheryl_Tiegs/Cheryl_Tiegs_0001.jpg\n",
            "LFW/lfw_align_112/Kathryn_Morris/\n",
            "LFW/lfw_align_112/Kathryn_Morris/Kathryn_Morris_0001.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Smart/\n",
            "LFW/lfw_align_112/Elizabeth_Smart/Elizabeth_Smart_0004.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Smart/Elizabeth_Smart_0003.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Smart/Elizabeth_Smart_0005.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Smart/Elizabeth_Smart_0002.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Smart/Elizabeth_Smart_0001.jpg\n",
            "LFW/lfw_align_112/Judy_Spreckels/\n",
            "LFW/lfw_align_112/Judy_Spreckels/Judy_Spreckels_0001.jpg\n",
            "LFW/lfw_align_112/Pascal_Lamy/\n",
            "LFW/lfw_align_112/Pascal_Lamy/Pascal_Lamy_0002.jpg\n",
            "LFW/lfw_align_112/Pascal_Lamy/Pascal_Lamy_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Keaton/\n",
            "LFW/lfw_align_112/Michael_Keaton/Michael_Keaton_0002.jpg\n",
            "LFW/lfw_align_112/Michael_Keaton/Michael_Keaton_0001.jpg\n",
            "LFW/lfw_align_112/David_Brent/\n",
            "LFW/lfw_align_112/David_Brent/David_Brent_0001.jpg\n",
            "LFW/lfw_align_112/Leandrinho_Barbosa/\n",
            "LFW/lfw_align_112/Leandrinho_Barbosa/Leandrinho_Barbosa_0001.jpg\n",
            "LFW/lfw_align_112/Natalie_Cole/\n",
            "LFW/lfw_align_112/Natalie_Cole/Natalie_Cole_0002.jpg\n",
            "LFW/lfw_align_112/Natalie_Cole/Natalie_Cole_0001.jpg\n",
            "LFW/lfw_align_112/Natalie_Cole/Natalie_Cole_0003.jpg\n",
            "LFW/lfw_align_112/Dennis_Franchione/\n",
            "LFW/lfw_align_112/Dennis_Franchione/Dennis_Franchione_0001.jpg\n",
            "LFW/lfw_align_112/David_Trimble/\n",
            "LFW/lfw_align_112/David_Trimble/David_Trimble_0004.jpg\n",
            "LFW/lfw_align_112/David_Trimble/David_Trimble_0002.jpg\n",
            "LFW/lfw_align_112/David_Trimble/David_Trimble_0001.jpg\n",
            "LFW/lfw_align_112/David_Trimble/David_Trimble_0005.jpg\n",
            "LFW/lfw_align_112/David_Trimble/David_Trimble_0003.jpg\n",
            "LFW/lfw_align_112/Steven_Tyler/\n",
            "LFW/lfw_align_112/Steven_Tyler/Steven_Tyler_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Tannok/\n",
            "LFW/lfw_align_112/Charles_Tannok/Charles_Tannok_0001.jpg\n",
            "LFW/lfw_align_112/John_Garamendi/\n",
            "LFW/lfw_align_112/John_Garamendi/John_Garamendi_0001.jpg\n",
            "LFW/lfw_align_112/John_Garamendi/John_Garamendi_0002.jpg\n",
            "LFW/lfw_align_112/Joe_Carnahan/\n",
            "LFW/lfw_align_112/Joe_Carnahan/Joe_Carnahan_0001.jpg\n",
            "LFW/lfw_align_112/John_Banko/\n",
            "LFW/lfw_align_112/John_Banko/John_Banko_0002.jpg\n",
            "LFW/lfw_align_112/John_Banko/John_Banko_0001.jpg\n",
            "LFW/lfw_align_112/Martin_Bandier/\n",
            "LFW/lfw_align_112/Martin_Bandier/Martin_Bandier_0001.jpg\n",
            "LFW/lfw_align_112/Cyndi_Thompson/\n",
            "LFW/lfw_align_112/Cyndi_Thompson/Cyndi_Thompson_0002.jpg\n",
            "LFW/lfw_align_112/Cyndi_Thompson/Cyndi_Thompson_0001.jpg\n",
            "LFW/lfw_align_112/Mohamed_Seineldin/\n",
            "LFW/lfw_align_112/Mohamed_Seineldin/Mohamed_Seineldin_0001.jpg\n",
            "LFW/lfw_align_112/Lino_Oviedo/\n",
            "LFW/lfw_align_112/Lino_Oviedo/Lino_Oviedo_0002.jpg\n",
            "LFW/lfw_align_112/Lino_Oviedo/Lino_Oviedo_0001.jpg\n",
            "LFW/lfw_align_112/Lino_Oviedo/Lino_Oviedo_0003.jpg\n",
            "LFW/lfw_align_112/Imam_Samudra/\n",
            "LFW/lfw_align_112/Imam_Samudra/Imam_Samudra_0001.jpg\n",
            "LFW/lfw_align_112/Kosuke_Kitajima/\n",
            "LFW/lfw_align_112/Kosuke_Kitajima/Kosuke_Kitajima_0002.jpg\n",
            "LFW/lfw_align_112/Kosuke_Kitajima/Kosuke_Kitajima_0001.jpg\n",
            "LFW/lfw_align_112/John_Travolta/\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0003.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0002.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0004.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0007.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0006.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0001.jpg\n",
            "LFW/lfw_align_112/John_Travolta/John_Travolta_0005.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0010.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0014.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0013.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0007.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0004.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0003.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0005.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0011.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0006.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0009.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0012.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0008.jpg\n",
            "LFW/lfw_align_112/Kim_Clijsters/Kim_Clijsters_0002.jpg\n",
            "LFW/lfw_align_112/Alejandro_Atchugarry/\n",
            "LFW/lfw_align_112/Alejandro_Atchugarry/Alejandro_Atchugarry_0002.jpg\n",
            "LFW/lfw_align_112/Alejandro_Atchugarry/Alejandro_Atchugarry_0001.jpg\n",
            "LFW/lfw_align_112/Barbara_Felt-Miller/\n",
            "LFW/lfw_align_112/Barbara_Felt-Miller/Barbara_Felt-Miller_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Dimon/\n",
            "LFW/lfw_align_112/Jamie_Dimon/Jamie_Dimon_0001.jpg\n",
            "LFW/lfw_align_112/Donald_Trump/\n",
            "LFW/lfw_align_112/Donald_Trump/Donald_Trump_0001.jpg\n",
            "LFW/lfw_align_112/Lee_Yuan-tseh/\n",
            "LFW/lfw_align_112/Lee_Yuan-tseh/Lee_Yuan-tseh_0001.jpg\n",
            "LFW/lfw_align_112/Mohammed_Abu_Sharia/\n",
            "LFW/lfw_align_112/Mohammed_Abu_Sharia/Mohammed_Abu_Sharia_0001.jpg\n",
            "LFW/lfw_align_112/Hisao_Oguchi/\n",
            "LFW/lfw_align_112/Hisao_Oguchi/Hisao_Oguchi_0002.jpg\n",
            "LFW/lfw_align_112/Hisao_Oguchi/Hisao_Oguchi_0001.jpg\n",
            "LFW/lfw_align_112/Ignatius_Wang/\n",
            "LFW/lfw_align_112/Ignatius_Wang/Ignatius_Wang_0001.jpg\n",
            "LFW/lfw_align_112/Neri_Marcore/\n",
            "LFW/lfw_align_112/Neri_Marcore/Neri_Marcore_0001.jpg\n",
            "LFW/lfw_align_112/Neri_Marcore/Neri_Marcore_0002.jpg\n",
            "LFW/lfw_align_112/James_Williams/\n",
            "LFW/lfw_align_112/James_Williams/James_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Brandon_Boyd/\n",
            "LFW/lfw_align_112/Brandon_Boyd/Brandon_Boyd_0001.jpg\n",
            "LFW/lfw_align_112/Brad_Garrett/\n",
            "LFW/lfw_align_112/Brad_Garrett/Brad_Garrett_0003.jpg\n",
            "LFW/lfw_align_112/Brad_Garrett/Brad_Garrett_0002.jpg\n",
            "LFW/lfw_align_112/Brad_Garrett/Brad_Garrett_0004.jpg\n",
            "LFW/lfw_align_112/Brad_Garrett/Brad_Garrett_0001.jpg\n",
            "LFW/lfw_align_112/Bart_Freundlich/\n",
            "LFW/lfw_align_112/Bart_Freundlich/Bart_Freundlich_0001.jpg\n",
            "LFW/lfw_align_112/Jada_Pinkett_Smith/\n",
            "LFW/lfw_align_112/Jada_Pinkett_Smith/Jada_Pinkett_Smith_0002.jpg\n",
            "LFW/lfw_align_112/Jada_Pinkett_Smith/Jada_Pinkett_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Rodrigo_de_la_Cerna/\n",
            "LFW/lfw_align_112/Rodrigo_de_la_Cerna/Rodrigo_de_la_Cerna_0001.jpg\n",
            "LFW/lfw_align_112/Angelo_Genova/\n",
            "LFW/lfw_align_112/Angelo_Genova/Angelo_Genova_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Ryan/\n",
            "LFW/lfw_align_112/Jim_Ryan/Jim_Ryan_0001.jpg\n",
            "LFW/lfw_align_112/Lynn_Redgrave/\n",
            "LFW/lfw_align_112/Lynn_Redgrave/Lynn_Redgrave_0002.jpg\n",
            "LFW/lfw_align_112/Lynn_Redgrave/Lynn_Redgrave_0001.jpg\n",
            "LFW/lfw_align_112/Lynn_Redgrave/Lynn_Redgrave_0003.jpg\n",
            "LFW/lfw_align_112/Carlton_Baugh/\n",
            "LFW/lfw_align_112/Carlton_Baugh/Carlton_Baugh_0001.jpg\n",
            "LFW/lfw_align_112/Stipe_Mesic/\n",
            "LFW/lfw_align_112/Stipe_Mesic/Stipe_Mesic_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Fine/\n",
            "LFW/lfw_align_112/Richard_Fine/Richard_Fine_0001.jpg\n",
            "LFW/lfw_align_112/Valentina_Cervi/\n",
            "LFW/lfw_align_112/Valentina_Cervi/Valentina_Cervi_0001.jpg\n",
            "LFW/lfw_align_112/Tim_Lobinger/\n",
            "LFW/lfw_align_112/Tim_Lobinger/Tim_Lobinger_0001.jpg\n",
            "LFW/lfw_align_112/Henrique_Meirelles/\n",
            "LFW/lfw_align_112/Henrique_Meirelles/Henrique_Meirelles_0002.jpg\n",
            "LFW/lfw_align_112/Henrique_Meirelles/Henrique_Meirelles_0001.jpg\n",
            "LFW/lfw_align_112/Georgina_Bardach/\n",
            "LFW/lfw_align_112/Georgina_Bardach/Georgina_Bardach_0001.jpg\n",
            "LFW/lfw_align_112/Frank_Wycheck/\n",
            "LFW/lfw_align_112/Frank_Wycheck/Frank_Wycheck_0001.jpg\n",
            "LFW/lfw_align_112/Teri_ORourke/\n",
            "LFW/lfw_align_112/Teri_ORourke/Teri_ORourke_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Parsons/\n",
            "LFW/lfw_align_112/Richard_Parsons/Richard_Parsons_0001.jpg\n",
            "LFW/lfw_align_112/Carson_Daly/\n",
            "LFW/lfw_align_112/Carson_Daly/Carson_Daly_0002.jpg\n",
            "LFW/lfw_align_112/Carson_Daly/Carson_Daly_0001.jpg\n",
            "LFW/lfw_align_112/Chris_Penn/\n",
            "LFW/lfw_align_112/Chris_Penn/Chris_Penn_0001.jpg\n",
            "LFW/lfw_align_112/Wesley_Clark/\n",
            "LFW/lfw_align_112/Wesley_Clark/Wesley_Clark_0002.jpg\n",
            "LFW/lfw_align_112/Wesley_Clark/Wesley_Clark_0001.jpg\n",
            "LFW/lfw_align_112/Natasha_Lyonne/\n",
            "LFW/lfw_align_112/Natasha_Lyonne/Natasha_Lyonne_0001.jpg\n",
            "LFW/lfw_align_112/Geoffrey_Davis/\n",
            "LFW/lfw_align_112/Geoffrey_Davis/Geoffrey_Davis_0001.jpg\n",
            "LFW/lfw_align_112/Horace_Newcomb/\n",
            "LFW/lfw_align_112/Horace_Newcomb/Horace_Newcomb_0001.jpg\n",
            "LFW/lfw_align_112/Hayden_Panettiere/\n",
            "LFW/lfw_align_112/Hayden_Panettiere/Hayden_Panettiere_0001.jpg\n",
            "LFW/lfw_align_112/Rick_Carlisle/\n",
            "LFW/lfw_align_112/Rick_Carlisle/Rick_Carlisle_0001.jpg\n",
            "LFW/lfw_align_112/Rick_Carlisle/Rick_Carlisle_0003.jpg\n",
            "LFW/lfw_align_112/Rick_Carlisle/Rick_Carlisle_0004.jpg\n",
            "LFW/lfw_align_112/Rick_Carlisle/Rick_Carlisle_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0012.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0016.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0018.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0017.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0009.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0008.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0003.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0006.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0015.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0004.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0013.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0010.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0011.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0005.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0007.jpg\n",
            "LFW/lfw_align_112/Richard_Myers/Richard_Myers_0014.jpg\n",
            "LFW/lfw_align_112/Jane_Menelaus/\n",
            "LFW/lfw_align_112/Jane_Menelaus/Jane_Menelaus_0001.jpg\n",
            "LFW/lfw_align_112/Harland_Braun/\n",
            "LFW/lfw_align_112/Harland_Braun/Harland_Braun_0001.jpg\n",
            "LFW/lfw_align_112/Boris_Berezovsky/\n",
            "LFW/lfw_align_112/Boris_Berezovsky/Boris_Berezovsky_0002.jpg\n",
            "LFW/lfw_align_112/Boris_Berezovsky/Boris_Berezovsky_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Friedman/\n",
            "LFW/lfw_align_112/Stephen_Friedman/Stephen_Friedman_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Friedman/Stephen_Friedman_0002.jpg\n",
            "LFW/lfw_align_112/Nelson_Mandela/\n",
            "LFW/lfw_align_112/Nelson_Mandela/Nelson_Mandela_0004.jpg\n",
            "LFW/lfw_align_112/Nelson_Mandela/Nelson_Mandela_0002.jpg\n",
            "LFW/lfw_align_112/Nelson_Mandela/Nelson_Mandela_0001.jpg\n",
            "LFW/lfw_align_112/Nelson_Mandela/Nelson_Mandela_0003.jpg\n",
            "LFW/lfw_align_112/Eric_Snow/\n",
            "LFW/lfw_align_112/Eric_Snow/Eric_Snow_0001.jpg\n",
            "LFW/lfw_align_112/Hussam_Mohammed_Amin/\n",
            "LFW/lfw_align_112/Hussam_Mohammed_Amin/Hussam_Mohammed_Amin_0001.jpg\n",
            "LFW/lfw_align_112/Eric_Rosser/\n",
            "LFW/lfw_align_112/Eric_Rosser/Eric_Rosser_0002.jpg\n",
            "LFW/lfw_align_112/Eric_Rosser/Eric_Rosser_0001.jpg\n",
            "LFW/lfw_align_112/Barrett_Jackman/\n",
            "LFW/lfw_align_112/Barrett_Jackman/Barrett_Jackman_0001.jpg\n",
            "LFW/lfw_align_112/Barrett_Jackman/Barrett_Jackman_0002.jpg\n",
            "LFW/lfw_align_112/Anna_Nicole_Smith/\n",
            "LFW/lfw_align_112/Anna_Nicole_Smith/Anna_Nicole_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Anna_Nicole_Smith/Anna_Nicole_Smith_0002.jpg\n",
            "LFW/lfw_align_112/Paul_Johnson/\n",
            "LFW/lfw_align_112/Paul_Johnson/Paul_Johnson_0001.jpg\n",
            "LFW/lfw_align_112/Chris_Hernandez/\n",
            "LFW/lfw_align_112/Chris_Hernandez/Chris_Hernandez_0001.jpg\n",
            "LFW/lfw_align_112/Ryan_Nyquist/\n",
            "LFW/lfw_align_112/Ryan_Nyquist/Ryan_Nyquist_0001.jpg\n",
            "LFW/lfw_align_112/Regina_Ip/\n",
            "LFW/lfw_align_112/Regina_Ip/Regina_Ip_0001.jpg\n",
            "LFW/lfw_align_112/Shannyn_Sossamon/\n",
            "LFW/lfw_align_112/Shannyn_Sossamon/Shannyn_Sossamon_0001.jpg\n",
            "LFW/lfw_align_112/Benjamin_Martinez/\n",
            "LFW/lfw_align_112/Benjamin_Martinez/Benjamin_Martinez_0001.jpg\n",
            "LFW/lfw_align_112/Joey_Buttafuoco/\n",
            "LFW/lfw_align_112/Joey_Buttafuoco/Joey_Buttafuoco_0001.jpg\n",
            "LFW/lfw_align_112/Kirby_Puckett/\n",
            "LFW/lfw_align_112/Kirby_Puckett/Kirby_Puckett_0001.jpg\n",
            "LFW/lfw_align_112/Ellen_DeGeneres/\n",
            "LFW/lfw_align_112/Ellen_DeGeneres/Ellen_DeGeneres_0001.jpg\n",
            "LFW/lfw_align_112/Ellen_DeGeneres/Ellen_DeGeneres_0002.jpg\n",
            "LFW/lfw_align_112/Lord_Hutton/\n",
            "LFW/lfw_align_112/Lord_Hutton/Lord_Hutton_0001.jpg\n",
            "LFW/lfw_align_112/Lord_Hutton/Lord_Hutton_0002.jpg\n",
            "LFW/lfw_align_112/Ernie_Els/\n",
            "LFW/lfw_align_112/Ernie_Els/Ernie_Els_0001.jpg\n",
            "LFW/lfw_align_112/Ernie_Els/Ernie_Els_0004.jpg\n",
            "LFW/lfw_align_112/Ernie_Els/Ernie_Els_0003.jpg\n",
            "LFW/lfw_align_112/Ernie_Els/Ernie_Els_0002.jpg\n",
            "LFW/lfw_align_112/Christopher_Russell/\n",
            "LFW/lfw_align_112/Christopher_Russell/Christopher_Russell_0001.jpg\n",
            "LFW/lfw_align_112/Florecita_Cobian/\n",
            "LFW/lfw_align_112/Florecita_Cobian/Florecita_Cobian_0001.jpg\n",
            "LFW/lfw_align_112/Bruna_Colosio/\n",
            "LFW/lfw_align_112/Bruna_Colosio/Bruna_Colosio_0001.jpg\n",
            "LFW/lfw_align_112/David_Beckham/\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0017.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0024.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0008.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0002.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0011.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0028.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0006.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0030.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0025.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0007.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0022.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0023.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0009.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0029.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0026.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0005.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0012.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0016.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0004.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0031.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0001.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0010.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0027.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0019.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0003.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0014.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0021.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0015.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0013.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0020.jpg\n",
            "LFW/lfw_align_112/David_Beckham/David_Beckham_0018.jpg\n",
            "LFW/lfw_align_112/Rene_Portland/\n",
            "LFW/lfw_align_112/Rene_Portland/Rene_Portland_0001.jpg\n",
            "LFW/lfw_align_112/Lindsay_Lohan/\n",
            "LFW/lfw_align_112/Lindsay_Lohan/Lindsay_Lohan_0001.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0002.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0007.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0006.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0008.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0003.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0004.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0001.jpg\n",
            "LFW/lfw_align_112/Sheryl_Crow/Sheryl_Crow_0005.jpg\n",
            "LFW/lfw_align_112/Camryn_Manheim/\n",
            "LFW/lfw_align_112/Camryn_Manheim/Camryn_Manheim_0001.jpg\n",
            "LFW/lfw_align_112/Robbie_Fowler/\n",
            "LFW/lfw_align_112/Robbie_Fowler/Robbie_Fowler_0002.jpg\n",
            "LFW/lfw_align_112/Robbie_Fowler/Robbie_Fowler_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Pagliuca/\n",
            "LFW/lfw_align_112/Steve_Pagliuca/Steve_Pagliuca_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Taylor/\n",
            "LFW/lfw_align_112/Michael_Taylor/Michael_Taylor_0001.jpg\n",
            "LFW/lfw_align_112/Newton_Carlton_Slawson/\n",
            "LFW/lfw_align_112/Newton_Carlton_Slawson/Newton_Carlton_Slawson_0001.jpg\n",
            "LFW/lfw_align_112/Lee_Baca/\n",
            "LFW/lfw_align_112/Lee_Baca/Lee_Baca_0001.jpg\n",
            "LFW/lfw_align_112/Martha_Stewart/\n",
            "LFW/lfw_align_112/Martha_Stewart/Martha_Stewart_0003.jpg\n",
            "LFW/lfw_align_112/Martha_Stewart/Martha_Stewart_0002.jpg\n",
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            "LFW/lfw_align_112/Martha_Stewart/Martha_Stewart_0004.jpg\n",
            "LFW/lfw_align_112/Lyudmila_Putin/\n",
            "LFW/lfw_align_112/Lyudmila_Putin/Lyudmila_Putin_0001.jpg\n",
            "LFW/lfw_align_112/Christy_Ferer/\n",
            "LFW/lfw_align_112/Christy_Ferer/Christy_Ferer_0001.jpg\n",
            "LFW/lfw_align_112/Milton_Berle/\n",
            "LFW/lfw_align_112/Milton_Berle/Milton_Berle_0001.jpg\n",
            "LFW/lfw_align_112/Khatol_Mohammad_Zai/\n",
            "LFW/lfw_align_112/Khatol_Mohammad_Zai/Khatol_Mohammad_Zai_0001.jpg\n",
            "LFW/lfw_align_112/Glen_Clark/\n",
            "LFW/lfw_align_112/Glen_Clark/Glen_Clark_0001.jpg\n",
            "LFW/lfw_align_112/Gerald_Barbarito/\n",
            "LFW/lfw_align_112/Gerald_Barbarito/Gerald_Barbarito_0001.jpg\n",
            "LFW/lfw_align_112/Ruth_Stubbs/\n",
            "LFW/lfw_align_112/Ruth_Stubbs/Ruth_Stubbs_0001.jpg\n",
            "LFW/lfw_align_112/Costas_Simitis/\n",
            "LFW/lfw_align_112/Costas_Simitis/Costas_Simitis_0006.jpg\n",
            "LFW/lfw_align_112/Costas_Simitis/Costas_Simitis_0002.jpg\n",
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            "LFW/lfw_align_112/Costas_Simitis/Costas_Simitis_0001.jpg\n",
            "LFW/lfw_align_112/Jan_van_Breda_Kolff/\n",
            "LFW/lfw_align_112/Jan_van_Breda_Kolff/Jan_van_Breda_Kolff_0001.jpg\n",
            "LFW/lfw_align_112/Jason_Petty/\n",
            "LFW/lfw_align_112/Jason_Petty/Jason_Petty_0001.jpg\n",
            "LFW/lfw_align_112/Wang_Yingfan/\n",
            "LFW/lfw_align_112/Wang_Yingfan/Wang_Yingfan_0001.jpg\n",
            "LFW/lfw_align_112/Wang_Yingfan/Wang_Yingfan_0003.jpg\n",
            "LFW/lfw_align_112/Wang_Yingfan/Wang_Yingfan_0002.jpg\n",
            "LFW/lfw_align_112/Katherine_Harris/\n",
            "LFW/lfw_align_112/Katherine_Harris/Katherine_Harris_0004.jpg\n",
            "LFW/lfw_align_112/Katherine_Harris/Katherine_Harris_0003.jpg\n",
            "LFW/lfw_align_112/Katherine_Harris/Katherine_Harris_0001.jpg\n",
            "LFW/lfw_align_112/Katherine_Harris/Katherine_Harris_0002.jpg\n",
            "LFW/lfw_align_112/Alastair_Johnston/\n",
            "LFW/lfw_align_112/Alastair_Johnston/Alastair_Johnston_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Haslett/\n",
            "LFW/lfw_align_112/Jim_Haslett/Jim_Haslett_0001.jpg\n",
            "LFW/lfw_align_112/Jose_Sarney/\n",
            "LFW/lfw_align_112/Jose_Sarney/Jose_Sarney_0001.jpg\n",
            "LFW/lfw_align_112/Jose_Sarney/Jose_Sarney_0003.jpg\n",
            "LFW/lfw_align_112/Jose_Sarney/Jose_Sarney_0002.jpg\n",
            "LFW/lfw_align_112/Ted_Maher/\n",
            "LFW/lfw_align_112/Ted_Maher/Ted_Maher_0001.jpg\n",
            "LFW/lfw_align_112/Ted_Maher/Ted_Maher_0002.jpg\n",
            "LFW/lfw_align_112/Mitchell_Swartz/\n",
            "LFW/lfw_align_112/Mitchell_Swartz/Mitchell_Swartz_0001.jpg\n",
            "LFW/lfw_align_112/Thomas_Kelly/\n",
            "LFW/lfw_align_112/Thomas_Kelly/Thomas_Kelly_0001.jpg\n",
            "LFW/lfw_align_112/Rodney_Dangerfield/\n",
            "LFW/lfw_align_112/Rodney_Dangerfield/Rodney_Dangerfield_0001.jpg\n",
            "LFW/lfw_align_112/Bryan_Thomas/\n",
            "LFW/lfw_align_112/Bryan_Thomas/Bryan_Thomas_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Lazarus/\n",
            "LFW/lfw_align_112/Mark_Lazarus/Mark_Lazarus_0001.jpg\n",
            "LFW/lfw_align_112/Adam_Herbert/\n",
            "LFW/lfw_align_112/Adam_Herbert/Adam_Herbert_0001.jpg\n",
            "LFW/lfw_align_112/George_P_Bush/\n",
            "LFW/lfw_align_112/George_P_Bush/George_P_Bush_0002.jpg\n",
            "LFW/lfw_align_112/George_P_Bush/George_P_Bush_0001.jpg\n",
            "LFW/lfw_align_112/Margaret_Thatcher/\n",
            "LFW/lfw_align_112/Margaret_Thatcher/Margaret_Thatcher_0002.jpg\n",
            "LFW/lfw_align_112/Margaret_Thatcher/Margaret_Thatcher_0001.jpg\n",
            "LFW/lfw_align_112/Corinne_Coman/\n",
            "LFW/lfw_align_112/Corinne_Coman/Corinne_Coman_0002.jpg\n",
            "LFW/lfw_align_112/Corinne_Coman/Corinne_Coman_0001.jpg\n",
            "LFW/lfw_align_112/Kirsten_Gilham/\n",
            "LFW/lfw_align_112/Kirsten_Gilham/Kirsten_Gilham_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Marc_Olive/\n",
            "LFW/lfw_align_112/Jean-Marc_Olive/Jean-Marc_Olive_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Arnett/\n",
            "LFW/lfw_align_112/Peter_Arnett/Peter_Arnett_0003.jpg\n",
            "LFW/lfw_align_112/Peter_Arnett/Peter_Arnett_0002.jpg\n",
            "LFW/lfw_align_112/Peter_Arnett/Peter_Arnett_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Guerin/\n",
            "LFW/lfw_align_112/Bill_Guerin/Bill_Guerin_0001.jpg\n",
            "LFW/lfw_align_112/Omar_el-Heib/\n",
            "LFW/lfw_align_112/Omar_el-Heib/Omar_el-Heib_0001.jpg\n",
            "LFW/lfw_align_112/Nanni_Moretti/\n",
            "LFW/lfw_align_112/Nanni_Moretti/Nanni_Moretti_0001.jpg\n",
            "LFW/lfw_align_112/Nanni_Moretti/Nanni_Moretti_0002.jpg\n",
            "LFW/lfw_align_112/Warren_Beatty/\n",
            "LFW/lfw_align_112/Warren_Beatty/Warren_Beatty_0001.jpg\n",
            "LFW/lfw_align_112/Warren_Beatty/Warren_Beatty_0002.jpg\n",
            "LFW/lfw_align_112/Lucia_Kenny_Anthony/\n",
            "LFW/lfw_align_112/Lucia_Kenny_Anthony/Lucia_Kenny_Anthony_0001.jpg\n",
            "LFW/lfw_align_112/Sally_Field/\n",
            "LFW/lfw_align_112/Sally_Field/Sally_Field_0001.jpg\n",
            "LFW/lfw_align_112/Sally_Field/Sally_Field_0002.jpg\n",
            "LFW/lfw_align_112/Sally_Field/Sally_Field_0003.jpg\n",
            "LFW/lfw_align_112/Sally_Field/Sally_Field_0004.jpg\n",
            "LFW/lfw_align_112/Joy_Bryant/\n",
            "LFW/lfw_align_112/Joy_Bryant/Joy_Bryant_0001.jpg\n",
            "LFW/lfw_align_112/Nathalie_Dechy/\n",
            "LFW/lfw_align_112/Nathalie_Dechy/Nathalie_Dechy_0001.jpg\n",
            "LFW/lfw_align_112/Bulent_Ecevit/\n",
            "LFW/lfw_align_112/Bulent_Ecevit/Bulent_Ecevit_0003.jpg\n",
            "LFW/lfw_align_112/Bulent_Ecevit/Bulent_Ecevit_0002.jpg\n",
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            "LFW/lfw_align_112/Bulent_Ecevit/Bulent_Ecevit_0006.jpg\n",
            "LFW/lfw_align_112/Tony_Blair/\n",
            "LFW/lfw_align_112/Tony_Blair/Tony_Blair_0031.jpg\n",
            "LFW/lfw_align_112/Tony_Blair/Tony_Blair_0128.jpg\n",
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            "LFW/lfw_align_112/Tony_Blair/Tony_Blair_0084.jpg\n",
            "LFW/lfw_align_112/Scott_Rudin/\n",
            "LFW/lfw_align_112/Scott_Rudin/Scott_Rudin_0002.jpg\n",
            "LFW/lfw_align_112/Scott_Rudin/Scott_Rudin_0001.jpg\n",
            "LFW/lfw_align_112/Uri_Lopolianski/\n",
            "LFW/lfw_align_112/Uri_Lopolianski/Uri_Lopolianski_0001.jpg\n",
            "LFW/lfw_align_112/Emily_Mortimer/\n",
            "LFW/lfw_align_112/Emily_Mortimer/Emily_Mortimer_0001.jpg\n",
            "LFW/lfw_align_112/Ron_Gonzales/\n",
            "LFW/lfw_align_112/Ron_Gonzales/Ron_Gonzales_0001.jpg\n",
            "LFW/lfw_align_112/Nora_Bendijo/\n",
            "LFW/lfw_align_112/Nora_Bendijo/Nora_Bendijo_0001.jpg\n",
            "LFW/lfw_align_112/Nora_Bendijo/Nora_Bendijo_0002.jpg\n",
            "LFW/lfw_align_112/Julius_Barnes/\n",
            "LFW/lfw_align_112/Julius_Barnes/Julius_Barnes_0001.jpg\n",
            "LFW/lfw_align_112/Nobuyuki_Idei/\n",
            "LFW/lfw_align_112/Nobuyuki_Idei/Nobuyuki_Idei_0001.jpg\n",
            "LFW/lfw_align_112/Zafarullah_Khan_Jamali/\n",
            "LFW/lfw_align_112/Zafarullah_Khan_Jamali/Zafarullah_Khan_Jamali_0001.jpg\n",
            "LFW/lfw_align_112/Zafarullah_Khan_Jamali/Zafarullah_Khan_Jamali_0002.jpg\n",
            "LFW/lfw_align_112/Alexander_Rumyantsev/\n",
            "LFW/lfw_align_112/Alexander_Rumyantsev/Alexander_Rumyantsev_0001.jpg\n",
            "LFW/lfw_align_112/Alexander_Rumyantsev/Alexander_Rumyantsev_0002.jpg\n",
            "LFW/lfw_align_112/Clive_Lloyd/\n",
            "LFW/lfw_align_112/Clive_Lloyd/Clive_Lloyd_0001.jpg\n",
            "LFW/lfw_align_112/Mia_Mottley/\n",
            "LFW/lfw_align_112/Mia_Mottley/Mia_Mottley_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Farrar/\n",
            "LFW/lfw_align_112/Mike_Farrar/Mike_Farrar_0001.jpg\n",
            "LFW/lfw_align_112/Shane_Phillips/\n",
            "LFW/lfw_align_112/Shane_Phillips/Shane_Phillips_0001.jpg\n",
            "LFW/lfw_align_112/Jack_Valenti/\n",
            "LFW/lfw_align_112/Jack_Valenti/Jack_Valenti_0001.jpg\n",
            "LFW/lfw_align_112/Cindy_Moll/\n",
            "LFW/lfw_align_112/Cindy_Moll/Cindy_Moll_0001.jpg\n",
            "LFW/lfw_align_112/Clifford_Robinson/\n",
            "LFW/lfw_align_112/Clifford_Robinson/Clifford_Robinson_0001.jpg\n",
            "LFW/lfw_align_112/Nova_Esther_Guthrie/\n",
            "LFW/lfw_align_112/Nova_Esther_Guthrie/Nova_Esther_Guthrie_0001.jpg\n",
            "LFW/lfw_align_112/Barry_Williams/\n",
            "LFW/lfw_align_112/Barry_Williams/Barry_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Frank_Cassell/\n",
            "LFW/lfw_align_112/Frank_Cassell/Frank_Cassell_0003.jpg\n",
            "LFW/lfw_align_112/Frank_Cassell/Frank_Cassell_0002.jpg\n",
            "LFW/lfw_align_112/Frank_Cassell/Frank_Cassell_0001.jpg\n",
            "LFW/lfw_align_112/Dennis_Hastert/\n",
            "LFW/lfw_align_112/Dennis_Hastert/Dennis_Hastert_0001.jpg\n",
            "LFW/lfw_align_112/Dennis_Hastert/Dennis_Hastert_0002.jpg\n",
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            "LFW/lfw_align_112/Dennis_Hastert/Dennis_Hastert_0003.jpg\n",
            "LFW/lfw_align_112/John_Paul_DeJoria/\n",
            "LFW/lfw_align_112/John_Paul_DeJoria/John_Paul_DeJoria_0001.jpg\n",
            "LFW/lfw_align_112/Pedro_Martinez/\n",
            "LFW/lfw_align_112/Pedro_Martinez/Pedro_Martinez_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Weeks/\n",
            "LFW/lfw_align_112/Kim_Weeks/Kim_Weeks_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Hillary/\n",
            "LFW/lfw_align_112/Peter_Hillary/Peter_Hillary_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Hillary/Peter_Hillary_0002.jpg\n",
            "LFW/lfw_align_112/Ronald_Post/\n",
            "LFW/lfw_align_112/Ronald_Post/Ronald_Post_0001.jpg\n",
            "LFW/lfw_align_112/Max_Baucus/\n",
            "LFW/lfw_align_112/Max_Baucus/Max_Baucus_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Bettany/\n",
            "LFW/lfw_align_112/Paul_Bettany/Paul_Bettany_0001.jpg\n",
            "LFW/lfw_align_112/Greg_Rusedski/\n",
            "LFW/lfw_align_112/Greg_Rusedski/Greg_Rusedski_0003.jpg\n",
            "LFW/lfw_align_112/Greg_Rusedski/Greg_Rusedski_0004.jpg\n",
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            "LFW/lfw_align_112/Greg_Rusedski/Greg_Rusedski_0002.jpg\n",
            "LFW/lfw_align_112/Joao_Rocha/\n",
            "LFW/lfw_align_112/Joao_Rocha/Joao_Rocha_0001.jpg\n",
            "LFW/lfw_align_112/Gilberto_Rodriguez_Orejuela/\n",
            "LFW/lfw_align_112/Gilberto_Rodriguez_Orejuela/Gilberto_Rodriguez_Orejuela_0004.jpg\n",
            "LFW/lfw_align_112/Gilberto_Rodriguez_Orejuela/Gilberto_Rodriguez_Orejuela_0003.jpg\n",
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            "LFW/lfw_align_112/Vassilis_Xiros/\n",
            "LFW/lfw_align_112/Vassilis_Xiros/Vassilis_Xiros_0001.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0016.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0012.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0005.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0003.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0022.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0010.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0021.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0011.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0018.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0013.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0014.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0007.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0006.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0020.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0004.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0008.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0019.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0009.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0015.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0017.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0001.jpg\n",
            "LFW/lfw_align_112/Lindsay_Davenport/Lindsay_Davenport_0002.jpg\n",
            "LFW/lfw_align_112/Peter_Shaw/\n",
            "LFW/lfw_align_112/Peter_Shaw/Peter_Shaw_0001.jpg\n",
            "LFW/lfw_align_112/Arnie_Boehm/\n",
            "LFW/lfw_align_112/Arnie_Boehm/Arnie_Boehm_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Elliott/\n",
            "LFW/lfw_align_112/Bill_Elliott/Bill_Elliott_0001.jpg\n",
            "LFW/lfw_align_112/Prince_Claus/\n",
            "LFW/lfw_align_112/Prince_Claus/Prince_Claus_0004.jpg\n",
            "LFW/lfw_align_112/Prince_Claus/Prince_Claus_0002.jpg\n",
            "LFW/lfw_align_112/Prince_Claus/Prince_Claus_0001.jpg\n",
            "LFW/lfw_align_112/Prince_Claus/Prince_Claus_0003.jpg\n",
            "LFW/lfw_align_112/Anthony_Garotinho/\n",
            "LFW/lfw_align_112/Anthony_Garotinho/Anthony_Garotinho_0001.jpg\n",
            "LFW/lfw_align_112/Marian_Dolan/\n",
            "LFW/lfw_align_112/Marian_Dolan/Marian_Dolan_0001.jpg\n",
            "LFW/lfw_align_112/John_Howard/\n",
            "LFW/lfw_align_112/John_Howard/John_Howard_0006.jpg\n",
            "LFW/lfw_align_112/John_Howard/John_Howard_0017.jpg\n",
            "LFW/lfw_align_112/John_Howard/John_Howard_0001.jpg\n",
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            "LFW/lfw_align_112/John_Howard/John_Howard_0015.jpg\n",
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            "LFW/lfw_align_112/John_Howard/John_Howard_0018.jpg\n",
            "LFW/lfw_align_112/John_Howard/John_Howard_0019.jpg\n",
            "LFW/lfw_align_112/John_Howard/John_Howard_0005.jpg\n",
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            "LFW/lfw_align_112/John_Howard/John_Howard_0016.jpg\n",
            "LFW/lfw_align_112/Jose_Carlo_Fernandez/\n",
            "LFW/lfw_align_112/Jose_Carlo_Fernandez/Jose_Carlo_Fernandez_0001.jpg\n",
            "LFW/lfw_align_112/Marc_Leger/\n",
            "LFW/lfw_align_112/Marc_Leger/Marc_Leger_0001.jpg\n",
            "LFW/lfw_align_112/Lesia_Burlak/\n",
            "LFW/lfw_align_112/Lesia_Burlak/Lesia_Burlak_0001.jpg\n",
            "LFW/lfw_align_112/Ben_Braun/\n",
            "LFW/lfw_align_112/Ben_Braun/Ben_Braun_0001.jpg\n",
            "LFW/lfw_align_112/Nicoletta_Braschi/\n",
            "LFW/lfw_align_112/Nicoletta_Braschi/Nicoletta_Braschi_0001.jpg\n",
            "LFW/lfw_align_112/Nicolas_Kiefer/\n",
            "LFW/lfw_align_112/Nicolas_Kiefer/Nicolas_Kiefer_0001.jpg\n",
            "LFW/lfw_align_112/Lachlan_Murdoch/\n",
            "LFW/lfw_align_112/Lachlan_Murdoch/Lachlan_Murdoch_0001.jpg\n",
            "LFW/lfw_align_112/Lazaro_Castro/\n",
            "LFW/lfw_align_112/Lazaro_Castro/Lazaro_Castro_0001.jpg\n",
            "LFW/lfw_align_112/Gus_Frerotte/\n",
            "LFW/lfw_align_112/Gus_Frerotte/Gus_Frerotte_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Juncker/\n",
            "LFW/lfw_align_112/Jean-Claude_Juncker/Jean-Claude_Juncker_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Juncker/Jean-Claude_Juncker_0002.jpg\n",
            "LFW/lfw_align_112/John_Engler/\n",
            "LFW/lfw_align_112/John_Engler/John_Engler_0001.jpg\n",
            "LFW/lfw_align_112/Jesse_James_Leija/\n",
            "LFW/lfw_align_112/Jesse_James_Leija/Jesse_James_Leija_0001.jpg\n",
            "LFW/lfw_align_112/Jesse_James_Leija/Jesse_James_Leija_0002.jpg\n",
            "LFW/lfw_align_112/Ignacio_Antonio_Velasco/\n",
            "LFW/lfw_align_112/Ignacio_Antonio_Velasco/Ignacio_Antonio_Velasco_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Kelly/\n",
            "LFW/lfw_align_112/Tom_Kelly/Tom_Kelly_0001.jpg\n",
            "LFW/lfw_align_112/Kara_Lynn_Joyce/\n",
            "LFW/lfw_align_112/Kara_Lynn_Joyce/Kara_Lynn_Joyce_0001.jpg\n",
            "LFW/lfw_align_112/Rachel_Leigh_Cook/\n",
            "LFW/lfw_align_112/Rachel_Leigh_Cook/Rachel_Leigh_Cook_0001.jpg\n",
            "LFW/lfw_align_112/David_Eldon/\n",
            "LFW/lfw_align_112/David_Eldon/David_Eldon_0001.jpg\n",
            "LFW/lfw_align_112/Stacey_Yamaguchi/\n",
            "LFW/lfw_align_112/Stacey_Yamaguchi/Stacey_Yamaguchi_0001.jpg\n",
            "LFW/lfw_align_112/Se_Hyuk_Joo/\n",
            "LFW/lfw_align_112/Se_Hyuk_Joo/Se_Hyuk_Joo_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Stevens/\n",
            "LFW/lfw_align_112/Gary_Stevens/Gary_Stevens_0001.jpg\n",
            "LFW/lfw_align_112/Kwon_Young-gil/\n",
            "LFW/lfw_align_112/Kwon_Young-gil/Kwon_Young-gil_0001.jpg\n",
            "LFW/lfw_align_112/Carrie-Anne_Moss/\n",
            "LFW/lfw_align_112/Carrie-Anne_Moss/Carrie-Anne_Moss_0002.jpg\n",
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            "LFW/lfw_align_112/Tim_Pawlenty/\n",
            "LFW/lfw_align_112/Tim_Pawlenty/Tim_Pawlenty_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Winterbottom/\n",
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            "LFW/lfw_align_112/Michael_Winterbottom/Michael_Winterbottom_0002.jpg\n",
            "LFW/lfw_align_112/Roberto_Guaterroma/\n",
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            "LFW/lfw_align_112/Larry_Eustachy/\n",
            "LFW/lfw_align_112/Larry_Eustachy/Larry_Eustachy_0001.jpg\n",
            "LFW/lfw_align_112/Maha_Habib/\n",
            "LFW/lfw_align_112/Maha_Habib/Maha_Habib_0001.jpg\n",
            "LFW/lfw_align_112/Steven_Craig/\n",
            "LFW/lfw_align_112/Steven_Craig/Steven_Craig_0001.jpg\n",
            "LFW/lfw_align_112/Ed_Case/\n",
            "LFW/lfw_align_112/Ed_Case/Ed_Case_0001.jpg\n",
            "LFW/lfw_align_112/Wang_Fei/\n",
            "LFW/lfw_align_112/Wang_Fei/Wang_Fei_0001.jpg\n",
            "LFW/lfw_align_112/Juan_Carlos_Morales/\n",
            "LFW/lfw_align_112/Juan_Carlos_Morales/Juan_Carlos_Morales_0001.jpg\n",
            "LFW/lfw_align_112/Allyson_Felix/\n",
            "LFW/lfw_align_112/Allyson_Felix/Allyson_Felix_0004.jpg\n",
            "LFW/lfw_align_112/Allyson_Felix/Allyson_Felix_0002.jpg\n",
            "LFW/lfw_align_112/Allyson_Felix/Allyson_Felix_0001.jpg\n",
            "LFW/lfw_align_112/Allyson_Felix/Allyson_Felix_0005.jpg\n",
            "LFW/lfw_align_112/Allyson_Felix/Allyson_Felix_0003.jpg\n",
            "LFW/lfw_align_112/Eva_Dimas/\n",
            "LFW/lfw_align_112/Eva_Dimas/Eva_Dimas_0002.jpg\n",
            "LFW/lfw_align_112/Eva_Dimas/Eva_Dimas_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Cutler/\n",
            "LFW/lfw_align_112/Steve_Cutler/Steve_Cutler_0001.jpg\n",
            "LFW/lfw_align_112/Luis_Figo/\n",
            "LFW/lfw_align_112/Luis_Figo/Luis_Figo_0003.jpg\n",
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            "LFW/lfw_align_112/Luis_Figo/Luis_Figo_0004.jpg\n",
            "LFW/lfw_align_112/Luis_Figo/Luis_Figo_0002.jpg\n",
            "LFW/lfw_align_112/Ed_Sullivan/\n",
            "LFW/lfw_align_112/Ed_Sullivan/Ed_Sullivan_0001.jpg\n",
            "LFW/lfw_align_112/Kurt_Warner/\n",
            "LFW/lfw_align_112/Kurt_Warner/Kurt_Warner_0005.jpg\n",
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            "LFW/lfw_align_112/Kurt_Warner/Kurt_Warner_0001.jpg\n",
            "LFW/lfw_align_112/Dan_Monson/\n",
            "LFW/lfw_align_112/Dan_Monson/Dan_Monson_0001.jpg\n",
            "LFW/lfw_align_112/Cecilia_Cheung/\n",
            "LFW/lfw_align_112/Cecilia_Cheung/Cecilia_Cheung_0001.jpg\n",
            "LFW/lfw_align_112/Jake_Brace/\n",
            "LFW/lfw_align_112/Jake_Brace/Jake_Brace_0001.jpg\n",
            "LFW/lfw_align_112/Alejandro_Avila/\n",
            "LFW/lfw_align_112/Alejandro_Avila/Alejandro_Avila_0001.jpg\n",
            "LFW/lfw_align_112/Alejandro_Avila/Alejandro_Avila_0003.jpg\n",
            "LFW/lfw_align_112/Alejandro_Avila/Alejandro_Avila_0002.jpg\n",
            "LFW/lfw_align_112/Brandon_Lloyd/\n",
            "LFW/lfw_align_112/Brandon_Lloyd/Brandon_Lloyd_0001.jpg\n",
            "LFW/lfw_align_112/Gerrit_Zalm/\n",
            "LFW/lfw_align_112/Gerrit_Zalm/Gerrit_Zalm_0001.jpg\n",
            "LFW/lfw_align_112/Sue_Guevara/\n",
            "LFW/lfw_align_112/Sue_Guevara/Sue_Guevara_0001.jpg\n",
            "LFW/lfw_align_112/Linda_Amicangioli/\n",
            "LFW/lfw_align_112/Linda_Amicangioli/Linda_Amicangioli_0001.jpg\n",
            "LFW/lfw_align_112/Alan_Tang_Kwong-wing/\n",
            "LFW/lfw_align_112/Alan_Tang_Kwong-wing/Alan_Tang_Kwong-wing_0001.jpg\n",
            "LFW/lfw_align_112/Adriana_Lima/\n",
            "LFW/lfw_align_112/Adriana_Lima/Adriana_Lima_0001.jpg\n",
            "LFW/lfw_align_112/Marsah_Ambrosius/\n",
            "LFW/lfw_align_112/Marsah_Ambrosius/Marsah_Ambrosius_0001.jpg\n",
            "LFW/lfw_align_112/Gordon_Cooper/\n",
            "LFW/lfw_align_112/Gordon_Cooper/Gordon_Cooper_0001.jpg\n",
            "LFW/lfw_align_112/Rob_Ramsay/\n",
            "LFW/lfw_align_112/Rob_Ramsay/Rob_Ramsay_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Norton-Taylor/\n",
            "LFW/lfw_align_112/Richard_Norton-Taylor/Richard_Norton-Taylor_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Norton-Taylor/Richard_Norton-Taylor_0001.jpg\n",
            "LFW/lfw_align_112/Sergei_Yastrzhembsky/\n",
            "LFW/lfw_align_112/Sergei_Yastrzhembsky/Sergei_Yastrzhembsky_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Reiser/\n",
            "LFW/lfw_align_112/Paul_Reiser/Paul_Reiser_0001.jpg\n",
            "LFW/lfw_align_112/Curtis_Rodriguez/\n",
            "LFW/lfw_align_112/Curtis_Rodriguez/Curtis_Rodriguez_0001.jpg\n",
            "LFW/lfw_align_112/Jessica_Lynch/\n",
            "LFW/lfw_align_112/Jessica_Lynch/Jessica_Lynch_0001.jpg\n",
            "LFW/lfw_align_112/Jessica_Lynch/Jessica_Lynch_0002.jpg\n",
            "LFW/lfw_align_112/Park_Jung_Sung/\n",
            "LFW/lfw_align_112/Park_Jung_Sung/Park_Jung_Sung_0001.jpg\n",
            "LFW/lfw_align_112/John_Lisowski/\n",
            "LFW/lfw_align_112/John_Lisowski/John_Lisowski_0001.jpg\n",
            "LFW/lfw_align_112/Katie_Holmes/\n",
            "LFW/lfw_align_112/Katie_Holmes/Katie_Holmes_0001.jpg\n",
            "LFW/lfw_align_112/James_Roberts/\n",
            "LFW/lfw_align_112/James_Roberts/James_Roberts_0001.jpg\n",
            "LFW/lfw_align_112/Alberto_Fujimori/\n",
            "LFW/lfw_align_112/Alberto_Fujimori/Alberto_Fujimori_0001.jpg\n",
            "LFW/lfw_align_112/Alberto_Fujimori/Alberto_Fujimori_0002.jpg\n",
            "LFW/lfw_align_112/Thomas_Wyman/\n",
            "LFW/lfw_align_112/Thomas_Wyman/Thomas_Wyman_0001.jpg\n",
            "LFW/lfw_align_112/Thomas_Wyman/Thomas_Wyman_0002.jpg\n",
            "LFW/lfw_align_112/Alberto_Acosta/\n",
            "LFW/lfw_align_112/Alberto_Acosta/Alberto_Acosta_0001.jpg\n",
            "LFW/lfw_align_112/Alexandra_Pelosi/\n",
            "LFW/lfw_align_112/Alexandra_Pelosi/Alexandra_Pelosi_0001.jpg\n",
            "LFW/lfw_align_112/Sandra_Day_OConner/\n",
            "LFW/lfw_align_112/Sandra_Day_OConner/Sandra_Day_OConner_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Craddick/\n",
            "LFW/lfw_align_112/Tom_Craddick/Tom_Craddick_0004.jpg\n",
            "LFW/lfw_align_112/Tom_Craddick/Tom_Craddick_0003.jpg\n",
            "LFW/lfw_align_112/Tom_Craddick/Tom_Craddick_0002.jpg\n",
            "LFW/lfw_align_112/Tom_Craddick/Tom_Craddick_0001.jpg\n",
            "LFW/lfw_align_112/James_Robertson_Jr/\n",
            "LFW/lfw_align_112/James_Robertson_Jr/James_Robertson_Jr_0001.jpg\n",
            "LFW/lfw_align_112/Eddie_Fenech_Adami/\n",
            "LFW/lfw_align_112/Eddie_Fenech_Adami/Eddie_Fenech_Adami_0001.jpg\n",
            "LFW/lfw_align_112/Brigitte_Boisselier/\n",
            "LFW/lfw_align_112/Brigitte_Boisselier/Brigitte_Boisselier_0002.jpg\n",
            "LFW/lfw_align_112/Brigitte_Boisselier/Brigitte_Boisselier_0001.jpg\n",
            "LFW/lfw_align_112/Carolina_Barco/\n",
            "LFW/lfw_align_112/Carolina_Barco/Carolina_Barco_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Khamenei/\n",
            "LFW/lfw_align_112/Ali_Khamenei/Ali_Khamenei_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Khamenei/Ali_Khamenei_0003.jpg\n",
            "LFW/lfw_align_112/Ali_Khamenei/Ali_Khamenei_0002.jpg\n",
            "LFW/lfw_align_112/Andy_Hebb/\n",
            "LFW/lfw_align_112/Andy_Hebb/Andy_Hebb_0001.jpg\n",
            "LFW/lfw_align_112/Andy_Hebb/Andy_Hebb_0002.jpg\n",
            "LFW/lfw_align_112/Jerry_Sexton/\n",
            "LFW/lfw_align_112/Jerry_Sexton/Jerry_Sexton_0001.jpg\n",
            "LFW/lfw_align_112/Sachin_Tendulkar/\n",
            "LFW/lfw_align_112/Sachin_Tendulkar/Sachin_Tendulkar_0001.jpg\n",
            "LFW/lfw_align_112/Claude_Jorda/\n",
            "LFW/lfw_align_112/Claude_Jorda/Claude_Jorda_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Kocharian/\n",
            "LFW/lfw_align_112/Robert_Kocharian/Robert_Kocharian_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Kocharian/Robert_Kocharian_0003.jpg\n",
            "LFW/lfw_align_112/Robert_Kocharian/Robert_Kocharian_0002.jpg\n",
            "LFW/lfw_align_112/Robert_Kocharian/Robert_Kocharian_0004.jpg\n",
            "LFW/lfw_align_112/Robert_Kocharian/Robert_Kocharian_0005.jpg\n",
            "LFW/lfw_align_112/Donatella_Versace/\n",
            "LFW/lfw_align_112/Donatella_Versace/Donatella_Versace_0002.jpg\n",
            "LFW/lfw_align_112/Donatella_Versace/Donatella_Versace_0003.jpg\n",
            "LFW/lfw_align_112/Donatella_Versace/Donatella_Versace_0001.jpg\n",
            "LFW/lfw_align_112/Giulio_Andreotti/\n",
            "LFW/lfw_align_112/Giulio_Andreotti/Giulio_Andreotti_0001.jpg\n",
            "LFW/lfw_align_112/Nestor_Santillan/\n",
            "LFW/lfw_align_112/Nestor_Santillan/Nestor_Santillan_0001.jpg\n",
            "LFW/lfw_align_112/Ashraf_Alasmar/\n",
            "LFW/lfw_align_112/Ashraf_Alasmar/Ashraf_Alasmar_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0003.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0005.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0002.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0011.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0013.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0009.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0010.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0006.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0012.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0008.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0004.jpg\n",
            "LFW/lfw_align_112/Charles_Moose/Charles_Moose_0007.jpg\n",
            "LFW/lfw_align_112/Ray_Young/\n",
            "LFW/lfw_align_112/Ray_Young/Ray_Young_0001.jpg\n",
            "LFW/lfw_align_112/Wilma_McNabb/\n",
            "LFW/lfw_align_112/Wilma_McNabb/Wilma_McNabb_0001.jpg\n",
            "LFW/lfw_align_112/Camilla_Parker_Bowles/\n",
            "LFW/lfw_align_112/Camilla_Parker_Bowles/Camilla_Parker_Bowles_0001.jpg\n",
            "LFW/lfw_align_112/Camilla_Parker_Bowles/Camilla_Parker_Bowles_0002.jpg\n",
            "LFW/lfw_align_112/Roger_Mahony/\n",
            "LFW/lfw_align_112/Roger_Mahony/Roger_Mahony_0001.jpg\n",
            "LFW/lfw_align_112/Joaquim_Levy/\n",
            "LFW/lfw_align_112/Joaquim_Levy/Joaquim_Levy_0001.jpg\n",
            "LFW/lfw_align_112/Rob_Morrow/\n",
            "LFW/lfw_align_112/Rob_Morrow/Rob_Morrow_0001.jpg\n",
            "LFW/lfw_align_112/Alex_King/\n",
            "LFW/lfw_align_112/Alex_King/Alex_King_0001.jpg\n",
            "LFW/lfw_align_112/John_Herrington/\n",
            "LFW/lfw_align_112/John_Herrington/John_Herrington_0001.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0006.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0005.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0010.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0004.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0001.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0003.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0007.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0009.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0002.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0008.jpg\n",
            "LFW/lfw_align_112/Ann_Veneman/Ann_Veneman_0011.jpg\n",
            "LFW/lfw_align_112/Mira_Sorvino/\n",
            "LFW/lfw_align_112/Mira_Sorvino/Mira_Sorvino_0001.jpg\n",
            "LFW/lfw_align_112/Kurt_Budke/\n",
            "LFW/lfw_align_112/Kurt_Budke/Kurt_Budke_0001.jpg\n",
            "LFW/lfw_align_112/Sally_Kirkland/\n",
            "LFW/lfw_align_112/Sally_Kirkland/Sally_Kirkland_0001.jpg\n",
            "LFW/lfw_align_112/Sally_Kirkland/Sally_Kirkland_0003.jpg\n",
            "LFW/lfw_align_112/Sally_Kirkland/Sally_Kirkland_0004.jpg\n",
            "LFW/lfw_align_112/Sally_Kirkland/Sally_Kirkland_0002.jpg\n",
            "LFW/lfw_align_112/Meirion_Evans/\n",
            "LFW/lfw_align_112/Meirion_Evans/Meirion_Evans_0001.jpg\n",
            "LFW/lfw_align_112/Sandra_Banning/\n",
            "LFW/lfw_align_112/Sandra_Banning/Sandra_Banning_0001.jpg\n",
            "LFW/lfw_align_112/Philippe_Gagnon/\n",
            "LFW/lfw_align_112/Philippe_Gagnon/Philippe_Gagnon_0001.jpg\n",
            "LFW/lfw_align_112/Ilan_Ramon/\n",
            "LFW/lfw_align_112/Ilan_Ramon/Ilan_Ramon_0001.jpg\n",
            "LFW/lfw_align_112/Ilan_Ramon/Ilan_Ramon_0002.jpg\n",
            "LFW/lfw_align_112/Ilan_Ramon/Ilan_Ramon_0003.jpg\n",
            "LFW/lfw_align_112/Darryl_Stingley/\n",
            "LFW/lfw_align_112/Darryl_Stingley/Darryl_Stingley_0001.jpg\n",
            "LFW/lfw_align_112/Newt_Gingrich/\n",
            "LFW/lfw_align_112/Newt_Gingrich/Newt_Gingrich_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Daley/\n",
            "LFW/lfw_align_112/Richard_Daley/Richard_Daley_0001.jpg\n",
            "LFW/lfw_align_112/Robin_Tunney/\n",
            "LFW/lfw_align_112/Robin_Tunney/Robin_Tunney_0001.jpg\n",
            "LFW/lfw_align_112/Robbie_Coltrane/\n",
            "LFW/lfw_align_112/Robbie_Coltrane/Robbie_Coltrane_0001.jpg\n",
            "LFW/lfw_align_112/Sohail_Abbas/\n",
            "LFW/lfw_align_112/Sohail_Abbas/Sohail_Abbas_0001.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0007.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0003.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0002.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0006.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0004.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0001.jpg\n",
            "LFW/lfw_align_112/Vojislav_Kostunica/Vojislav_Kostunica_0005.jpg\n",
            "LFW/lfw_align_112/Kevin_Crane/\n",
            "LFW/lfw_align_112/Kevin_Crane/Kevin_Crane_0001.jpg\n",
            "LFW/lfw_align_112/Conrad_Black/\n",
            "LFW/lfw_align_112/Conrad_Black/Conrad_Black_0001.jpg\n",
            "LFW/lfw_align_112/Michael_DeMinico/\n",
            "LFW/lfw_align_112/Michael_DeMinico/Michael_DeMinico_0001.jpg\n",
            "LFW/lfw_align_112/Kathy_Baker/\n",
            "LFW/lfw_align_112/Kathy_Baker/Kathy_Baker_0001.jpg\n",
            "LFW/lfw_align_112/Julian_Fantino/\n",
            "LFW/lfw_align_112/Julian_Fantino/Julian_Fantino_0001.jpg\n",
            "LFW/lfw_align_112/Kathleen_Kennedy_Townsend/\n",
            "LFW/lfw_align_112/Kathleen_Kennedy_Townsend/Kathleen_Kennedy_Townsend_0001.jpg\n",
            "LFW/lfw_align_112/Kathleen_Kennedy_Townsend/Kathleen_Kennedy_Townsend_0002.jpg\n",
            "LFW/lfw_align_112/Kathleen_Kennedy_Townsend/Kathleen_Kennedy_Townsend_0004.jpg\n",
            "LFW/lfw_align_112/Kathleen_Kennedy_Townsend/Kathleen_Kennedy_Townsend_0003.jpg\n",
            "LFW/lfw_align_112/Teresa_Williams/\n",
            "LFW/lfw_align_112/Teresa_Williams/Teresa_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Roger_King/\n",
            "LFW/lfw_align_112/Roger_King/Roger_King_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0003.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0007.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0006.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0008.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0004.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0005.jpg\n",
            "LFW/lfw_align_112/Ali_Naimi/Ali_Naimi_0002.jpg\n",
            "LFW/lfw_align_112/Hrithik_Roshan/\n",
            "LFW/lfw_align_112/Hrithik_Roshan/Hrithik_Roshan_0001.jpg\n",
            "LFW/lfw_align_112/Kenneth_Brill/\n",
            "LFW/lfw_align_112/Kenneth_Brill/Kenneth_Brill_0001.jpg\n",
            "LFW/lfw_align_112/Dorothy_Wilson/\n",
            "LFW/lfw_align_112/Dorothy_Wilson/Dorothy_Wilson_0001.jpg\n",
            "LFW/lfw_align_112/Vince_Gill/\n",
            "LFW/lfw_align_112/Vince_Gill/Vince_Gill_0002.jpg\n",
            "LFW/lfw_align_112/Vince_Gill/Vince_Gill_0001.jpg\n",
            "LFW/lfw_align_112/Pierre_Png/\n",
            "LFW/lfw_align_112/Pierre_Png/Pierre_Png_0001.jpg\n",
            "LFW/lfw_align_112/Francois_Ozon/\n",
            "LFW/lfw_align_112/Francois_Ozon/Francois_Ozon_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Paul_Evans/\n",
            "LFW/lfw_align_112/Richard_Paul_Evans/Richard_Paul_Evans_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Schnackenberg/\n",
            "LFW/lfw_align_112/Tom_Schnackenberg/Tom_Schnackenberg_0001.jpg\n",
            "LFW/lfw_align_112/Jules_Asner/\n",
            "LFW/lfw_align_112/Jules_Asner/Jules_Asner_0001.jpg\n",
            "LFW/lfw_align_112/Dennis_Miller/\n",
            "LFW/lfw_align_112/Dennis_Miller/Dennis_Miller_0001.jpg\n",
            "LFW/lfw_align_112/George_Karl/\n",
            "LFW/lfw_align_112/George_Karl/George_Karl_0001.jpg\n",
            "LFW/lfw_align_112/George_Karl/George_Karl_0002.jpg\n",
            "LFW/lfw_align_112/Terrell_Suggs/\n",
            "LFW/lfw_align_112/Terrell_Suggs/Terrell_Suggs_0001.jpg\n",
            "LFW/lfw_align_112/Terrell_Suggs/Terrell_Suggs_0002.jpg\n",
            "LFW/lfw_align_112/Monica_Lewinsky/\n",
            "LFW/lfw_align_112/Monica_Lewinsky/Monica_Lewinsky_0002.jpg\n",
            "LFW/lfw_align_112/Monica_Lewinsky/Monica_Lewinsky_0001.jpg\n",
            "LFW/lfw_align_112/Monica_Lewinsky/Monica_Lewinsky_0003.jpg\n",
            "LFW/lfw_align_112/John_Henry/\n",
            "LFW/lfw_align_112/John_Henry/John_Henry_0001.jpg\n",
            "LFW/lfw_align_112/Jaime_Orti/\n",
            "LFW/lfw_align_112/Jaime_Orti/Jaime_Orti_0001.jpg\n",
            "LFW/lfw_align_112/Leigh_Winchell/\n",
            "LFW/lfw_align_112/Leigh_Winchell/Leigh_Winchell_0001.jpg\n",
            "LFW/lfw_align_112/Ellen_Barkin/\n",
            "LFW/lfw_align_112/Ellen_Barkin/Ellen_Barkin_0001.jpg\n",
            "LFW/lfw_align_112/Norodom_Chakrapong/\n",
            "LFW/lfw_align_112/Norodom_Chakrapong/Norodom_Chakrapong_0001.jpg\n",
            "LFW/lfw_align_112/Andrew_Wetzler/\n",
            "LFW/lfw_align_112/Andrew_Wetzler/Andrew_Wetzler_0001.jpg\n",
            "LFW/lfw_align_112/Gina_Torres/\n",
            "LFW/lfw_align_112/Gina_Torres/Gina_Torres_0001.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0026.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0010.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0005.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0002.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0024.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0027.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0032.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0028.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0023.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0025.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0015.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0007.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0004.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0022.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0003.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0017.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0009.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0019.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0011.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0031.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0035.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0021.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0020.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0033.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0001.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0016.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0012.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0014.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0030.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0013.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0018.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0006.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0008.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0034.jpg\n",
            "LFW/lfw_align_112/Alvaro_Uribe/Alvaro_Uribe_0029.jpg\n",
            "LFW/lfw_align_112/Marie_Haghal/\n",
            "LFW/lfw_align_112/Marie_Haghal/Marie_Haghal_0001.jpg\n",
            "LFW/lfw_align_112/Jakob_Kellenberger/\n",
            "LFW/lfw_align_112/Jakob_Kellenberger/Jakob_Kellenberger_0001.jpg\n",
            "LFW/lfw_align_112/Sean_Patrick_Thomas/\n",
            "LFW/lfw_align_112/Sean_Patrick_Thomas/Sean_Patrick_Thomas_0001.jpg\n",
            "LFW/lfw_align_112/Dule_Hill/\n",
            "LFW/lfw_align_112/Dule_Hill/Dule_Hill_0001.jpg\n",
            "LFW/lfw_align_112/Theresa_May/\n",
            "LFW/lfw_align_112/Theresa_May/Theresa_May_0003.jpg\n",
            "LFW/lfw_align_112/Theresa_May/Theresa_May_0002.jpg\n",
            "LFW/lfw_align_112/Theresa_May/Theresa_May_0001.jpg\n",
            "LFW/lfw_align_112/Mercedes_Amor/\n",
            "LFW/lfw_align_112/Mercedes_Amor/Mercedes_Amor_0001.jpg\n",
            "LFW/lfw_align_112/Eric_Bana/\n",
            "LFW/lfw_align_112/Eric_Bana/Eric_Bana_0001.jpg\n",
            "LFW/lfw_align_112/Martin_McCauley/\n",
            "LFW/lfw_align_112/Martin_McCauley/Martin_McCauley_0001.jpg\n",
            "LFW/lfw_align_112/Martin_McCauley/Martin_McCauley_0002.jpg\n",
            "LFW/lfw_align_112/Dino_Risi/\n",
            "LFW/lfw_align_112/Dino_Risi/Dino_Risi_0001.jpg\n",
            "LFW/lfw_align_112/Greg_Ostertag/\n",
            "LFW/lfw_align_112/Greg_Ostertag/Greg_Ostertag_0002.jpg\n",
            "LFW/lfw_align_112/Greg_Ostertag/Greg_Ostertag_0001.jpg\n",
            "LFW/lfw_align_112/Dirk_Kempthorne/\n",
            "LFW/lfw_align_112/Dirk_Kempthorne/Dirk_Kempthorne_0001.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0001.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0006.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0003.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0005.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0002.jpg\n",
            "LFW/lfw_align_112/Valery_Giscard_dEstaing/Valery_Giscard_dEstaing_0004.jpg\n",
            "LFW/lfw_align_112/John_F_Kennedy_Jr/\n",
            "LFW/lfw_align_112/John_F_Kennedy_Jr/John_F_Kennedy_Jr_0001.jpg\n",
            "LFW/lfw_align_112/John_F_Kennedy_Jr/John_F_Kennedy_Jr_0002.jpg\n",
            "LFW/lfw_align_112/Jan_De_Bont/\n",
            "LFW/lfw_align_112/Jan_De_Bont/Jan_De_Bont_0001.jpg\n",
            "LFW/lfw_align_112/Danielle_Spencer/\n",
            "LFW/lfw_align_112/Danielle_Spencer/Danielle_Spencer_0001.jpg\n",
            "LFW/lfw_align_112/Milt_Heflin/\n",
            "LFW/lfw_align_112/Milt_Heflin/Milt_Heflin_0001.jpg\n",
            "LFW/lfw_align_112/Travis_Rudolph/\n",
            "LFW/lfw_align_112/Travis_Rudolph/Travis_Rudolph_0001.jpg\n",
            "LFW/lfw_align_112/Sonia_Gandhi/\n",
            "LFW/lfw_align_112/Sonia_Gandhi/Sonia_Gandhi_0004.jpg\n",
            "LFW/lfw_align_112/Sonia_Gandhi/Sonia_Gandhi_0003.jpg\n",
            "LFW/lfw_align_112/Sonia_Gandhi/Sonia_Gandhi_0001.jpg\n",
            "LFW/lfw_align_112/Sonia_Gandhi/Sonia_Gandhi_0002.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Braquet/\n",
            "LFW/lfw_align_112/Jean-Claude_Braquet/Jean-Claude_Braquet_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Braquet/Jean-Claude_Braquet_0002.jpg\n",
            "LFW/lfw_align_112/Mary_Steenburgen/\n",
            "LFW/lfw_align_112/Mary_Steenburgen/Mary_Steenburgen_0003.jpg\n",
            "LFW/lfw_align_112/Mary_Steenburgen/Mary_Steenburgen_0001.jpg\n",
            "LFW/lfw_align_112/Mary_Steenburgen/Mary_Steenburgen_0002.jpg\n",
            "LFW/lfw_align_112/Marc_Racicot/\n",
            "LFW/lfw_align_112/Marc_Racicot/Marc_Racicot_0001.jpg\n",
            "LFW/lfw_align_112/Charla_Moye/\n",
            "LFW/lfw_align_112/Charla_Moye/Charla_Moye_0001.jpg\n",
            "LFW/lfw_align_112/Avril_Lavigne/\n",
            "LFW/lfw_align_112/Avril_Lavigne/Avril_Lavigne_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Jong-Il/\n",
            "LFW/lfw_align_112/Kim_Jong-Il/Kim_Jong-Il_0003.jpg\n",
            "LFW/lfw_align_112/Kim_Jong-Il/Kim_Jong-Il_0002.jpg\n",
            "LFW/lfw_align_112/Kim_Jong-Il/Kim_Jong-Il_0004.jpg\n",
            "LFW/lfw_align_112/Kim_Jong-Il/Kim_Jong-Il_0001.jpg\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/Maria_Soledad_Alvear_Valenzuela_0002.jpg\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/Maria_Soledad_Alvear_Valenzuela_0003.jpg\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/Maria_Soledad_Alvear_Valenzuela_0004.jpg\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/Maria_Soledad_Alvear_Valenzuela_0005.jpg\n",
            "LFW/lfw_align_112/Maria_Soledad_Alvear_Valenzuela/Maria_Soledad_Alvear_Valenzuela_0001.jpg\n",
            "LFW/lfw_align_112/Lina_Krasnoroutskaya/\n",
            "LFW/lfw_align_112/Lina_Krasnoroutskaya/Lina_Krasnoroutskaya_0001.jpg\n",
            "LFW/lfw_align_112/Lina_Krasnoroutskaya/Lina_Krasnoroutskaya_0002.jpg\n",
            "LFW/lfw_align_112/Ronnie_Musgrove/\n",
            "LFW/lfw_align_112/Ronnie_Musgrove/Ronnie_Musgrove_0001.jpg\n",
            "LFW/lfw_align_112/Lou_Ye/\n",
            "LFW/lfw_align_112/Lou_Ye/Lou_Ye_0001.jpg\n",
            "LFW/lfw_align_112/Ingrid_Betancourt/\n",
            "LFW/lfw_align_112/Ingrid_Betancourt/Ingrid_Betancourt_0001.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0002.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0006.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0005.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0003.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0004.jpg\n",
            "LFW/lfw_align_112/Gwyneth_Paltrow/Gwyneth_Paltrow_0001.jpg\n",
            "LFW/lfw_align_112/Mona_Ayoub/\n",
            "LFW/lfw_align_112/Mona_Ayoub/Mona_Ayoub_0001.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0005.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0006.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0003.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0001.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0007.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0004.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0008.jpg\n",
            "LFW/lfw_align_112/Kevin_Costner/Kevin_Costner_0002.jpg\n",
            "LFW/lfw_align_112/Rob_Moore/\n",
            "LFW/lfw_align_112/Rob_Moore/Rob_Moore_0001.jpg\n",
            "LFW/lfw_align_112/Kellie_Greene/\n",
            "LFW/lfw_align_112/Kellie_Greene/Kellie_Greene_0001.jpg\n",
            "LFW/lfw_align_112/Cindy_Margolis/\n",
            "LFW/lfw_align_112/Cindy_Margolis/Cindy_Margolis_0002.jpg\n",
            "LFW/lfw_align_112/Cindy_Margolis/Cindy_Margolis_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Levin/\n",
            "LFW/lfw_align_112/Richard_Levin/Richard_Levin_0001.jpg\n",
            "LFW/lfw_align_112/Jack_Welch/\n",
            "LFW/lfw_align_112/Jack_Welch/Jack_Welch_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Ebberharter/\n",
            "LFW/lfw_align_112/Stephen_Ebberharter/Stephen_Ebberharter_0001.jpg\n",
            "LFW/lfw_align_112/Joaquin_Sanchez/\n",
            "LFW/lfw_align_112/Joaquin_Sanchez/Joaquin_Sanchez_0001.jpg\n",
            "LFW/lfw_align_112/Yusuf_Misbac/\n",
            "LFW/lfw_align_112/Yusuf_Misbac/Yusuf_Misbac_0001.jpg\n",
            "LFW/lfw_align_112/Pa_Kou_Hang/\n",
            "LFW/lfw_align_112/Pa_Kou_Hang/Pa_Kou_Hang_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Sisk/\n",
            "LFW/lfw_align_112/Mark_Sisk/Mark_Sisk_0001.jpg\n",
            "LFW/lfw_align_112/Tina_Andrews/\n",
            "LFW/lfw_align_112/Tina_Andrews/Tina_Andrews_0001.jpg\n",
            "LFW/lfw_align_112/Vince_Vaughan/\n",
            "LFW/lfw_align_112/Vince_Vaughan/Vince_Vaughan_0001.jpg\n",
            "LFW/lfw_align_112/Timothy_Rigas/\n",
            "LFW/lfw_align_112/Timothy_Rigas/Timothy_Rigas_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Carl/\n",
            "LFW/lfw_align_112/Richard_Carl/Richard_Carl_0001.jpg\n",
            "LFW/lfw_align_112/Sheila_Fraser/\n",
            "LFW/lfw_align_112/Sheila_Fraser/Sheila_Fraser_0002.jpg\n",
            "LFW/lfw_align_112/Sheila_Fraser/Sheila_Fraser_0001.jpg\n",
            "LFW/lfw_align_112/Alberto_Gonzales/\n",
            "LFW/lfw_align_112/Alberto_Gonzales/Alberto_Gonzales_0001.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0002.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0005.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0003.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0004.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0001.jpg\n",
            "LFW/lfw_align_112/Christine_Todd_Whitman/Christine_Todd_Whitman_0006.jpg\n",
            "LFW/lfw_align_112/Tia_Mowry/\n",
            "LFW/lfw_align_112/Tia_Mowry/Tia_Mowry_0001.jpg\n",
            "LFW/lfw_align_112/Freda_Black/\n",
            "LFW/lfw_align_112/Freda_Black/Freda_Black_0001.jpg\n",
            "LFW/lfw_align_112/Emma_Nicholson/\n",
            "LFW/lfw_align_112/Emma_Nicholson/Emma_Nicholson_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Paxson/\n",
            "LFW/lfw_align_112/Jim_Paxson/Jim_Paxson_0001.jpg\n",
            "LFW/lfw_align_112/Buzz_Hargrove/\n",
            "LFW/lfw_align_112/Buzz_Hargrove/Buzz_Hargrove_0001.jpg\n",
            "LFW/lfw_align_112/Helena_Schneider/\n",
            "LFW/lfw_align_112/Helena_Schneider/Helena_Schneider_0001.jpg\n",
            "LFW/lfw_align_112/Cristina_Torrens_Valero/\n",
            "LFW/lfw_align_112/Cristina_Torrens_Valero/Cristina_Torrens_Valero_0001.jpg\n",
            "LFW/lfw_align_112/Rachel_Wadsworth/\n",
            "LFW/lfw_align_112/Rachel_Wadsworth/Rachel_Wadsworth_0001.jpg\n",
            "LFW/lfw_align_112/Sergio_Garcia/\n",
            "LFW/lfw_align_112/Sergio_Garcia/Sergio_Garcia_0002.jpg\n",
            "LFW/lfw_align_112/Sergio_Garcia/Sergio_Garcia_0001.jpg\n",
            "LFW/lfw_align_112/Kelsey_Grammer/\n",
            "LFW/lfw_align_112/Kelsey_Grammer/Kelsey_Grammer_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Pleau/\n",
            "LFW/lfw_align_112/Larry_Pleau/Larry_Pleau_0001.jpg\n",
            "LFW/lfw_align_112/Eddie_Jordan/\n",
            "LFW/lfw_align_112/Eddie_Jordan/Eddie_Jordan_0001.jpg\n",
            "LFW/lfw_align_112/Mireille_Jospin-Dandieu/\n",
            "LFW/lfw_align_112/Mireille_Jospin-Dandieu/Mireille_Jospin-Dandieu_0001.jpg\n",
            "LFW/lfw_align_112/Filippo_Inzaghi/\n",
            "LFW/lfw_align_112/Filippo_Inzaghi/Filippo_Inzaghi_0001.jpg\n",
            "LFW/lfw_align_112/Filippo_Inzaghi/Filippo_Inzaghi_0003.jpg\n",
            "LFW/lfw_align_112/Filippo_Inzaghi/Filippo_Inzaghi_0002.jpg\n",
            "LFW/lfw_align_112/Dan_LaCoutre/\n",
            "LFW/lfw_align_112/Dan_LaCoutre/Dan_LaCoutre_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Bollman/\n",
            "LFW/lfw_align_112/Jim_Bollman/Jim_Bollman_0001.jpg\n",
            "LFW/lfw_align_112/Felix_Doh/\n",
            "LFW/lfw_align_112/Felix_Doh/Felix_Doh_0001.jpg\n",
            "LFW/lfw_align_112/Juan_Fernandez/\n",
            "LFW/lfw_align_112/Juan_Fernandez/Juan_Fernandez_0001.jpg\n",
            "LFW/lfw_align_112/Boris_Jordan/\n",
            "LFW/lfw_align_112/Boris_Jordan/Boris_Jordan_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Daldry/\n",
            "LFW/lfw_align_112/Stephen_Daldry/Stephen_Daldry_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Daldry/Stephen_Daldry_0002.jpg\n",
            "LFW/lfw_align_112/Kalpana_Chawla/\n",
            "LFW/lfw_align_112/Kalpana_Chawla/Kalpana_Chawla_0002.jpg\n",
            "LFW/lfw_align_112/Kalpana_Chawla/Kalpana_Chawla_0001.jpg\n",
            "LFW/lfw_align_112/Kalpana_Chawla/Kalpana_Chawla_0004.jpg\n",
            "LFW/lfw_align_112/Kalpana_Chawla/Kalpana_Chawla_0003.jpg\n",
            "LFW/lfw_align_112/Kalpana_Chawla/Kalpana_Chawla_0005.jpg\n",
            "LFW/lfw_align_112/Dan_Bartlett/\n",
            "LFW/lfw_align_112/Dan_Bartlett/Dan_Bartlett_0001.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0006.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0016.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0031.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0024.jpg\n",
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            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0019.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0002.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0029.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0010.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0013.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0014.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0030.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0004.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0026.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0027.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0023.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0025.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0032.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0003.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0011.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0018.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0007.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0012.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0028.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0009.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0005.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0022.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0017.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0001.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0008.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0021.jpg\n",
            "LFW/lfw_align_112/Roh_Moo-hyun/Roh_Moo-hyun_0015.jpg\n",
            "LFW/lfw_align_112/Bernadette_Peters/\n",
            "LFW/lfw_align_112/Bernadette_Peters/Bernadette_Peters_0001.jpg\n",
            "LFW/lfw_align_112/Al_Gore/\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0003.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0002.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0004.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0001.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0008.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0006.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0007.jpg\n",
            "LFW/lfw_align_112/Al_Gore/Al_Gore_0005.jpg\n",
            "LFW/lfw_align_112/Mike_OConnell/\n",
            "LFW/lfw_align_112/Mike_OConnell/Mike_OConnell_0001.jpg\n",
            "LFW/lfw_align_112/Nick_Rimando/\n",
            "LFW/lfw_align_112/Nick_Rimando/Nick_Rimando_0001.jpg\n",
            "LFW/lfw_align_112/Bobo_Balde/\n",
            "LFW/lfw_align_112/Bobo_Balde/Bobo_Balde_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Cattrall/\n",
            "LFW/lfw_align_112/Kim_Cattrall/Kim_Cattrall_0001.jpg\n",
            "LFW/lfw_align_112/Estella_Warren/\n",
            "LFW/lfw_align_112/Estella_Warren/Estella_Warren_0001.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0003.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0005.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0002.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0004.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0001.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0006.jpg\n",
            "LFW/lfw_align_112/Goldie_Hawn/Goldie_Hawn_0007.jpg\n",
            "LFW/lfw_align_112/Angel_Lockward/\n",
            "LFW/lfw_align_112/Angel_Lockward/Angel_Lockward_0001.jpg\n",
            "LFW/lfw_align_112/Pedro_Malan/\n",
            "LFW/lfw_align_112/Pedro_Malan/Pedro_Malan_0001.jpg\n",
            "LFW/lfw_align_112/Pedro_Malan/Pedro_Malan_0005.jpg\n",
            "LFW/lfw_align_112/Pedro_Malan/Pedro_Malan_0003.jpg\n",
            "LFW/lfw_align_112/Pedro_Malan/Pedro_Malan_0002.jpg\n",
            "LFW/lfw_align_112/Pedro_Malan/Pedro_Malan_0004.jpg\n",
            "LFW/lfw_align_112/Oswald_Gruebel/\n",
            "LFW/lfw_align_112/Oswald_Gruebel/Oswald_Gruebel_0001.jpg\n",
            "LFW/lfw_align_112/Kristin_Davis/\n",
            "LFW/lfw_align_112/Kristin_Davis/Kristin_Davis_0003.jpg\n",
            "LFW/lfw_align_112/Kristin_Davis/Kristin_Davis_0001.jpg\n",
            "LFW/lfw_align_112/Kristin_Davis/Kristin_Davis_0002.jpg\n",
            "LFW/lfw_align_112/Jerome_Golmard/\n",
            "LFW/lfw_align_112/Jerome_Golmard/Jerome_Golmard_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Falwell/\n",
            "LFW/lfw_align_112/Jerry_Falwell/Jerry_Falwell_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Falwell/Jerry_Falwell_0002.jpg\n",
            "LFW/lfw_align_112/Marcelo_Rios/\n",
            "LFW/lfw_align_112/Marcelo_Rios/Marcelo_Rios_0005.jpg\n",
            "LFW/lfw_align_112/Marcelo_Rios/Marcelo_Rios_0003.jpg\n",
            "LFW/lfw_align_112/Marcelo_Rios/Marcelo_Rios_0002.jpg\n",
            "LFW/lfw_align_112/Marcelo_Rios/Marcelo_Rios_0001.jpg\n",
            "LFW/lfw_align_112/Marcelo_Rios/Marcelo_Rios_0004.jpg\n",
            "LFW/lfw_align_112/Randy_Johnson/\n",
            "LFW/lfw_align_112/Randy_Johnson/Randy_Johnson_0001.jpg\n",
            "LFW/lfw_align_112/Assad_Ahmadi/\n",
            "LFW/lfw_align_112/Assad_Ahmadi/Assad_Ahmadi_0001.jpg\n",
            "LFW/lfw_align_112/Yale_Kamisar/\n",
            "LFW/lfw_align_112/Yale_Kamisar/Yale_Kamisar_0001.jpg\n",
            "LFW/lfw_align_112/Claire_Danes/\n",
            "LFW/lfw_align_112/Claire_Danes/Claire_Danes_0002.jpg\n",
            "LFW/lfw_align_112/Claire_Danes/Claire_Danes_0003.jpg\n",
            "LFW/lfw_align_112/Claire_Danes/Claire_Danes_0001.jpg\n",
            "LFW/lfw_align_112/Aiysha_Smith/\n",
            "LFW/lfw_align_112/Aiysha_Smith/Aiysha_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Idi_Amin/\n",
            "LFW/lfw_align_112/Idi_Amin/Idi_Amin_0001.jpg\n",
            "LFW/lfw_align_112/Robby_Ginepri/\n",
            "LFW/lfw_align_112/Robby_Ginepri/Robby_Ginepri_0002.jpg\n",
            "LFW/lfw_align_112/Robby_Ginepri/Robby_Ginepri_0001.jpg\n",
            "LFW/lfw_align_112/Beth_Jones/\n",
            "LFW/lfw_align_112/Beth_Jones/Beth_Jones_0001.jpg\n",
            "LFW/lfw_align_112/Beth_Jones/Beth_Jones_0002.jpg\n",
            "LFW/lfw_align_112/John_Brady/\n",
            "LFW/lfw_align_112/John_Brady/John_Brady_0002.jpg\n",
            "LFW/lfw_align_112/John_Brady/John_Brady_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Sebastien_Giguere/\n",
            "LFW/lfw_align_112/Jean-Sebastien_Giguere/Jean-Sebastien_Giguere_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Sebastien_Giguere/Jean-Sebastien_Giguere_0002.jpg\n",
            "LFW/lfw_align_112/Linn_Thornton/\n",
            "LFW/lfw_align_112/Linn_Thornton/Linn_Thornton_0001.jpg\n",
            "LFW/lfw_align_112/Christian_Patino/\n",
            "LFW/lfw_align_112/Christian_Patino/Christian_Patino_0001.jpg\n",
            "LFW/lfw_align_112/Ivana_Trump/\n",
            "LFW/lfw_align_112/Ivana_Trump/Ivana_Trump_0001.jpg\n",
            "LFW/lfw_align_112/Jean_Carnahan/\n",
            "LFW/lfw_align_112/Jean_Carnahan/Jean_Carnahan_0001.jpg\n",
            "LFW/lfw_align_112/Jean_Carnahan/Jean_Carnahan_0002.jpg\n",
            "LFW/lfw_align_112/Tim_Blake_Nelson/\n",
            "LFW/lfw_align_112/Tim_Blake_Nelson/Tim_Blake_Nelson_0001.jpg\n",
            "LFW/lfw_align_112/Hamza_Atiya_Muhsen/\n",
            "LFW/lfw_align_112/Hamza_Atiya_Muhsen/Hamza_Atiya_Muhsen_0001.jpg\n",
            "LFW/lfw_align_112/Goran_Zivkovic/\n",
            "LFW/lfw_align_112/Goran_Zivkovic/Goran_Zivkovic_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Eskew/\n",
            "LFW/lfw_align_112/Mike_Eskew/Mike_Eskew_0001.jpg\n",
            "LFW/lfw_align_112/Loretta_Lynn_Harper/\n",
            "LFW/lfw_align_112/Loretta_Lynn_Harper/Loretta_Lynn_Harper_0001.jpg\n",
            "LFW/lfw_align_112/Ximena_Bohorquez/\n",
            "LFW/lfw_align_112/Ximena_Bohorquez/Ximena_Bohorquez_0001.jpg\n",
            "LFW/lfw_align_112/Billy_Bob_Thornton/\n",
            "LFW/lfw_align_112/Billy_Bob_Thornton/Billy_Bob_Thornton_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Lopez-Alegria/\n",
            "LFW/lfw_align_112/Michael_Lopez-Alegria/Michael_Lopez-Alegria_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0008.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0005.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0009.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0011.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0003.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0002.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0004.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0006.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0010.jpg\n",
            "LFW/lfw_align_112/Mike_Weir/Mike_Weir_0007.jpg\n",
            "LFW/lfw_align_112/Patsy_Kensit/\n",
            "LFW/lfw_align_112/Patsy_Kensit/Patsy_Kensit_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Holmberg/\n",
            "LFW/lfw_align_112/Peter_Holmberg/Peter_Holmberg_0001.jpg\n",
            "LFW/lfw_align_112/Pedro_Duque/\n",
            "LFW/lfw_align_112/Pedro_Duque/Pedro_Duque_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Crede/\n",
            "LFW/lfw_align_112/Joe_Crede/Joe_Crede_0001.jpg\n",
            "LFW/lfw_align_112/Andy_Lau/\n",
            "LFW/lfw_align_112/Andy_Lau/Andy_Lau_0001.jpg\n",
            "LFW/lfw_align_112/Justin_Gatlin/\n",
            "LFW/lfw_align_112/Justin_Gatlin/Justin_Gatlin_0001.jpg\n",
            "LFW/lfw_align_112/Justin_Gatlin/Justin_Gatlin_0002.jpg\n",
            "LFW/lfw_align_112/Chris_Thomas/\n",
            "LFW/lfw_align_112/Chris_Thomas/Chris_Thomas_0001.jpg\n",
            "LFW/lfw_align_112/Herb_Brooks/\n",
            "LFW/lfw_align_112/Herb_Brooks/Herb_Brooks_0001.jpg\n",
            "LFW/lfw_align_112/Raghad_Saddam_Hussein/\n",
            "LFW/lfw_align_112/Raghad_Saddam_Hussein/Raghad_Saddam_Hussein_0001.jpg\n",
            "LFW/lfw_align_112/Raghad_Saddam_Hussein/Raghad_Saddam_Hussein_0002.jpg\n",
            "LFW/lfw_align_112/Naomi_Bronstein/\n",
            "LFW/lfw_align_112/Naomi_Bronstein/Naomi_Bronstein_0001.jpg\n",
            "LFW/lfw_align_112/Oxana_Fedorova/\n",
            "LFW/lfw_align_112/Oxana_Fedorova/Oxana_Fedorova_0003.jpg\n",
            "LFW/lfw_align_112/Oxana_Fedorova/Oxana_Fedorova_0002.jpg\n",
            "LFW/lfw_align_112/Oxana_Fedorova/Oxana_Fedorova_0004.jpg\n",
            "LFW/lfw_align_112/Oxana_Fedorova/Oxana_Fedorova_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Ellison/\n",
            "LFW/lfw_align_112/Larry_Ellison/Larry_Ellison_0003.jpg\n",
            "LFW/lfw_align_112/Larry_Ellison/Larry_Ellison_0002.jpg\n",
            "LFW/lfw_align_112/Larry_Ellison/Larry_Ellison_0001.jpg\n",
            "LFW/lfw_align_112/Luis_Pujols/\n",
            "LFW/lfw_align_112/Luis_Pujols/Luis_Pujols_0001.jpg\n",
            "LFW/lfw_align_112/Nadine_Vinzens/\n",
            "LFW/lfw_align_112/Nadine_Vinzens/Nadine_Vinzens_0002.jpg\n",
            "LFW/lfw_align_112/Nadine_Vinzens/Nadine_Vinzens_0001.jpg\n",
            "LFW/lfw_align_112/Janela_Jara/\n",
            "LFW/lfw_align_112/Janela_Jara/Janela_Jara_0001.jpg\n",
            "LFW/lfw_align_112/Collis_Temple_III/\n",
            "LFW/lfw_align_112/Collis_Temple_III/Collis_Temple_III_0001.jpg\n",
            "LFW/lfw_align_112/Tammy_Lynn_Michaels/\n",
            "LFW/lfw_align_112/Tammy_Lynn_Michaels/Tammy_Lynn_Michaels_0002.jpg\n",
            "LFW/lfw_align_112/Tammy_Lynn_Michaels/Tammy_Lynn_Michaels_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Pennington/\n",
            "LFW/lfw_align_112/Richard_Pennington/Richard_Pennington_0001.jpg\n",
            "LFW/lfw_align_112/Terrence_Trammell/\n",
            "LFW/lfw_align_112/Terrence_Trammell/Terrence_Trammell_0001.jpg\n",
            "LFW/lfw_align_112/Dick_Armey/\n",
            "LFW/lfw_align_112/Dick_Armey/Dick_Armey_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Nesbitt/\n",
            "LFW/lfw_align_112/Steve_Nesbitt/Steve_Nesbitt_0001.jpg\n",
            "LFW/lfw_align_112/Kifah_Ajouri/\n",
            "LFW/lfw_align_112/Kifah_Ajouri/Kifah_Ajouri_0002.jpg\n",
            "LFW/lfw_align_112/Kifah_Ajouri/Kifah_Ajouri_0001.jpg\n",
            "LFW/lfw_align_112/Hubie_Brown/\n",
            "LFW/lfw_align_112/Hubie_Brown/Hubie_Brown_0001.jpg\n",
            "LFW/lfw_align_112/Mohammad_Hasanein/\n",
            "LFW/lfw_align_112/Mohammad_Hasanein/Mohammad_Hasanein_0001.jpg\n",
            "LFW/lfw_align_112/John_Walsh/\n",
            "LFW/lfw_align_112/John_Walsh/John_Walsh_0001.jpg\n",
            "LFW/lfw_align_112/John_Walsh/John_Walsh_0002.jpg\n",
            "LFW/lfw_align_112/Nursultan_Nazarbayev/\n",
            "LFW/lfw_align_112/Nursultan_Nazarbayev/Nursultan_Nazarbayev_0001.jpg\n",
            "LFW/lfw_align_112/Nursultan_Nazarbayev/Nursultan_Nazarbayev_0002.jpg\n",
            "LFW/lfw_align_112/Chan_Choi/\n",
            "LFW/lfw_align_112/Chan_Choi/Chan_Choi_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Rasch/\n",
            "LFW/lfw_align_112/Peter_Rasch/Peter_Rasch_0001.jpg\n",
            "LFW/lfw_align_112/Kent_Robinson/\n",
            "LFW/lfw_align_112/Kent_Robinson/Kent_Robinson_0001.jpg\n",
            "LFW/lfw_align_112/Steny_Hoyer/\n",
            "LFW/lfw_align_112/Steny_Hoyer/Steny_Hoyer_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Cravens/\n",
            "LFW/lfw_align_112/Joe_Cravens/Joe_Cravens_0001.jpg\n",
            "LFW/lfw_align_112/Takashi_Yamamoto/\n",
            "LFW/lfw_align_112/Takashi_Yamamoto/Takashi_Yamamoto_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Dreyfuss/\n",
            "LFW/lfw_align_112/Richard_Dreyfuss/Richard_Dreyfuss_0001.jpg\n",
            "LFW/lfw_align_112/Dan_Morales/\n",
            "LFW/lfw_align_112/Dan_Morales/Dan_Morales_0002.jpg\n",
            "LFW/lfw_align_112/Dan_Morales/Dan_Morales_0003.jpg\n",
            "LFW/lfw_align_112/Dan_Morales/Dan_Morales_0001.jpg\n",
            "LFW/lfw_align_112/Ramon_Delgado/\n",
            "LFW/lfw_align_112/Ramon_Delgado/Ramon_Delgado_0001.jpg\n",
            "LFW/lfw_align_112/Keith_Foulke/\n",
            "LFW/lfw_align_112/Keith_Foulke/Keith_Foulke_0001.jpg\n",
            "LFW/lfw_align_112/Mehmet_Ali_Sahin/\n",
            "LFW/lfw_align_112/Mehmet_Ali_Sahin/Mehmet_Ali_Sahin_0001.jpg\n",
            "LFW/lfw_align_112/Theo_Epstein/\n",
            "LFW/lfw_align_112/Theo_Epstein/Theo_Epstein_0001.jpg\n",
            "LFW/lfw_align_112/Theo_Epstein/Theo_Epstein_0002.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0004.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0009.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0008.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0003.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0007.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0011.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0002.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0014.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0001.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0013.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0015.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0010.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0012.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0006.jpg\n",
            "LFW/lfw_align_112/Pierce_Brosnan/Pierce_Brosnan_0005.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0004.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0011.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0007.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0010.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0008.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0009.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0003.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0006.jpg\n",
            "LFW/lfw_align_112/Richard_Gephardt/Richard_Gephardt_0005.jpg\n",
            "LFW/lfw_align_112/Walter_Woods/\n",
            "LFW/lfw_align_112/Walter_Woods/Walter_Woods_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Moss/\n",
            "LFW/lfw_align_112/Tom_Moss/Tom_Moss_0001.jpg\n",
            "LFW/lfw_align_112/Glafcos_Clerides/\n",
            "LFW/lfw_align_112/Glafcos_Clerides/Glafcos_Clerides_0001.jpg\n",
            "LFW/lfw_align_112/Glafcos_Clerides/Glafcos_Clerides_0004.jpg\n",
            "LFW/lfw_align_112/Glafcos_Clerides/Glafcos_Clerides_0003.jpg\n",
            "LFW/lfw_align_112/Glafcos_Clerides/Glafcos_Clerides_0002.jpg\n",
            "LFW/lfw_align_112/Kathy_Bates/\n",
            "LFW/lfw_align_112/Kathy_Bates/Kathy_Bates_0001.jpg\n",
            "LFW/lfw_align_112/Roberto_Canessa/\n",
            "LFW/lfw_align_112/Roberto_Canessa/Roberto_Canessa_0001.jpg\n",
            "LFW/lfw_align_112/Cathy_Chisholm/\n",
            "LFW/lfw_align_112/Cathy_Chisholm/Cathy_Chisholm_0001.jpg\n",
            "LFW/lfw_align_112/Rohman_al-Ghozi/\n",
            "LFW/lfw_align_112/Rohman_al-Ghozi/Rohman_al-Ghozi_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Lucchino/\n",
            "LFW/lfw_align_112/Larry_Lucchino/Larry_Lucchino_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Lucchino/Larry_Lucchino_0002.jpg\n",
            "LFW/lfw_align_112/Augusto_Roa_Bastos/\n",
            "LFW/lfw_align_112/Augusto_Roa_Bastos/Augusto_Roa_Bastos_0001.jpg\n",
            "LFW/lfw_align_112/Augusto_Roa_Bastos/Augusto_Roa_Bastos_0002.jpg\n",
            "LFW/lfw_align_112/Craig_Doblin/\n",
            "LFW/lfw_align_112/Craig_Doblin/Craig_Doblin_0001.jpg\n",
            "LFW/lfw_align_112/John_Belushi/\n",
            "LFW/lfw_align_112/John_Belushi/John_Belushi_0001.jpg\n",
            "LFW/lfw_align_112/Janis_Ruth_Coulter/\n",
            "LFW/lfw_align_112/Janis_Ruth_Coulter/Janis_Ruth_Coulter_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Patton/\n",
            "LFW/lfw_align_112/Paul_Patton/Paul_Patton_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Patton/Paul_Patton_0002.jpg\n",
            "LFW/lfw_align_112/Jeff_Bzdelik/\n",
            "LFW/lfw_align_112/Jeff_Bzdelik/Jeff_Bzdelik_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Curry/\n",
            "LFW/lfw_align_112/Bill_Curry/Bill_Curry_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Williams/\n",
            "LFW/lfw_align_112/Gary_Williams/Gary_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Williams/Gary_Williams_0002.jpg\n",
            "LFW/lfw_align_112/Tim_Salmon/\n",
            "LFW/lfw_align_112/Tim_Salmon/Tim_Salmon_0001.jpg\n",
            "LFW/lfw_align_112/Pablo_Latras/\n",
            "LFW/lfw_align_112/Pablo_Latras/Pablo_Latras_0001.jpg\n",
            "LFW/lfw_align_112/Brandon_Larson/\n",
            "LFW/lfw_align_112/Brandon_Larson/Brandon_Larson_0001.jpg\n",
            "LFW/lfw_align_112/Jon_Stewart/\n",
            "LFW/lfw_align_112/Jon_Stewart/Jon_Stewart_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Butler/\n",
            "LFW/lfw_align_112/Bill_Butler/Bill_Butler_0001.jpg\n",
            "LFW/lfw_align_112/Mickey_Sherman/\n",
            "LFW/lfw_align_112/Mickey_Sherman/Mickey_Sherman_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Greenwood/\n",
            "LFW/lfw_align_112/Jim_Greenwood/Jim_Greenwood_0001.jpg\n",
            "LFW/lfw_align_112/Valerie_Harper/\n",
            "LFW/lfw_align_112/Valerie_Harper/Valerie_Harper_0001.jpg\n",
            "LFW/lfw_align_112/Valerie_Harper/Valerie_Harper_0002.jpg\n",
            "LFW/lfw_align_112/Brandon_Hammond/\n",
            "LFW/lfw_align_112/Brandon_Hammond/Brandon_Hammond_0001.jpg\n",
            "LFW/lfw_align_112/Rudolph_Holton/\n",
            "LFW/lfw_align_112/Rudolph_Holton/Rudolph_Holton_0001.jpg\n",
            "LFW/lfw_align_112/Zara_Akhmadova/\n",
            "LFW/lfw_align_112/Zara_Akhmadova/Zara_Akhmadova_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Polansky/\n",
            "LFW/lfw_align_112/Mark_Polansky/Mark_Polansky_0001.jpg\n",
            "LFW/lfw_align_112/Amy_Yasbeck/\n",
            "LFW/lfw_align_112/Amy_Yasbeck/Amy_Yasbeck_0001.jpg\n",
            "LFW/lfw_align_112/Naomi_Campbell/\n",
            "LFW/lfw_align_112/Naomi_Campbell/Naomi_Campbell_0001.jpg\n",
            "LFW/lfw_align_112/Naomi_Campbell/Naomi_Campbell_0002.jpg\n",
            "LFW/lfw_align_112/Emma_Watson/\n",
            "LFW/lfw_align_112/Emma_Watson/Emma_Watson_0001.jpg\n",
            "LFW/lfw_align_112/Emma_Watson/Emma_Watson_0005.jpg\n",
            "LFW/lfw_align_112/Emma_Watson/Emma_Watson_0004.jpg\n",
            "LFW/lfw_align_112/Emma_Watson/Emma_Watson_0003.jpg\n",
            "LFW/lfw_align_112/Emma_Watson/Emma_Watson_0002.jpg\n",
            "LFW/lfw_align_112/Abid_Hamid_Mahmud_Al-Tikriti/\n",
            "LFW/lfw_align_112/Abid_Hamid_Mahmud_Al-Tikriti/Abid_Hamid_Mahmud_Al-Tikriti_0002.jpg\n",
            "LFW/lfw_align_112/Abid_Hamid_Mahmud_Al-Tikriti/Abid_Hamid_Mahmud_Al-Tikriti_0003.jpg\n",
            "LFW/lfw_align_112/Abid_Hamid_Mahmud_Al-Tikriti/Abid_Hamid_Mahmud_Al-Tikriti_0001.jpg\n",
            "LFW/lfw_align_112/Daniel_Darnell/\n",
            "LFW/lfw_align_112/Daniel_Darnell/Daniel_Darnell_0001.jpg\n",
            "LFW/lfw_align_112/Marricia_Tate/\n",
            "LFW/lfw_align_112/Marricia_Tate/Marricia_Tate_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Greene/\n",
            "LFW/lfw_align_112/Larry_Greene/Larry_Greene_0001.jpg\n",
            "LFW/lfw_align_112/Naoto_Kan/\n",
            "LFW/lfw_align_112/Naoto_Kan/Naoto_Kan_0004.jpg\n",
            "LFW/lfw_align_112/Naoto_Kan/Naoto_Kan_0002.jpg\n",
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            "LFW/lfw_align_112/Orlando_Bloom/\n",
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            "LFW/lfw_align_112/Janet_Chandler/\n",
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            "LFW/lfw_align_112/Isabel_Orellana/\n",
            "LFW/lfw_align_112/Isabel_Orellana/Isabel_Orellana_0001.jpg\n",
            "LFW/lfw_align_112/Jennie_Finch/\n",
            "LFW/lfw_align_112/Jennie_Finch/Jennie_Finch_0001.jpg\n",
            "LFW/lfw_align_112/Jon_Gruden/\n",
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            "LFW/lfw_align_112/Georgia_Giddings/\n",
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            "LFW/lfw_align_112/Bruce_Weber/\n",
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            "LFW/lfw_align_112/Bruce_Weber/Bruce_Weber_0001.jpg\n",
            "LFW/lfw_align_112/Martha_Beatriz_Roque/\n",
            "LFW/lfw_align_112/Martha_Beatriz_Roque/Martha_Beatriz_Roque_0001.jpg\n",
            "LFW/lfw_align_112/Martha_Beatriz_Roque/Martha_Beatriz_Roque_0002.jpg\n",
            "LFW/lfw_align_112/Donna_Shalala/\n",
            "LFW/lfw_align_112/Donna_Shalala/Donna_Shalala_0002.jpg\n",
            "LFW/lfw_align_112/Donna_Shalala/Donna_Shalala_0001.jpg\n",
            "LFW/lfw_align_112/Lisa_Girman/\n",
            "LFW/lfw_align_112/Lisa_Girman/Lisa_Girman_0001.jpg\n",
            "LFW/lfw_align_112/Mario_Kreutzberger/\n",
            "LFW/lfw_align_112/Mario_Kreutzberger/Mario_Kreutzberger_0001.jpg\n",
            "LFW/lfw_align_112/Mario_Kreutzberger/Mario_Kreutzberger_0002.jpg\n",
            "LFW/lfw_align_112/Mario_Lemieux/\n",
            "LFW/lfw_align_112/Mario_Lemieux/Mario_Lemieux_0001.jpg\n",
            "LFW/lfw_align_112/Alex_Gonzalez/\n",
            "LFW/lfw_align_112/Alex_Gonzalez/Alex_Gonzalez_0001.jpg\n",
            "LFW/lfw_align_112/Mikhail_Kasyanov/\n",
            "LFW/lfw_align_112/Mikhail_Kasyanov/Mikhail_Kasyanov_0002.jpg\n",
            "LFW/lfw_align_112/Mikhail_Kasyanov/Mikhail_Kasyanov_0003.jpg\n",
            "LFW/lfw_align_112/Mikhail_Kasyanov/Mikhail_Kasyanov_0001.jpg\n",
            "LFW/lfw_align_112/Mikhail_Kasyanov/Mikhail_Kasyanov_0004.jpg\n",
            "LFW/lfw_align_112/Keira_Knightley/\n",
            "LFW/lfw_align_112/Keira_Knightley/Keira_Knightley_0001.jpg\n",
            "LFW/lfw_align_112/Keira_Knightley/Keira_Knightley_0002.jpg\n",
            "LFW/lfw_align_112/Alicia_Silverstone/\n",
            "LFW/lfw_align_112/Alicia_Silverstone/Alicia_Silverstone_0001.jpg\n",
            "LFW/lfw_align_112/Alicia_Silverstone/Alicia_Silverstone_0002.jpg\n",
            "LFW/lfw_align_112/Tom_Coughlin/\n",
            "LFW/lfw_align_112/Tom_Coughlin/Tom_Coughlin_0001.jpg\n",
            "LFW/lfw_align_112/Francis_George/\n",
            "LFW/lfw_align_112/Francis_George/Francis_George_0002.jpg\n",
            "LFW/lfw_align_112/Francis_George/Francis_George_0001.jpg\n",
            "LFW/lfw_align_112/Chang_Dae-whan/\n",
            "LFW/lfw_align_112/Chang_Dae-whan/Chang_Dae-whan_0002.jpg\n",
            "LFW/lfw_align_112/Chang_Dae-whan/Chang_Dae-whan_0001.jpg\n",
            "LFW/lfw_align_112/Toby_Keith/\n",
            "LFW/lfw_align_112/Toby_Keith/Toby_Keith_0001.jpg\n",
            "LFW/lfw_align_112/Kevin_Spacey/\n",
            "LFW/lfw_align_112/Kevin_Spacey/Kevin_Spacey_0005.jpg\n",
            "LFW/lfw_align_112/Kevin_Spacey/Kevin_Spacey_0003.jpg\n",
            "LFW/lfw_align_112/Kevin_Spacey/Kevin_Spacey_0001.jpg\n",
            "LFW/lfw_align_112/Kevin_Spacey/Kevin_Spacey_0002.jpg\n",
            "LFW/lfw_align_112/Kevin_Spacey/Kevin_Spacey_0004.jpg\n",
            "LFW/lfw_align_112/Olene_Walker/\n",
            "LFW/lfw_align_112/Olene_Walker/Olene_Walker_0001.jpg\n",
            "LFW/lfw_align_112/Tracee_Treadwell/\n",
            "LFW/lfw_align_112/Tracee_Treadwell/Tracee_Treadwell_0001.jpg\n",
            "LFW/lfw_align_112/Pierre_Lacroix/\n",
            "LFW/lfw_align_112/Pierre_Lacroix/Pierre_Lacroix_0001.jpg\n",
            "LFW/lfw_align_112/Al_Davis/\n",
            "LFW/lfw_align_112/Al_Davis/Al_Davis_0001.jpg\n",
            "LFW/lfw_align_112/Al_Davis/Al_Davis_0002.jpg\n",
            "LFW/lfw_align_112/Brooke_Gordon/\n",
            "LFW/lfw_align_112/Brooke_Gordon/Brooke_Gordon_0001.jpg\n",
            "LFW/lfw_align_112/Tony_Clement/\n",
            "LFW/lfw_align_112/Tony_Clement/Tony_Clement_0001.jpg\n",
            "LFW/lfw_align_112/Kwame_Kilpatrick/\n",
            "LFW/lfw_align_112/Kwame_Kilpatrick/Kwame_Kilpatrick_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Killeen/\n",
            "LFW/lfw_align_112/Michael_Killeen/Michael_Killeen_0001.jpg\n",
            "LFW/lfw_align_112/Stephanie_Cohen_Aloro/\n",
            "LFW/lfw_align_112/Stephanie_Cohen_Aloro/Stephanie_Cohen_Aloro_0001.jpg\n",
            "LFW/lfw_align_112/Wally_Szczerbiak/\n",
            "LFW/lfw_align_112/Wally_Szczerbiak/Wally_Szczerbiak_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Mueller/\n",
            "LFW/lfw_align_112/Robert_Mueller/Robert_Mueller_0002.jpg\n",
            "LFW/lfw_align_112/Robert_Mueller/Robert_Mueller_0003.jpg\n",
            "LFW/lfw_align_112/Robert_Mueller/Robert_Mueller_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Mueller/Robert_Mueller_0004.jpg\n",
            "LFW/lfw_align_112/Robert_Mueller/Robert_Mueller_0005.jpg\n",
            "LFW/lfw_align_112/Mohammed_Salmane/\n",
            "LFW/lfw_align_112/Mohammed_Salmane/Mohammed_Salmane_0001.jpg\n",
            "LFW/lfw_align_112/Ralph_Firman/\n",
            "LFW/lfw_align_112/Ralph_Firman/Ralph_Firman_0001.jpg\n",
            "LFW/lfw_align_112/Ralph_Firman/Ralph_Firman_0002.jpg\n",
            "LFW/lfw_align_112/Frank_Solich/\n",
            "LFW/lfw_align_112/Frank_Solich/Frank_Solich_0002.jpg\n",
            "LFW/lfw_align_112/Frank_Solich/Frank_Solich_0004.jpg\n",
            "LFW/lfw_align_112/Frank_Solich/Frank_Solich_0003.jpg\n",
            "LFW/lfw_align_112/Frank_Solich/Frank_Solich_0001.jpg\n",
            "LFW/lfw_align_112/Frank_Solich/Frank_Solich_0005.jpg\n",
            "LFW/lfw_align_112/Colleen_Ryan/\n",
            "LFW/lfw_align_112/Colleen_Ryan/Colleen_Ryan_0001.jpg\n",
            "LFW/lfw_align_112/Ian_McKellen/\n",
            "LFW/lfw_align_112/Ian_McKellen/Ian_McKellen_0001.jpg\n",
            "LFW/lfw_align_112/Ian_McKellen/Ian_McKellen_0003.jpg\n",
            "LFW/lfw_align_112/Ian_McKellen/Ian_McKellen_0002.jpg\n",
            "LFW/lfw_align_112/Doug_Christie/\n",
            "LFW/lfw_align_112/Doug_Christie/Doug_Christie_0001.jpg\n",
            "LFW/lfw_align_112/LeBron_James/\n",
            "LFW/lfw_align_112/LeBron_James/LeBron_James_0005.jpg\n",
            "LFW/lfw_align_112/LeBron_James/LeBron_James_0001.jpg\n",
            "LFW/lfw_align_112/LeBron_James/LeBron_James_0002.jpg\n",
            "LFW/lfw_align_112/LeBron_James/LeBron_James_0003.jpg\n",
            "LFW/lfw_align_112/LeBron_James/LeBron_James_0004.jpg\n",
            "LFW/lfw_align_112/Edward_Albee/\n",
            "LFW/lfw_align_112/Edward_Albee/Edward_Albee_0001.jpg\n",
            "LFW/lfw_align_112/Cuba_Gooding_Jr/\n",
            "LFW/lfw_align_112/Cuba_Gooding_Jr/Cuba_Gooding_Jr_0001.jpg\n",
            "LFW/lfw_align_112/Dave_Tucker/\n",
            "LFW/lfw_align_112/Dave_Tucker/Dave_Tucker_0001.jpg\n",
            "LFW/lfw_align_112/Gloria_Allred/\n",
            "LFW/lfw_align_112/Gloria_Allred/Gloria_Allred_0002.jpg\n",
            "LFW/lfw_align_112/Gloria_Allred/Gloria_Allred_0001.jpg\n",
            "LFW/lfw_align_112/Cherie_Blair/\n",
            "LFW/lfw_align_112/Cherie_Blair/Cherie_Blair_0001.jpg\n",
            "LFW/lfw_align_112/Cherie_Blair/Cherie_Blair_0003.jpg\n",
            "LFW/lfw_align_112/Cherie_Blair/Cherie_Blair_0002.jpg\n",
            "LFW/lfw_align_112/Cherie_Blair/Cherie_Blair_0004.jpg\n",
            "LFW/lfw_align_112/Robert_Horan/\n",
            "LFW/lfw_align_112/Robert_Horan/Robert_Horan_0002.jpg\n",
            "LFW/lfw_align_112/Robert_Horan/Robert_Horan_0001.jpg\n",
            "LFW/lfw_align_112/James_Hallock/\n",
            "LFW/lfw_align_112/James_Hallock/James_Hallock_0001.jpg\n",
            "LFW/lfw_align_112/Meg_Wakeman/\n",
            "LFW/lfw_align_112/Meg_Wakeman/Meg_Wakeman_0001.jpg\n",
            "LFW/lfw_align_112/Shane_Hmiel/\n",
            "LFW/lfw_align_112/Shane_Hmiel/Shane_Hmiel_0001.jpg\n",
            "LFW/lfw_align_112/Marion_Barry/\n",
            "LFW/lfw_align_112/Marion_Barry/Marion_Barry_0001.jpg\n",
            "LFW/lfw_align_112/Howard_Ross/\n",
            "LFW/lfw_align_112/Howard_Ross/Howard_Ross_0001.jpg\n",
            "LFW/lfw_align_112/Richie_Adubato/\n",
            "LFW/lfw_align_112/Richie_Adubato/Richie_Adubato_0002.jpg\n",
            "LFW/lfw_align_112/Richie_Adubato/Richie_Adubato_0001.jpg\n",
            "LFW/lfw_align_112/Halbert_Fillinger/\n",
            "LFW/lfw_align_112/Halbert_Fillinger/Halbert_Fillinger_0001.jpg\n",
            "LFW/lfw_align_112/Roger_Cook/\n",
            "LFW/lfw_align_112/Roger_Cook/Roger_Cook_0001.jpg\n",
            "LFW/lfw_align_112/Lily_Tomlin/\n",
            "LFW/lfw_align_112/Lily_Tomlin/Lily_Tomlin_0001.jpg\n",
            "LFW/lfw_align_112/Lily_Tomlin/Lily_Tomlin_0002.jpg\n",
            "LFW/lfw_align_112/Chip_Burrus/\n",
            "LFW/lfw_align_112/Chip_Burrus/Chip_Burrus_0001.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0007.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0003.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0005.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0001.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0013.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0008.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0002.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0011.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0010.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0004.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0009.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0006.jpg\n",
            "LFW/lfw_align_112/Salma_Hayek/Salma_Hayek_0012.jpg\n",
            "LFW/lfw_align_112/Mathilda_Karel_Spak/\n",
            "LFW/lfw_align_112/Mathilda_Karel_Spak/Mathilda_Karel_Spak_0001.jpg\n",
            "LFW/lfw_align_112/Carla_Tricoli/\n",
            "LFW/lfw_align_112/Carla_Tricoli/Carla_Tricoli_0001.jpg\n",
            "LFW/lfw_align_112/John_McEnroe/\n",
            "LFW/lfw_align_112/John_McEnroe/John_McEnroe_0002.jpg\n",
            "LFW/lfw_align_112/John_McEnroe/John_McEnroe_0001.jpg\n",
            "LFW/lfw_align_112/Paulina_Rodriguez_Davila/\n",
            "LFW/lfw_align_112/Paulina_Rodriguez_Davila/Paulina_Rodriguez_Davila_0001.jpg\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/Eduard_Shevardnadze_0003.jpg\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/Eduard_Shevardnadze_0004.jpg\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/Eduard_Shevardnadze_0005.jpg\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/Eduard_Shevardnadze_0001.jpg\n",
            "LFW/lfw_align_112/Eduard_Shevardnadze/Eduard_Shevardnadze_0002.jpg\n",
            "LFW/lfw_align_112/Lin_Yi-fu/\n",
            "LFW/lfw_align_112/Lin_Yi-fu/Lin_Yi-fu_0001.jpg\n",
            "LFW/lfw_align_112/Mario_Vasquez_Rana/\n",
            "LFW/lfw_align_112/Mario_Vasquez_Rana/Mario_Vasquez_Rana_0001.jpg\n",
            "LFW/lfw_align_112/Koji_Uehara/\n",
            "LFW/lfw_align_112/Koji_Uehara/Koji_Uehara_0001.jpg\n",
            "LFW/lfw_align_112/Cristina_Saralegui/\n",
            "LFW/lfw_align_112/Cristina_Saralegui/Cristina_Saralegui_0002.jpg\n",
            "LFW/lfw_align_112/Cristina_Saralegui/Cristina_Saralegui_0001.jpg\n",
            "LFW/lfw_align_112/Don_Lake/\n",
            "LFW/lfw_align_112/Don_Lake/Don_Lake_0001.jpg\n",
            "LFW/lfw_align_112/Zurab_Tsereteli/\n",
            "LFW/lfw_align_112/Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg\n",
            "LFW/lfw_align_112/Clifford_Etienne/\n",
            "LFW/lfw_align_112/Clifford_Etienne/Clifford_Etienne_0001.jpg\n",
            "LFW/lfw_align_112/Brad_Alexander_Smith/\n",
            "LFW/lfw_align_112/Brad_Alexander_Smith/Brad_Alexander_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Marc-Andre_Fleury/\n",
            "LFW/lfw_align_112/Marc-Andre_Fleury/Marc-Andre_Fleury_0001.jpg\n",
            "LFW/lfw_align_112/Marc-Andre_Fleury/Marc-Andre_Fleury_0002.jpg\n",
            "LFW/lfw_align_112/Anne_ONeil/\n",
            "LFW/lfw_align_112/Anne_ONeil/Anne_ONeil_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Wilson/\n",
            "LFW/lfw_align_112/Paul_Wilson/Paul_Wilson_0001.jpg\n",
            "LFW/lfw_align_112/Craig_OClair/\n",
            "LFW/lfw_align_112/Craig_OClair/Craig_OClair_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Peterson/\n",
            "LFW/lfw_align_112/Scott_Peterson/Scott_Peterson_0005.jpg\n",
            "LFW/lfw_align_112/Scott_Peterson/Scott_Peterson_0004.jpg\n",
            "LFW/lfw_align_112/Scott_Peterson/Scott_Peterson_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Peterson/Scott_Peterson_0003.jpg\n",
            "LFW/lfw_align_112/Scott_Peterson/Scott_Peterson_0002.jpg\n",
            "LFW/lfw_align_112/Kristin_Chenoweth/\n",
            "LFW/lfw_align_112/Kristin_Chenoweth/Kristin_Chenoweth_0001.jpg\n",
            "LFW/lfw_align_112/Roman_Abramovich/\n",
            "LFW/lfw_align_112/Roman_Abramovich/Roman_Abramovich_0001.jpg\n",
            "LFW/lfw_align_112/Thomas_Ferguson/\n",
            "LFW/lfw_align_112/Thomas_Ferguson/Thomas_Ferguson_0001.jpg\n",
            "LFW/lfw_align_112/Gordon_Lightfoot/\n",
            "LFW/lfw_align_112/Gordon_Lightfoot/Gordon_Lightfoot_0001.jpg\n",
            "LFW/lfw_align_112/Todd_Haynes/\n",
            "LFW/lfw_align_112/Todd_Haynes/Todd_Haynes_0001.jpg\n",
            "LFW/lfw_align_112/Todd_Haynes/Todd_Haynes_0002.jpg\n",
            "LFW/lfw_align_112/Todd_Haynes/Todd_Haynes_0003.jpg\n",
            "LFW/lfw_align_112/Todd_Haynes/Todd_Haynes_0004.jpg\n",
            "LFW/lfw_align_112/Andre_Smith/\n",
            "LFW/lfw_align_112/Andre_Smith/Andre_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Alanna_Ubach/\n",
            "LFW/lfw_align_112/Alanna_Ubach/Alanna_Ubach_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Stack/\n",
            "LFW/lfw_align_112/Robert_Stack/Robert_Stack_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Stack/Robert_Stack_0002.jpg\n",
            "LFW/lfw_align_112/Chakib_Khelil/\n",
            "LFW/lfw_align_112/Chakib_Khelil/Chakib_Khelil_0002.jpg\n",
            "LFW/lfw_align_112/Chakib_Khelil/Chakib_Khelil_0001.jpg\n",
            "LFW/lfw_align_112/Tyron_Garner/\n",
            "LFW/lfw_align_112/Tyron_Garner/Tyron_Garner_0002.jpg\n",
            "LFW/lfw_align_112/Tyron_Garner/Tyron_Garner_0001.jpg\n",
            "LFW/lfw_align_112/Nick_Reilly/\n",
            "LFW/lfw_align_112/Nick_Reilly/Nick_Reilly_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Petrino/\n",
            "LFW/lfw_align_112/Bob_Petrino/Bob_Petrino_0001.jpg\n",
            "LFW/lfw_align_112/Lisa_Marie_Presley/\n",
            "LFW/lfw_align_112/Lisa_Marie_Presley/Lisa_Marie_Presley_0003.jpg\n",
            "LFW/lfw_align_112/Lisa_Marie_Presley/Lisa_Marie_Presley_0002.jpg\n",
            "LFW/lfw_align_112/Lisa_Marie_Presley/Lisa_Marie_Presley_0001.jpg\n",
            "LFW/lfw_align_112/Lisa_Marie_Presley/Lisa_Marie_Presley_0004.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0019.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0010.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0009.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0018.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0017.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0001.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0005.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0013.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0002.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0004.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0003.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0015.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0006.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0011.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0012.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0007.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0021.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0020.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0014.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0016.jpg\n",
            "LFW/lfw_align_112/Amelie_Mauresmo/Amelie_Mauresmo_0008.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Trichet/\n",
            "LFW/lfw_align_112/Jean-Claude_Trichet/Jean-Claude_Trichet_0002.jpg\n",
            "LFW/lfw_align_112/Jean-Claude_Trichet/Jean-Claude_Trichet_0001.jpg\n",
            "LFW/lfw_align_112/Ilan_Goldfajn/\n",
            "LFW/lfw_align_112/Ilan_Goldfajn/Ilan_Goldfajn_0001.jpg\n",
            "LFW/lfw_align_112/Tim_Duncan/\n",
            "LFW/lfw_align_112/Tim_Duncan/Tim_Duncan_0002.jpg\n",
            "LFW/lfw_align_112/Tim_Duncan/Tim_Duncan_0004.jpg\n",
            "LFW/lfw_align_112/Tim_Duncan/Tim_Duncan_0001.jpg\n",
            "LFW/lfw_align_112/Tim_Duncan/Tim_Duncan_0003.jpg\n",
            "LFW/lfw_align_112/Norio_Ohga/\n",
            "LFW/lfw_align_112/Norio_Ohga/Norio_Ohga_0001.jpg\n",
            "LFW/lfw_align_112/Lou_Lang/\n",
            "LFW/lfw_align_112/Lou_Lang/Lou_Lang_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Blake/\n",
            "LFW/lfw_align_112/Steve_Blake/Steve_Blake_0001.jpg\n",
            "LFW/lfw_align_112/Annette_Bening/\n",
            "LFW/lfw_align_112/Annette_Bening/Annette_Bening_0002.jpg\n",
            "LFW/lfw_align_112/Annette_Bening/Annette_Bening_0001.jpg\n",
            "LFW/lfw_align_112/Colin_Prescot/\n",
            "LFW/lfw_align_112/Colin_Prescot/Colin_Prescot_0001.jpg\n",
            "LFW/lfw_align_112/Gerard_de_Cortanze/\n",
            "LFW/lfw_align_112/Gerard_de_Cortanze/Gerard_de_Cortanze_0001.jpg\n",
            "LFW/lfw_align_112/Chuck_Eidson/\n",
            "LFW/lfw_align_112/Chuck_Eidson/Chuck_Eidson_0001.jpg\n",
            "LFW/lfw_align_112/Liane_Janda/\n",
            "LFW/lfw_align_112/Liane_Janda/Liane_Janda_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Kirby/\n",
            "LFW/lfw_align_112/Michael_Kirby/Michael_Kirby_0001.jpg\n",
            "LFW/lfw_align_112/Audrey_Sauret/\n",
            "LFW/lfw_align_112/Audrey_Sauret/Audrey_Sauret_0001.jpg\n",
            "LFW/lfw_align_112/Carla_Gugino/\n",
            "LFW/lfw_align_112/Carla_Gugino/Carla_Gugino_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Boyce/\n",
            "LFW/lfw_align_112/Michael_Boyce/Michael_Boyce_0001.jpg\n",
            "LFW/lfw_align_112/Patricia_Heaton/\n",
            "LFW/lfw_align_112/Patricia_Heaton/Patricia_Heaton_0002.jpg\n",
            "LFW/lfw_align_112/Patricia_Heaton/Patricia_Heaton_0001.jpg\n",
            "LFW/lfw_align_112/Baz_Luhrmann/\n",
            "LFW/lfw_align_112/Baz_Luhrmann/Baz_Luhrmann_0001.jpg\n",
            "LFW/lfw_align_112/Gabrielle_Union/\n",
            "LFW/lfw_align_112/Gabrielle_Union/Gabrielle_Union_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Marshall/\n",
            "LFW/lfw_align_112/Gary_Marshall/Gary_Marshall_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Beattie/\n",
            "LFW/lfw_align_112/Jim_Beattie/Jim_Beattie_0001.jpg\n",
            "LFW/lfw_align_112/Dean_Jacek/\n",
            "LFW/lfw_align_112/Dean_Jacek/Dean_Jacek_0001.jpg\n",
            "LFW/lfw_align_112/Samantha_Daniels/\n",
            "LFW/lfw_align_112/Samantha_Daniels/Samantha_Daniels_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Iger/\n",
            "LFW/lfw_align_112/Bob_Iger/Bob_Iger_0001.jpg\n",
            "LFW/lfw_align_112/Jane_Russell/\n",
            "LFW/lfw_align_112/Jane_Russell/Jane_Russell_0001.jpg\n",
            "LFW/lfw_align_112/Linda_Ham/\n",
            "LFW/lfw_align_112/Linda_Ham/Linda_Ham_0001.jpg\n",
            "LFW/lfw_align_112/Thor_Pedersen/\n",
            "LFW/lfw_align_112/Thor_Pedersen/Thor_Pedersen_0001.jpg\n",
            "LFW/lfw_align_112/Janice_Abreu/\n",
            "LFW/lfw_align_112/Janice_Abreu/Janice_Abreu_0001.jpg\n",
            "LFW/lfw_align_112/Patricia_Russo/\n",
            "LFW/lfw_align_112/Patricia_Russo/Patricia_Russo_0001.jpg\n",
            "LFW/lfw_align_112/Davey_Johnson/\n",
            "LFW/lfw_align_112/Davey_Johnson/Davey_Johnson_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0010.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0006.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0003.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0009.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0005.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0008.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0004.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0002.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0007.jpg\n",
            "LFW/lfw_align_112/Kim_Ryong-sung/Kim_Ryong-sung_0011.jpg\n",
            "LFW/lfw_align_112/Dana_Vollmer/\n",
            "LFW/lfw_align_112/Dana_Vollmer/Dana_Vollmer_0001.jpg\n",
            "LFW/lfw_align_112/Amy_Cotton/\n",
            "LFW/lfw_align_112/Amy_Cotton/Amy_Cotton_0001.jpg\n",
            "LFW/lfw_align_112/Iain_Duncan_Smith/\n",
            "LFW/lfw_align_112/Iain_Duncan_Smith/Iain_Duncan_Smith_0004.jpg\n",
            "LFW/lfw_align_112/Iain_Duncan_Smith/Iain_Duncan_Smith_0003.jpg\n",
            "LFW/lfw_align_112/Iain_Duncan_Smith/Iain_Duncan_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Iain_Duncan_Smith/Iain_Duncan_Smith_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Jefferson/\n",
            "LFW/lfw_align_112/Richard_Jefferson/Richard_Jefferson_0001.jpg\n",
            "LFW/lfw_align_112/Daniell_Sunjata/\n",
            "LFW/lfw_align_112/Daniell_Sunjata/Daniell_Sunjata_0001.jpg\n",
            "LFW/lfw_align_112/Marina_Kuptsova/\n",
            "LFW/lfw_align_112/Marina_Kuptsova/Marina_Kuptsova_0001.jpg\n",
            "LFW/lfw_align_112/Emmy_Rossum/\n",
            "LFW/lfw_align_112/Emmy_Rossum/Emmy_Rossum_0001.jpg\n",
            "LFW/lfw_align_112/Corliss_Williamson/\n",
            "LFW/lfw_align_112/Corliss_Williamson/Corliss_Williamson_0001.jpg\n",
            "LFW/lfw_align_112/James_W_Kennedy/\n",
            "LFW/lfw_align_112/James_W_Kennedy/James_W_Kennedy_0001.jpg\n",
            "LFW/lfw_align_112/Habib_Rizieq/\n",
            "LFW/lfw_align_112/Habib_Rizieq/Habib_Rizieq_0001.jpg\n",
            "LFW/lfw_align_112/Habib_Rizieq/Habib_Rizieq_0005.jpg\n",
            "LFW/lfw_align_112/Habib_Rizieq/Habib_Rizieq_0003.jpg\n",
            "LFW/lfw_align_112/Habib_Rizieq/Habib_Rizieq_0004.jpg\n",
            "LFW/lfw_align_112/Habib_Rizieq/Habib_Rizieq_0002.jpg\n",
            "LFW/lfw_align_112/Roger_Etchegaray/\n",
            "LFW/lfw_align_112/Roger_Etchegaray/Roger_Etchegaray_0001.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0011.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0010.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0006.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0005.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0003.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0007.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0002.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0001.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0008.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0009.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0004.jpg\n",
            "LFW/lfw_align_112/Gonzalo_Sanchez_de_Lozada/Gonzalo_Sanchez_de_Lozada_0012.jpg\n",
            "LFW/lfw_align_112/Desiree_Lemosi/\n",
            "LFW/lfw_align_112/Desiree_Lemosi/Desiree_Lemosi_0002.jpg\n",
            "LFW/lfw_align_112/Desiree_Lemosi/Desiree_Lemosi_0001.jpg\n",
            "LFW/lfw_align_112/Tim_Chapman/\n",
            "LFW/lfw_align_112/Tim_Chapman/Tim_Chapman_0002.jpg\n",
            "LFW/lfw_align_112/Tim_Chapman/Tim_Chapman_0001.jpg\n",
            "LFW/lfw_align_112/Christian_Wulff/\n",
            "LFW/lfw_align_112/Christian_Wulff/Christian_Wulff_0002.jpg\n",
            "LFW/lfw_align_112/Christian_Wulff/Christian_Wulff_0001.jpg\n",
            "LFW/lfw_align_112/Derek_Jeter/\n",
            "LFW/lfw_align_112/Derek_Jeter/Derek_Jeter_0002.jpg\n",
            "LFW/lfw_align_112/Derek_Jeter/Derek_Jeter_0003.jpg\n",
            "LFW/lfw_align_112/Derek_Jeter/Derek_Jeter_0004.jpg\n",
            "LFW/lfw_align_112/Derek_Jeter/Derek_Jeter_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Chandler_IV/\n",
            "LFW/lfw_align_112/Charles_Chandler_IV/Charles_Chandler_IV_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Maher/\n",
            "LFW/lfw_align_112/Bill_Maher/Bill_Maher_0001.jpg\n",
            "LFW/lfw_align_112/Xanana_Gusmao/\n",
            "LFW/lfw_align_112/Xanana_Gusmao/Xanana_Gusmao_0005.jpg\n",
            "LFW/lfw_align_112/Xanana_Gusmao/Xanana_Gusmao_0001.jpg\n",
            "LFW/lfw_align_112/Xanana_Gusmao/Xanana_Gusmao_0002.jpg\n",
            "LFW/lfw_align_112/Xanana_Gusmao/Xanana_Gusmao_0003.jpg\n",
            "LFW/lfw_align_112/Xanana_Gusmao/Xanana_Gusmao_0004.jpg\n",
            "LFW/lfw_align_112/Hayley_Tullett/\n",
            "LFW/lfw_align_112/Hayley_Tullett/Hayley_Tullett_0001.jpg\n",
            "LFW/lfw_align_112/Hayley_Tullett/Hayley_Tullett_0002.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0004.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0001.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0003.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0002.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0006.jpg\n",
            "LFW/lfw_align_112/Albert_Costa/Albert_Costa_0005.jpg\n",
            "LFW/lfw_align_112/John_McCain/\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0007.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0003.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0006.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0002.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0004.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0005.jpg\n",
            "LFW/lfw_align_112/John_McCain/John_McCain_0001.jpg\n",
            "LFW/lfw_align_112/Erick_Barkley/\n",
            "LFW/lfw_align_112/Erick_Barkley/Erick_Barkley_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Coverdale/\n",
            "LFW/lfw_align_112/Tom_Coverdale/Tom_Coverdale_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Coverdale/Tom_Coverdale_0002.jpg\n",
            "LFW/lfw_align_112/Judy_Locy/\n",
            "LFW/lfw_align_112/Judy_Locy/Judy_Locy_0001.jpg\n",
            "LFW/lfw_align_112/Jennifer_Renee_Short/\n",
            "LFW/lfw_align_112/Jennifer_Renee_Short/Jennifer_Renee_Short_0001.jpg\n",
            "LFW/lfw_align_112/Mehdi_Baala/\n",
            "LFW/lfw_align_112/Mehdi_Baala/Mehdi_Baala_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0005.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0003.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0006.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0002.jpg\n",
            "LFW/lfw_align_112/Jim_Furyk/Jim_Furyk_0004.jpg\n",
            "LFW/lfw_align_112/Hank_McKinnell/\n",
            "LFW/lfw_align_112/Hank_McKinnell/Hank_McKinnell_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Fonda/\n",
            "LFW/lfw_align_112/Peter_Fonda/Peter_Fonda_0001.jpg\n",
            "LFW/lfw_align_112/Giannina_Facio/\n",
            "LFW/lfw_align_112/Giannina_Facio/Giannina_Facio_0001.jpg\n",
            "LFW/lfw_align_112/Nicola_Wells/\n",
            "LFW/lfw_align_112/Nicola_Wells/Nicola_Wells_0001.jpg\n",
            "LFW/lfw_align_112/Patricia_Garone/\n",
            "LFW/lfw_align_112/Patricia_Garone/Patricia_Garone_0001.jpg\n",
            "LFW/lfw_align_112/Thad_Matta/\n",
            "LFW/lfw_align_112/Thad_Matta/Thad_Matta_0001.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0007.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0005.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0010.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0009.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0002.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0006.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0004.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0001.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0003.jpg\n",
            "LFW/lfw_align_112/Javier_Solana/Javier_Solana_0008.jpg\n",
            "LFW/lfw_align_112/Tian_Liang/\n",
            "LFW/lfw_align_112/Tian_Liang/Tian_Liang_0001.jpg\n",
            "LFW/lfw_align_112/Yu_Shyi-kun/\n",
            "LFW/lfw_align_112/Yu_Shyi-kun/Yu_Shyi-kun_0004.jpg\n",
            "LFW/lfw_align_112/Yu_Shyi-kun/Yu_Shyi-kun_0003.jpg\n",
            "LFW/lfw_align_112/Yu_Shyi-kun/Yu_Shyi-kun_0002.jpg\n",
            "LFW/lfw_align_112/Yu_Shyi-kun/Yu_Shyi-kun_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Samp/\n",
            "LFW/lfw_align_112/Mike_Samp/Mike_Samp_0001.jpg\n",
            "LFW/lfw_align_112/Kimi_Raikkonen/\n",
            "LFW/lfw_align_112/Kimi_Raikkonen/Kimi_Raikkonen_0002.jpg\n",
            "LFW/lfw_align_112/Kimi_Raikkonen/Kimi_Raikkonen_0003.jpg\n",
            "LFW/lfw_align_112/Kimi_Raikkonen/Kimi_Raikkonen_0001.jpg\n",
            "LFW/lfw_align_112/Albert_Pujols/\n",
            "LFW/lfw_align_112/Albert_Pujols/Albert_Pujols_0001.jpg\n",
            "LFW/lfw_align_112/Elena_Bovina/\n",
            "LFW/lfw_align_112/Elena_Bovina/Elena_Bovina_0001.jpg\n",
            "LFW/lfw_align_112/Elena_Bovina/Elena_Bovina_0002.jpg\n",
            "LFW/lfw_align_112/Elena_Bovina/Elena_Bovina_0003.jpg\n",
            "LFW/lfw_align_112/Diego_Armando_Maradona/\n",
            "LFW/lfw_align_112/Diego_Armando_Maradona/Diego_Armando_Maradona_0001.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0006.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0003.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0004.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0007.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0005.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0002.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0008.jpg\n",
            "LFW/lfw_align_112/Kim_Dae-jung/Kim_Dae-jung_0001.jpg\n",
            "LFW/lfw_align_112/Barbara_Bodine/\n",
            "LFW/lfw_align_112/Barbara_Bodine/Barbara_Bodine_0001.jpg\n",
            "LFW/lfw_align_112/Zoe_Ball/\n",
            "LFW/lfw_align_112/Zoe_Ball/Zoe_Ball_0001.jpg\n",
            "LFW/lfw_align_112/Hatsui_Hasuike/\n",
            "LFW/lfw_align_112/Hatsui_Hasuike/Hatsui_Hasuike_0001.jpg\n",
            "LFW/lfw_align_112/Gregorio_Honasan/\n",
            "LFW/lfw_align_112/Gregorio_Honasan/Gregorio_Honasan_0001.jpg\n",
            "LFW/lfw_align_112/Derrick_Taylor/\n",
            "LFW/lfw_align_112/Derrick_Taylor/Derrick_Taylor_0001.jpg\n",
            "LFW/lfw_align_112/Jan_Peter_Balkenende/\n",
            "LFW/lfw_align_112/Jan_Peter_Balkenende/Jan_Peter_Balkenende_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0006.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0007.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0004.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0011.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0010.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0003.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0008.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0002.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0009.jpg\n",
            "LFW/lfw_align_112/Paul_Burrell/Paul_Burrell_0005.jpg\n",
            "LFW/lfw_align_112/Anastasia_Myskina/\n",
            "LFW/lfw_align_112/Anastasia_Myskina/Anastasia_Myskina_0001.jpg\n",
            "LFW/lfw_align_112/Anastasia_Myskina/Anastasia_Myskina_0002.jpg\n",
            "LFW/lfw_align_112/Anastasia_Myskina/Anastasia_Myskina_0003.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0012.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0005.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0025.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0011.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0003.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0009.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0022.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0008.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0007.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0023.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0014.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0021.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0020.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0004.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0024.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0016.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0018.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0019.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0010.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0006.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0017.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0002.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0015.jpg\n",
            "LFW/lfw_align_112/Tom_Daschle/Tom_Daschle_0013.jpg\n",
            "LFW/lfw_align_112/Dion_Glover/\n",
            "LFW/lfw_align_112/Dion_Glover/Dion_Glover_0001.jpg\n",
            "LFW/lfw_align_112/Myung_Yang/\n",
            "LFW/lfw_align_112/Myung_Yang/Myung_Yang_0001.jpg\n",
            "LFW/lfw_align_112/Daniel_Rouse/\n",
            "LFW/lfw_align_112/Daniel_Rouse/Daniel_Rouse_0001.jpg\n",
            "LFW/lfw_align_112/Aram_Adler/\n",
            "LFW/lfw_align_112/Aram_Adler/Aram_Adler_0001.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0009.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0005.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0013.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0011.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0008.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0010.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0012.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0003.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0002.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0006.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0001.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0007.jpg\n",
            "LFW/lfw_align_112/Edmund_Stoiber/Edmund_Stoiber_0004.jpg\n",
            "LFW/lfw_align_112/Vincent_Sombrotto/\n",
            "LFW/lfw_align_112/Vincent_Sombrotto/Vincent_Sombrotto_0001.jpg\n",
            "LFW/lfw_align_112/Pierre_Van_Hooijdonk/\n",
            "LFW/lfw_align_112/Pierre_Van_Hooijdonk/Pierre_Van_Hooijdonk_0001.jpg\n",
            "LFW/lfw_align_112/Melvin_Talbert/\n",
            "LFW/lfw_align_112/Melvin_Talbert/Melvin_Talbert_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Joseph/\n",
            "LFW/lfw_align_112/Stephen_Joseph/Stephen_Joseph_0001.jpg\n",
            "LFW/lfw_align_112/Kellie_Coffey/\n",
            "LFW/lfw_align_112/Kellie_Coffey/Kellie_Coffey_0001.jpg\n",
            "LFW/lfw_align_112/Anders_Fogh_Rasmussen/\n",
            "LFW/lfw_align_112/Anders_Fogh_Rasmussen/Anders_Fogh_Rasmussen_0001.jpg\n",
            "LFW/lfw_align_112/Anders_Fogh_Rasmussen/Anders_Fogh_Rasmussen_0003.jpg\n",
            "LFW/lfw_align_112/Anders_Fogh_Rasmussen/Anders_Fogh_Rasmussen_0004.jpg\n",
            "LFW/lfw_align_112/Anders_Fogh_Rasmussen/Anders_Fogh_Rasmussen_0002.jpg\n",
            "LFW/lfw_align_112/George_Foreman/\n",
            "LFW/lfw_align_112/George_Foreman/George_Foreman_0002.jpg\n",
            "LFW/lfw_align_112/George_Foreman/George_Foreman_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Dole/\n",
            "LFW/lfw_align_112/Bob_Dole/Bob_Dole_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Dole/Bob_Dole_0002.jpg\n",
            "LFW/lfw_align_112/Bob_Dole/Bob_Dole_0003.jpg\n",
            "LFW/lfw_align_112/Dany_Heatley/\n",
            "LFW/lfw_align_112/Dany_Heatley/Dany_Heatley_0001.jpg\n",
            "LFW/lfw_align_112/Doug_Collins/\n",
            "LFW/lfw_align_112/Doug_Collins/Doug_Collins_0001.jpg\n",
            "LFW/lfw_align_112/Doug_Collins/Doug_Collins_0002.jpg\n",
            "LFW/lfw_align_112/Conan_OBrien/\n",
            "LFW/lfw_align_112/Conan_OBrien/Conan_OBrien_0004.jpg\n",
            "LFW/lfw_align_112/Conan_OBrien/Conan_OBrien_0003.jpg\n",
            "LFW/lfw_align_112/Conan_OBrien/Conan_OBrien_0001.jpg\n",
            "LFW/lfw_align_112/Conan_OBrien/Conan_OBrien_0002.jpg\n",
            "LFW/lfw_align_112/Stefano_Gabbana/\n",
            "LFW/lfw_align_112/Stefano_Gabbana/Stefano_Gabbana_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Finley/\n",
            "LFW/lfw_align_112/Joe_Finley/Joe_Finley_0001.jpg\n",
            "LFW/lfw_align_112/Mikhail_Shvydkoi/\n",
            "LFW/lfw_align_112/Mikhail_Shvydkoi/Mikhail_Shvydkoi_0001.jpg\n",
            "LFW/lfw_align_112/Larry_Ralston/\n",
            "LFW/lfw_align_112/Larry_Ralston/Larry_Ralston_0001.jpg\n",
            "LFW/lfw_align_112/Emilio_Botin/\n",
            "LFW/lfw_align_112/Emilio_Botin/Emilio_Botin_0001.jpg\n",
            "LFW/lfw_align_112/Gene_Robinson/\n",
            "LFW/lfw_align_112/Gene_Robinson/Gene_Robinson_0005.jpg\n",
            "LFW/lfw_align_112/Gene_Robinson/Gene_Robinson_0004.jpg\n",
            "LFW/lfw_align_112/Gene_Robinson/Gene_Robinson_0001.jpg\n",
            "LFW/lfw_align_112/Gene_Robinson/Gene_Robinson_0003.jpg\n",
            "LFW/lfw_align_112/Gene_Robinson/Gene_Robinson_0002.jpg\n",
            "LFW/lfw_align_112/Park_Jie-won/\n",
            "LFW/lfw_align_112/Park_Jie-won/Park_Jie-won_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Bronson/\n",
            "LFW/lfw_align_112/Charles_Bronson/Charles_Bronson_0002.jpg\n",
            "LFW/lfw_align_112/Charles_Bronson/Charles_Bronson_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Bronson/Charles_Bronson_0003.jpg\n",
            "LFW/lfw_align_112/John_Sununu/\n",
            "LFW/lfw_align_112/John_Sununu/John_Sununu_0001.jpg\n",
            "LFW/lfw_align_112/Thomas_Day/\n",
            "LFW/lfw_align_112/Thomas_Day/Thomas_Day_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0005.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0006.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0003.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0002.jpg\n",
            "LFW/lfw_align_112/Bob_Graham/Bob_Graham_0004.jpg\n",
            "LFW/lfw_align_112/Nathan_Smith/\n",
            "LFW/lfw_align_112/Nathan_Smith/Nathan_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Aly_Wagner/\n",
            "LFW/lfw_align_112/Aly_Wagner/Aly_Wagner_0001.jpg\n",
            "LFW/lfw_align_112/Melchor_Cob_Castro/\n",
            "LFW/lfw_align_112/Melchor_Cob_Castro/Melchor_Cob_Castro_0001.jpg\n",
            "LFW/lfw_align_112/Tippi_Hedren/\n",
            "LFW/lfw_align_112/Tippi_Hedren/Tippi_Hedren_0002.jpg\n",
            "LFW/lfw_align_112/Tippi_Hedren/Tippi_Hedren_0001.jpg\n",
            "LFW/lfw_align_112/Ion_Iliescu/\n",
            "LFW/lfw_align_112/Ion_Iliescu/Ion_Iliescu_0001.jpg\n",
            "LFW/lfw_align_112/Joan_Dangerfield/\n",
            "LFW/lfw_align_112/Joan_Dangerfield/Joan_Dangerfield_0001.jpg\n",
            "LFW/lfw_align_112/Shi_Guangsheng/\n",
            "LFW/lfw_align_112/Shi_Guangsheng/Shi_Guangsheng_0001.jpg\n",
            "LFW/lfw_align_112/Stella_McCartney/\n",
            "LFW/lfw_align_112/Stella_McCartney/Stella_McCartney_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Mohammed_Maher/\n",
            "LFW/lfw_align_112/Ali_Mohammed_Maher/Ali_Mohammed_Maher_0001.jpg\n",
            "LFW/lfw_align_112/Carlton_Dotson/\n",
            "LFW/lfw_align_112/Carlton_Dotson/Carlton_Dotson_0001.jpg\n",
            "LFW/lfw_align_112/Eric_Fehr/\n",
            "LFW/lfw_align_112/Eric_Fehr/Eric_Fehr_0001.jpg\n",
            "LFW/lfw_align_112/Riek_Blanjaar/\n",
            "LFW/lfw_align_112/Riek_Blanjaar/Riek_Blanjaar_0001.jpg\n",
            "LFW/lfw_align_112/Roger_Staubach/\n",
            "LFW/lfw_align_112/Roger_Staubach/Roger_Staubach_0001.jpg\n",
            "LFW/lfw_align_112/Allison_Janney/\n",
            "LFW/lfw_align_112/Allison_Janney/Allison_Janney_0001.jpg\n",
            "LFW/lfw_align_112/Allison_Janney/Allison_Janney_0002.jpg\n",
            "LFW/lfw_align_112/Azmi_Bishara/\n",
            "LFW/lfw_align_112/Azmi_Bishara/Azmi_Bishara_0001.jpg\n",
            "LFW/lfw_align_112/Gordon_McDonald/\n",
            "LFW/lfw_align_112/Gordon_McDonald/Gordon_McDonald_0001.jpg\n",
            "LFW/lfw_align_112/LK_Advani/\n",
            "LFW/lfw_align_112/LK_Advani/LK_Advani_0002.jpg\n",
            "LFW/lfw_align_112/LK_Advani/LK_Advani_0001.jpg\n",
            "LFW/lfw_align_112/LK_Advani/LK_Advani_0003.jpg\n",
            "LFW/lfw_align_112/Keith_Van_Horn/\n",
            "LFW/lfw_align_112/Keith_Van_Horn/Keith_Van_Horn_0001.jpg\n",
            "LFW/lfw_align_112/Reggie_Sanders/\n",
            "LFW/lfw_align_112/Reggie_Sanders/Reggie_Sanders_0001.jpg\n",
            "LFW/lfw_align_112/Maggie_Smith/\n",
            "LFW/lfw_align_112/Maggie_Smith/Maggie_Smith_0001.jpg\n",
            "LFW/lfw_align_112/Maggie_Smith/Maggie_Smith_0002.jpg\n",
            "LFW/lfw_align_112/Aaron_Pena/\n",
            "LFW/lfw_align_112/Aaron_Pena/Aaron_Pena_0001.jpg\n",
            "LFW/lfw_align_112/Guillaume_Cannet/\n",
            "LFW/lfw_align_112/Guillaume_Cannet/Guillaume_Cannet_0001.jpg\n",
            "LFW/lfw_align_112/Enrique_Oliu/\n",
            "LFW/lfw_align_112/Enrique_Oliu/Enrique_Oliu_0001.jpg\n",
            "LFW/lfw_align_112/Jong_Wook_Lee/\n",
            "LFW/lfw_align_112/Jong_Wook_Lee/Jong_Wook_Lee_0003.jpg\n",
            "LFW/lfw_align_112/Jong_Wook_Lee/Jong_Wook_Lee_0001.jpg\n",
            "LFW/lfw_align_112/Jong_Wook_Lee/Jong_Wook_Lee_0002.jpg\n",
            "LFW/lfw_align_112/Jong_Wook_Lee/Jong_Wook_Lee_0004.jpg\n",
            "LFW/lfw_align_112/Tsutomu_Takebe/\n",
            "LFW/lfw_align_112/Tsutomu_Takebe/Tsutomu_Takebe_0001.jpg\n",
            "LFW/lfw_align_112/Tsutomu_Takebe/Tsutomu_Takebe_0002.jpg\n",
            "LFW/lfw_align_112/Sonia_Lopez/\n",
            "LFW/lfw_align_112/Sonia_Lopez/Sonia_Lopez_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Byrd/\n",
            "LFW/lfw_align_112/Paul_Byrd/Paul_Byrd_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Byrd/Paul_Byrd_0002.jpg\n",
            "LFW/lfw_align_112/Nick_Cassavetes/\n",
            "LFW/lfw_align_112/Nick_Cassavetes/Nick_Cassavetes_0001.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0004.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0001.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0006.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0002.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0005.jpg\n",
            "LFW/lfw_align_112/Thaksin_Shinawatra/Thaksin_Shinawatra_0003.jpg\n",
            "LFW/lfw_align_112/Rahul_Dravid/\n",
            "LFW/lfw_align_112/Rahul_Dravid/Rahul_Dravid_0001.jpg\n",
            "LFW/lfw_align_112/Juliette_Binoche/\n",
            "LFW/lfw_align_112/Juliette_Binoche/Juliette_Binoche_0001.jpg\n",
            "LFW/lfw_align_112/Spike_Jonze/\n",
            "LFW/lfw_align_112/Spike_Jonze/Spike_Jonze_0001.jpg\n",
            "LFW/lfw_align_112/Ian_Moran/\n",
            "LFW/lfw_align_112/Ian_Moran/Ian_Moran_0001.jpg\n",
            "LFW/lfw_align_112/Brad_Brownell/\n",
            "LFW/lfw_align_112/Brad_Brownell/Brad_Brownell_0001.jpg\n",
            "LFW/lfw_align_112/Ernie_Eves/\n",
            "LFW/lfw_align_112/Ernie_Eves/Ernie_Eves_0002.jpg\n",
            "LFW/lfw_align_112/Ernie_Eves/Ernie_Eves_0001.jpg\n",
            "LFW/lfw_align_112/Edward_Norton/\n",
            "LFW/lfw_align_112/Edward_Norton/Edward_Norton_0002.jpg\n",
            "LFW/lfw_align_112/Edward_Norton/Edward_Norton_0001.jpg\n",
            "LFW/lfw_align_112/Helen_Alvare/\n",
            "LFW/lfw_align_112/Helen_Alvare/Helen_Alvare_0001.jpg\n",
            "LFW/lfw_align_112/Audrey_Lacroix/\n",
            "LFW/lfw_align_112/Audrey_Lacroix/Audrey_Lacroix_0001.jpg\n",
            "LFW/lfw_align_112/Chuck_Amato/\n",
            "LFW/lfw_align_112/Chuck_Amato/Chuck_Amato_0002.jpg\n",
            "LFW/lfw_align_112/Chuck_Amato/Chuck_Amato_0001.jpg\n",
            "LFW/lfw_align_112/Michelle_Chiklis/\n",
            "LFW/lfw_align_112/Michelle_Chiklis/Michelle_Chiklis_0001.jpg\n",
            "LFW/lfw_align_112/Walt_Harris/\n",
            "LFW/lfw_align_112/Walt_Harris/Walt_Harris_0001.jpg\n",
            "LFW/lfw_align_112/Julia_Ormond/\n",
            "LFW/lfw_align_112/Julia_Ormond/Julia_Ormond_0001.jpg\n",
            "LFW/lfw_align_112/Franklin_Brown/\n",
            "LFW/lfw_align_112/Franklin_Brown/Franklin_Brown_0001.jpg\n",
            "LFW/lfw_align_112/Adrian_Annus/\n",
            "LFW/lfw_align_112/Adrian_Annus/Adrian_Annus_0001.jpg\n",
            "LFW/lfw_align_112/Edward_Burns/\n",
            "LFW/lfw_align_112/Edward_Burns/Edward_Burns_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Cantalupo/\n",
            "LFW/lfw_align_112/Jim_Cantalupo/Jim_Cantalupo_0001.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0007.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0001.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0003.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0002.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0006.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0005.jpg\n",
            "LFW/lfw_align_112/Ana_Guevara/Ana_Guevara_0004.jpg\n",
            "LFW/lfw_align_112/Jim_Spinoza/\n",
            "LFW/lfw_align_112/Jim_Spinoza/Jim_Spinoza_0001.jpg\n",
            "LFW/lfw_align_112/Mikhail_Wehbe/\n",
            "LFW/lfw_align_112/Mikhail_Wehbe/Mikhail_Wehbe_0003.jpg\n",
            "LFW/lfw_align_112/Mikhail_Wehbe/Mikhail_Wehbe_0002.jpg\n",
            "LFW/lfw_align_112/Mikhail_Wehbe/Mikhail_Wehbe_0004.jpg\n",
            "LFW/lfw_align_112/Mikhail_Wehbe/Mikhail_Wehbe_0001.jpg\n",
            "LFW/lfw_align_112/Marsha_Thomason/\n",
            "LFW/lfw_align_112/Marsha_Thomason/Marsha_Thomason_0001.jpg\n",
            "LFW/lfw_align_112/David_Anderson/\n",
            "LFW/lfw_align_112/David_Anderson/David_Anderson_0001.jpg\n",
            "LFW/lfw_align_112/David_Anderson/David_Anderson_0005.jpg\n",
            "LFW/lfw_align_112/David_Anderson/David_Anderson_0002.jpg\n",
            "LFW/lfw_align_112/David_Anderson/David_Anderson_0003.jpg\n",
            "LFW/lfw_align_112/David_Anderson/David_Anderson_0004.jpg\n",
            "LFW/lfw_align_112/Silvia_Farina_Elia/\n",
            "LFW/lfw_align_112/Silvia_Farina_Elia/Silvia_Farina_Elia_0002.jpg\n",
            "LFW/lfw_align_112/Silvia_Farina_Elia/Silvia_Farina_Elia_0001.jpg\n",
            "LFW/lfw_align_112/Silvia_Farina_Elia/Silvia_Farina_Elia_0003.jpg\n",
            "LFW/lfw_align_112/Chung_Mong-hun/\n",
            "LFW/lfw_align_112/Chung_Mong-hun/Chung_Mong-hun_0001.jpg\n",
            "LFW/lfw_align_112/Chung_Mong-hun/Chung_Mong-hun_0002.jpg\n",
            "LFW/lfw_align_112/Nastia_Liukin/\n",
            "LFW/lfw_align_112/Nastia_Liukin/Nastia_Liukin_0001.jpg\n",
            "LFW/lfw_align_112/Ray_Allen/\n",
            "LFW/lfw_align_112/Ray_Allen/Ray_Allen_0002.jpg\n",
            "LFW/lfw_align_112/Ray_Allen/Ray_Allen_0003.jpg\n",
            "LFW/lfw_align_112/Ray_Allen/Ray_Allen_0001.jpg\n",
            "LFW/lfw_align_112/Russ_Ortiz/\n",
            "LFW/lfw_align_112/Russ_Ortiz/Russ_Ortiz_0001.jpg\n",
            "LFW/lfw_align_112/Zakia_Hakki/\n",
            "LFW/lfw_align_112/Zakia_Hakki/Zakia_Hakki_0001.jpg\n",
            "LFW/lfw_align_112/Florencia_Macri/\n",
            "LFW/lfw_align_112/Florencia_Macri/Florencia_Macri_0001.jpg\n",
            "LFW/lfw_align_112/Ratna_Sari_Dewi_Sukarno/\n",
            "LFW/lfw_align_112/Ratna_Sari_Dewi_Sukarno/Ratna_Sari_Dewi_Sukarno_0001.jpg\n",
            "LFW/lfw_align_112/Gloria_Trevi/\n",
            "LFW/lfw_align_112/Gloria_Trevi/Gloria_Trevi_0003.jpg\n",
            "LFW/lfw_align_112/Gloria_Trevi/Gloria_Trevi_0001.jpg\n",
            "LFW/lfw_align_112/Gloria_Trevi/Gloria_Trevi_0002.jpg\n",
            "LFW/lfw_align_112/Gloria_Trevi/Gloria_Trevi_0004.jpg\n",
            "LFW/lfw_align_112/Richard_Reid/\n",
            "LFW/lfw_align_112/Richard_Reid/Richard_Reid_0001.jpg\n",
            "LFW/lfw_align_112/Joey_Harrington/\n",
            "LFW/lfw_align_112/Joey_Harrington/Joey_Harrington_0001.jpg\n",
            "LFW/lfw_align_112/Debbie_Reynolds/\n",
            "LFW/lfw_align_112/Debbie_Reynolds/Debbie_Reynolds_0003.jpg\n",
            "LFW/lfw_align_112/Debbie_Reynolds/Debbie_Reynolds_0001.jpg\n",
            "LFW/lfw_align_112/Debbie_Reynolds/Debbie_Reynolds_0002.jpg\n",
            "LFW/lfw_align_112/Debbie_Reynolds/Debbie_Reynolds_0004.jpg\n",
            "LFW/lfw_align_112/Terence_Newman/\n",
            "LFW/lfw_align_112/Terence_Newman/Terence_Newman_0001.jpg\n",
            "LFW/lfw_align_112/Valerie_Thwaites/\n",
            "LFW/lfw_align_112/Valerie_Thwaites/Valerie_Thwaites_0001.jpg\n",
            "LFW/lfw_align_112/Pilar_Montenegro/\n",
            "LFW/lfw_align_112/Pilar_Montenegro/Pilar_Montenegro_0001.jpg\n",
            "LFW/lfw_align_112/Sean_OKeefe/\n",
            "LFW/lfw_align_112/Sean_OKeefe/Sean_OKeefe_0005.jpg\n",
            "LFW/lfw_align_112/Sean_OKeefe/Sean_OKeefe_0001.jpg\n",
            "LFW/lfw_align_112/Sean_OKeefe/Sean_OKeefe_0002.jpg\n",
            "LFW/lfw_align_112/Sean_OKeefe/Sean_OKeefe_0004.jpg\n",
            "LFW/lfw_align_112/Sean_OKeefe/Sean_OKeefe_0003.jpg\n",
            "LFW/lfw_align_112/Randy_Dryer/\n",
            "LFW/lfw_align_112/Randy_Dryer/Randy_Dryer_0001.jpg\n",
            "LFW/lfw_align_112/Darvis_Patton/\n",
            "LFW/lfw_align_112/Darvis_Patton/Darvis_Patton_0001.jpg\n",
            "LFW/lfw_align_112/Svetlana_Koroleva/\n",
            "LFW/lfw_align_112/Svetlana_Koroleva/Svetlana_Koroleva_0002.jpg\n",
            "LFW/lfw_align_112/Svetlana_Koroleva/Svetlana_Koroleva_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Chan/\n",
            "LFW/lfw_align_112/Peter_Chan/Peter_Chan_0001.jpg\n",
            "LFW/lfw_align_112/Jonathan_Woodgate/\n",
            "LFW/lfw_align_112/Jonathan_Woodgate/Jonathan_Woodgate_0001.jpg\n",
            "LFW/lfw_align_112/Gisele_Bundchen/\n",
            "LFW/lfw_align_112/Gisele_Bundchen/Gisele_Bundchen_0001.jpg\n",
            "LFW/lfw_align_112/Gisele_Bundchen/Gisele_Bundchen_0002.jpg\n",
            "LFW/lfw_align_112/Mark_Hurlbert/\n",
            "LFW/lfw_align_112/Mark_Hurlbert/Mark_Hurlbert_0004.jpg\n",
            "LFW/lfw_align_112/Mark_Hurlbert/Mark_Hurlbert_0001.jpg\n",
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            "LFW/lfw_align_112/Mark_Hurlbert/Mark_Hurlbert_0003.jpg\n",
            "LFW/lfw_align_112/Alex_Zanardi/\n",
            "LFW/lfw_align_112/Alex_Zanardi/Alex_Zanardi_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Armitage/\n",
            "LFW/lfw_align_112/Richard_Armitage/Richard_Armitage_0005.jpg\n",
            "LFW/lfw_align_112/Richard_Armitage/Richard_Armitage_0002.jpg\n",
            "LFW/lfw_align_112/Richard_Armitage/Richard_Armitage_0001.jpg\n",
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            "LFW/lfw_align_112/Richard_Armitage/Richard_Armitage_0006.jpg\n",
            "LFW/lfw_align_112/Gustavo_Terrazas/\n",
            "LFW/lfw_align_112/Gustavo_Terrazas/Gustavo_Terrazas_0001.jpg\n",
            "LFW/lfw_align_112/Chris_Whitney/\n",
            "LFW/lfw_align_112/Chris_Whitney/Chris_Whitney_0001.jpg\n",
            "LFW/lfw_align_112/Carlos_Moya/\n",
            "LFW/lfw_align_112/Carlos_Moya/Carlos_Moya_0004.jpg\n",
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            "LFW/lfw_align_112/Carlos_Moya/Carlos_Moya_0001.jpg\n",
            "LFW/lfw_align_112/Abdel_Nasser_Assidi/\n",
            "LFW/lfw_align_112/Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg\n",
            "LFW/lfw_align_112/Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg\n",
            "LFW/lfw_align_112/Shimon_Peres/\n",
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            "LFW/lfw_align_112/Shimon_Peres/Shimon_Peres_0006.jpg\n",
            "LFW/lfw_align_112/Bill_Kollar/\n",
            "LFW/lfw_align_112/Bill_Kollar/Bill_Kollar_0001.jpg\n",
            "LFW/lfw_align_112/Luis_Rosario_Huertas/\n",
            "LFW/lfw_align_112/Luis_Rosario_Huertas/Luis_Rosario_Huertas_0001.jpg\n",
            "LFW/lfw_align_112/Federico_Fellini/\n",
            "LFW/lfw_align_112/Federico_Fellini/Federico_Fellini_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Carrey/\n",
            "LFW/lfw_align_112/Jim_Carrey/Jim_Carrey_0002.jpg\n",
            "LFW/lfw_align_112/Jim_Carrey/Jim_Carrey_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Carrey/Jim_Carrey_0003.jpg\n",
            "LFW/lfw_align_112/Kong_Quan/\n",
            "LFW/lfw_align_112/Kong_Quan/Kong_Quan_0001.jpg\n",
            "LFW/lfw_align_112/Pamela_Anderson/\n",
            "LFW/lfw_align_112/Pamela_Anderson/Pamela_Anderson_0004.jpg\n",
            "LFW/lfw_align_112/Pamela_Anderson/Pamela_Anderson_0002.jpg\n",
            "LFW/lfw_align_112/Pamela_Anderson/Pamela_Anderson_0005.jpg\n",
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            "LFW/lfw_align_112/Pamela_Anderson/Pamela_Anderson_0003.jpg\n",
            "LFW/lfw_align_112/Dan_Guerrero/\n",
            "LFW/lfw_align_112/Dan_Guerrero/Dan_Guerrero_0001.jpg\n",
            "LFW/lfw_align_112/Ernie_Preate/\n",
            "LFW/lfw_align_112/Ernie_Preate/Ernie_Preate_0001.jpg\n",
            "LFW/lfw_align_112/Ray_Halbritter/\n",
            "LFW/lfw_align_112/Ray_Halbritter/Ray_Halbritter_0001.jpg\n",
            "LFW/lfw_align_112/Franco_Dragone/\n",
            "LFW/lfw_align_112/Franco_Dragone/Franco_Dragone_0002.jpg\n",
            "LFW/lfw_align_112/Franco_Dragone/Franco_Dragone_0001.jpg\n",
            "LFW/lfw_align_112/Fredric_Seaman/\n",
            "LFW/lfw_align_112/Fredric_Seaman/Fredric_Seaman_0001.jpg\n",
            "LFW/lfw_align_112/Ken_Wharfe/\n",
            "LFW/lfw_align_112/Ken_Wharfe/Ken_Wharfe_0001.jpg\n",
            "LFW/lfw_align_112/Hugh_Miller/\n",
            "LFW/lfw_align_112/Hugh_Miller/Hugh_Miller_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Martin/\n",
            "LFW/lfw_align_112/Jamie_Martin/Jamie_Martin_0001.jpg\n",
            "LFW/lfw_align_112/Adrianna_Zuzic/\n",
            "LFW/lfw_align_112/Adrianna_Zuzic/Adrianna_Zuzic_0001.jpg\n",
            "LFW/lfw_align_112/Jonathan_Fine/\n",
            "LFW/lfw_align_112/Jonathan_Fine/Jonathan_Fine_0001.jpg\n",
            "LFW/lfw_align_112/Carlos_Ghosn/\n",
            "LFW/lfw_align_112/Carlos_Ghosn/Carlos_Ghosn_0002.jpg\n",
            "LFW/lfw_align_112/Carlos_Ghosn/Carlos_Ghosn_0001.jpg\n",
            "LFW/lfw_align_112/Derek_King/\n",
            "LFW/lfw_align_112/Derek_King/Derek_King_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Funk/\n",
            "LFW/lfw_align_112/Stephen_Funk/Stephen_Funk_0001.jpg\n",
            "LFW/lfw_align_112/Ahmad_Masood/\n",
            "LFW/lfw_align_112/Ahmad_Masood/Ahmad_Masood_0001.jpg\n",
            "LFW/lfw_align_112/Ahmad_Masood/Ahmad_Masood_0002.jpg\n",
            "LFW/lfw_align_112/Debra_Shank/\n",
            "LFW/lfw_align_112/Debra_Shank/Debra_Shank_0001.jpg\n",
            "LFW/lfw_align_112/Iain_Richmond/\n",
            "LFW/lfw_align_112/Iain_Richmond/Iain_Richmond_0001.jpg\n",
            "LFW/lfw_align_112/Rosalyn_Carter/\n",
            "LFW/lfw_align_112/Rosalyn_Carter/Rosalyn_Carter_0001.jpg\n",
            "LFW/lfw_align_112/Noor_Mohammed/\n",
            "LFW/lfw_align_112/Noor_Mohammed/Noor_Mohammed_0001.jpg\n",
            "LFW/lfw_align_112/Robin_Wright_Penn/\n",
            "LFW/lfw_align_112/Robin_Wright_Penn/Robin_Wright_Penn_0001.jpg\n",
            "LFW/lfw_align_112/Candace_Sutton/\n",
            "LFW/lfw_align_112/Candace_Sutton/Candace_Sutton_0001.jpg\n",
            "LFW/lfw_align_112/Roberto_Robaina/\n",
            "LFW/lfw_align_112/Roberto_Robaina/Roberto_Robaina_0001.jpg\n",
            "LFW/lfw_align_112/Daniela_Cicarelli/\n",
            "LFW/lfw_align_112/Daniela_Cicarelli/Daniela_Cicarelli_0001.jpg\n",
            "LFW/lfw_align_112/Adam_Ant/\n",
            "LFW/lfw_align_112/Adam_Ant/Adam_Ant_0001.jpg\n",
            "LFW/lfw_align_112/Jason_Statham/\n",
            "LFW/lfw_align_112/Jason_Statham/Jason_Statham_0001.jpg\n",
            "LFW/lfw_align_112/Zinedine_Zidane/\n",
            "LFW/lfw_align_112/Zinedine_Zidane/Zinedine_Zidane_0006.jpg\n",
            "LFW/lfw_align_112/Zinedine_Zidane/Zinedine_Zidane_0002.jpg\n",
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            "LFW/lfw_align_112/Zinedine_Zidane/Zinedine_Zidane_0001.jpg\n",
            "LFW/lfw_align_112/Zinedine_Zidane/Zinedine_Zidane_0004.jpg\n",
            "LFW/lfw_align_112/Katrin_Susi/\n",
            "LFW/lfw_align_112/Katrin_Susi/Katrin_Susi_0001.jpg\n",
            "LFW/lfw_align_112/Lou_Piniella/\n",
            "LFW/lfw_align_112/Lou_Piniella/Lou_Piniella_0002.jpg\n",
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            "LFW/lfw_align_112/Lou_Piniella/Lou_Piniella_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Bellhorn/\n",
            "LFW/lfw_align_112/Mark_Bellhorn/Mark_Bellhorn_0001.jpg\n",
            "LFW/lfw_align_112/Keith_Fotta/\n",
            "LFW/lfw_align_112/Keith_Fotta/Keith_Fotta_0001.jpg\n",
            "LFW/lfw_align_112/Mstislav_Rostropovich/\n",
            "LFW/lfw_align_112/Mstislav_Rostropovich/Mstislav_Rostropovich_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Hahn/\n",
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            "LFW/lfw_align_112/Ian_Knop/\n",
            "LFW/lfw_align_112/Ian_Knop/Ian_Knop_0001.jpg\n",
            "LFW/lfw_align_112/Olivier_Boulay/\n",
            "LFW/lfw_align_112/Olivier_Boulay/Olivier_Boulay_0001.jpg\n",
            "LFW/lfw_align_112/Cruz_Bustamante/\n",
            "LFW/lfw_align_112/Cruz_Bustamante/Cruz_Bustamante_0004.jpg\n",
            "LFW/lfw_align_112/Cruz_Bustamante/Cruz_Bustamante_0005.jpg\n",
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            "LFW/lfw_align_112/Cruz_Bustamante/Cruz_Bustamante_0003.jpg\n",
            "LFW/lfw_align_112/Anton_Balasingham/\n",
            "LFW/lfw_align_112/Anton_Balasingham/Anton_Balasingham_0001.jpg\n",
            "LFW/lfw_align_112/Tracee_Ellis_Ross/\n",
            "LFW/lfw_align_112/Tracee_Ellis_Ross/Tracee_Ellis_Ross_0001.jpg\n",
            "LFW/lfw_align_112/Tracee_Ellis_Ross/Tracee_Ellis_Ross_0002.jpg\n",
            "LFW/lfw_align_112/Victor_Hanescu/\n",
            "LFW/lfw_align_112/Victor_Hanescu/Victor_Hanescu_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Pollack/\n",
            "LFW/lfw_align_112/Robert_Pollack/Robert_Pollack_0001.jpg\n",
            "LFW/lfw_align_112/Fidel_Castro/\n",
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            "LFW/lfw_align_112/Fidel_Castro/Fidel_Castro_0003.jpg\n",
            "LFW/lfw_align_112/Roel_Campos/\n",
            "LFW/lfw_align_112/Roel_Campos/Roel_Campos_0001.jpg\n",
            "LFW/lfw_align_112/Janet_Crawford/\n",
            "LFW/lfw_align_112/Janet_Crawford/Janet_Crawford_0001.jpg\n",
            "LFW/lfw_align_112/Terry_Lynn_Barton/\n",
            "LFW/lfw_align_112/Terry_Lynn_Barton/Terry_Lynn_Barton_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Wolf/\n",
            "LFW/lfw_align_112/Scott_Wolf/Scott_Wolf_0001.jpg\n",
            "LFW/lfw_align_112/Scott_Wolf/Scott_Wolf_0002.jpg\n",
            "LFW/lfw_align_112/Joe_Paterno/\n",
            "LFW/lfw_align_112/Joe_Paterno/Joe_Paterno_0001.jpg\n",
            "LFW/lfw_align_112/German_Khan/\n",
            "LFW/lfw_align_112/German_Khan/German_Khan_0001.jpg\n",
            "LFW/lfw_align_112/Philip_Murtaugh/\n",
            "LFW/lfw_align_112/Philip_Murtaugh/Philip_Murtaugh_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Blackwill/\n",
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            "LFW/lfw_align_112/Robert_Blackwill/Robert_Blackwill_0002.jpg\n",
            "LFW/lfw_align_112/Gabriel_Hughes/\n",
            "LFW/lfw_align_112/Gabriel_Hughes/Gabriel_Hughes_0001.jpg\n",
            "LFW/lfw_align_112/David_Westerfield/\n",
            "LFW/lfw_align_112/David_Westerfield/David_Westerfield_0001.jpg\n",
            "LFW/lfw_align_112/Petro_Symonenko/\n",
            "LFW/lfw_align_112/Petro_Symonenko/Petro_Symonenko_0002.jpg\n",
            "LFW/lfw_align_112/Petro_Symonenko/Petro_Symonenko_0001.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0011.jpg\n",
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            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0016.jpg\n",
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            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0048.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0043.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0008.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0002.jpg\n",
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            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0050.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0005.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0034.jpg\n",
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            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0032.jpg\n",
            "LFW/lfw_align_112/Jacques_Chirac/Jacques_Chirac_0009.jpg\n",
            "LFW/lfw_align_112/Edwina_Currie/\n",
            "LFW/lfw_align_112/Edwina_Currie/Edwina_Currie_0002.jpg\n",
            "LFW/lfw_align_112/Edwina_Currie/Edwina_Currie_0004.jpg\n",
            "LFW/lfw_align_112/Edwina_Currie/Edwina_Currie_0001.jpg\n",
            "LFW/lfw_align_112/Edwina_Currie/Edwina_Currie_0003.jpg\n",
            "LFW/lfw_align_112/Herman_Edwards/\n",
            "LFW/lfw_align_112/Herman_Edwards/Herman_Edwards_0001.jpg\n",
            "LFW/lfw_align_112/Marisol_Martinez_Sambran/\n",
            "LFW/lfw_align_112/Marisol_Martinez_Sambran/Marisol_Martinez_Sambran_0001.jpg\n",
            "LFW/lfw_align_112/Art_Lopez/\n",
            "LFW/lfw_align_112/Art_Lopez/Art_Lopez_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0009.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0003.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0006.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0007.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0005.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0008.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0011.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0004.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0002.jpg\n",
            "LFW/lfw_align_112/Mark_Philippoussis/Mark_Philippoussis_0010.jpg\n",
            "LFW/lfw_align_112/Janez_Drnovsek/\n",
            "LFW/lfw_align_112/Janez_Drnovsek/Janez_Drnovsek_0001.jpg\n",
            "LFW/lfw_align_112/Chris_Simon/\n",
            "LFW/lfw_align_112/Chris_Simon/Chris_Simon_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Chamberlain/\n",
            "LFW/lfw_align_112/Richard_Chamberlain/Richard_Chamberlain_0001.jpg\n",
            "LFW/lfw_align_112/Jack_Knowlton/\n",
            "LFW/lfw_align_112/Jack_Knowlton/Jack_Knowlton_0001.jpg\n",
            "LFW/lfw_align_112/Abba_Eban/\n",
            "LFW/lfw_align_112/Abba_Eban/Abba_Eban_0001.jpg\n",
            "LFW/lfw_align_112/Evo_Morales/\n",
            "LFW/lfw_align_112/Evo_Morales/Evo_Morales_0001.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0014.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0001.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0003.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0013.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0002.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0015.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0011.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0008.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0005.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0016.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0010.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0007.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0004.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0009.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0017.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0012.jpg\n",
            "LFW/lfw_align_112/Renee_Zellweger/Renee_Zellweger_0006.jpg\n",
            "LFW/lfw_align_112/Marina_Hands/\n",
            "LFW/lfw_align_112/Marina_Hands/Marina_Hands_0001.jpg\n",
            "LFW/lfw_align_112/Guillermo_Canas/\n",
            "LFW/lfw_align_112/Guillermo_Canas/Guillermo_Canas_0003.jpg\n",
            "LFW/lfw_align_112/Guillermo_Canas/Guillermo_Canas_0004.jpg\n",
            "LFW/lfw_align_112/Guillermo_Canas/Guillermo_Canas_0001.jpg\n",
            "LFW/lfw_align_112/Guillermo_Canas/Guillermo_Canas_0002.jpg\n",
            "LFW/lfw_align_112/Mark_Mariscal/\n",
            "LFW/lfw_align_112/Mark_Mariscal/Mark_Mariscal_0001.jpg\n",
            "LFW/lfw_align_112/Daniele_Bergamin/\n",
            "LFW/lfw_align_112/Daniele_Bergamin/Daniele_Bergamin_0001.jpg\n",
            "LFW/lfw_align_112/Bela_Karolyi/\n",
            "LFW/lfw_align_112/Bela_Karolyi/Bela_Karolyi_0001.jpg\n",
            "LFW/lfw_align_112/Lawrence_MacAulay/\n",
            "LFW/lfw_align_112/Lawrence_MacAulay/Lawrence_MacAulay_0002.jpg\n",
            "LFW/lfw_align_112/Lawrence_MacAulay/Lawrence_MacAulay_0001.jpg\n",
            "LFW/lfw_align_112/Hal_Sutton/\n",
            "LFW/lfw_align_112/Hal_Sutton/Hal_Sutton_0002.jpg\n",
            "LFW/lfw_align_112/Hal_Sutton/Hal_Sutton_0001.jpg\n",
            "LFW/lfw_align_112/Nina_Jacobson/\n",
            "LFW/lfw_align_112/Nina_Jacobson/Nina_Jacobson_0001.jpg\n",
            "LFW/lfw_align_112/Jean-Luc_Bideau/\n",
            "LFW/lfw_align_112/Jean-Luc_Bideau/Jean-Luc_Bideau_0001.jpg\n",
            "LFW/lfw_align_112/Fred_Wilpon/\n",
            "LFW/lfw_align_112/Fred_Wilpon/Fred_Wilpon_0001.jpg\n",
            "LFW/lfw_align_112/Missy_Crider/\n",
            "LFW/lfw_align_112/Missy_Crider/Missy_Crider_0001.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0002.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0005.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0006.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0007.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0004.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0001.jpg\n",
            "LFW/lfw_align_112/Oscar_De_La_Hoya/Oscar_De_La_Hoya_0003.jpg\n",
            "LFW/lfw_align_112/Percy_Gibson/\n",
            "LFW/lfw_align_112/Percy_Gibson/Percy_Gibson_0001.jpg\n",
            "LFW/lfw_align_112/Mitch_Kupchak/\n",
            "LFW/lfw_align_112/Mitch_Kupchak/Mitch_Kupchak_0001.jpg\n",
            "LFW/lfw_align_112/Donna_Brazile/\n",
            "LFW/lfw_align_112/Donna_Brazile/Donna_Brazile_0001.jpg\n",
            "LFW/lfw_align_112/Askar_Akayev/\n",
            "LFW/lfw_align_112/Askar_Akayev/Askar_Akayev_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Broad/\n",
            "LFW/lfw_align_112/Michael_Broad/Michael_Broad_0001.jpg\n",
            "LFW/lfw_align_112/Kaio_Almeida/\n",
            "LFW/lfw_align_112/Kaio_Almeida/Kaio_Almeida_0001.jpg\n",
            "LFW/lfw_align_112/Carol_Burnett/\n",
            "LFW/lfw_align_112/Carol_Burnett/Carol_Burnett_0002.jpg\n",
            "LFW/lfw_align_112/Carol_Burnett/Carol_Burnett_0001.jpg\n",
            "LFW/lfw_align_112/Bill_Doba/\n",
            "LFW/lfw_align_112/Bill_Doba/Bill_Doba_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Flaherty/\n",
            "LFW/lfw_align_112/Jim_Flaherty/Jim_Flaherty_0001.jpg\n",
            "LFW/lfw_align_112/John_Sweeney/\n",
            "LFW/lfw_align_112/John_Sweeney/John_Sweeney_0001.jpg\n",
            "LFW/lfw_align_112/Evie_Lazarou/\n",
            "LFW/lfw_align_112/Evie_Lazarou/Evie_Lazarou_0001.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0002.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0007.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0006.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0005.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0001.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0003.jpg\n",
            "LFW/lfw_align_112/Martin_Scorsese/Martin_Scorsese_0004.jpg\n",
            "LFW/lfw_align_112/Jorge_Batlle/\n",
            "LFW/lfw_align_112/Jorge_Batlle/Jorge_Batlle_0003.jpg\n",
            "LFW/lfw_align_112/Jorge_Batlle/Jorge_Batlle_0002.jpg\n",
            "LFW/lfw_align_112/Jorge_Batlle/Jorge_Batlle_0001.jpg\n",
            "LFW/lfw_align_112/Christopher_Walken/\n",
            "LFW/lfw_align_112/Christopher_Walken/Christopher_Walken_0001.jpg\n",
            "LFW/lfw_align_112/Christopher_Walken/Christopher_Walken_0004.jpg\n",
            "LFW/lfw_align_112/Christopher_Walken/Christopher_Walken_0002.jpg\n",
            "LFW/lfw_align_112/Christopher_Walken/Christopher_Walken_0003.jpg\n",
            "LFW/lfw_align_112/James_Parker/\n",
            "LFW/lfw_align_112/James_Parker/James_Parker_0001.jpg\n",
            "LFW/lfw_align_112/James_Parker/James_Parker_0002.jpg\n",
            "LFW/lfw_align_112/Allan_Kemakeza/\n",
            "LFW/lfw_align_112/Allan_Kemakeza/Allan_Kemakeza_0001.jpg\n",
            "LFW/lfw_align_112/Yoshiyuki_Kamei/\n",
            "LFW/lfw_align_112/Yoshiyuki_Kamei/Yoshiyuki_Kamei_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Olis/\n",
            "LFW/lfw_align_112/Jamie_Olis/Jamie_Olis_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Kagame/\n",
            "LFW/lfw_align_112/Paul_Kagame/Paul_Kagame_0001.jpg\n",
            "LFW/lfw_align_112/Paul_Kagame/Paul_Kagame_0002.jpg\n",
            "LFW/lfw_align_112/Charlie_Zaa/\n",
            "LFW/lfw_align_112/Charlie_Zaa/Charlie_Zaa_0002.jpg\n",
            "LFW/lfw_align_112/Charlie_Zaa/Charlie_Zaa_0001.jpg\n",
            "LFW/lfw_align_112/Sybille_Schmid/\n",
            "LFW/lfw_align_112/Sybille_Schmid/Sybille_Schmid_0001.jpg\n",
            "LFW/lfw_align_112/Glen_DaSilva/\n",
            "LFW/lfw_align_112/Glen_DaSilva/Glen_DaSilva_0001.jpg\n",
            "LFW/lfw_align_112/Horace_Donovan_Reid/\n",
            "LFW/lfw_align_112/Horace_Donovan_Reid/Horace_Donovan_Reid_0001.jpg\n",
            "LFW/lfw_align_112/Federico_Castelan_Sayre/\n",
            "LFW/lfw_align_112/Federico_Castelan_Sayre/Federico_Castelan_Sayre_0001.jpg\n",
            "LFW/lfw_align_112/Shanna_Zolman/\n",
            "LFW/lfw_align_112/Shanna_Zolman/Shanna_Zolman_0001.jpg\n",
            "LFW/lfw_align_112/Ilham_Aliev/\n",
            "LFW/lfw_align_112/Ilham_Aliev/Ilham_Aliev_0001.jpg\n",
            "LFW/lfw_align_112/Marc_Gold/\n",
            "LFW/lfw_align_112/Marc_Gold/Marc_Gold_0001.jpg\n",
            "LFW/lfw_align_112/Jefferson_Perez/\n",
            "LFW/lfw_align_112/Jefferson_Perez/Jefferson_Perez_0001.jpg\n",
            "LFW/lfw_align_112/Jefferson_Perez/Jefferson_Perez_0002.jpg\n",
            "LFW/lfw_align_112/Samuel_Waksal/\n",
            "LFW/lfw_align_112/Samuel_Waksal/Samuel_Waksal_0002.jpg\n",
            "LFW/lfw_align_112/Samuel_Waksal/Samuel_Waksal_0003.jpg\n",
            "LFW/lfw_align_112/Samuel_Waksal/Samuel_Waksal_0004.jpg\n",
            "LFW/lfw_align_112/Samuel_Waksal/Samuel_Waksal_0001.jpg\n",
            "LFW/lfw_align_112/Jesse_Harris/\n",
            "LFW/lfw_align_112/Jesse_Harris/Jesse_Harris_0003.jpg\n",
            "LFW/lfw_align_112/Jesse_Harris/Jesse_Harris_0002.jpg\n",
            "LFW/lfw_align_112/Jesse_Harris/Jesse_Harris_0001.jpg\n",
            "LFW/lfw_align_112/Luca_Cordero_di_Montezemolo/\n",
            "LFW/lfw_align_112/Luca_Cordero_di_Montezemolo/Luca_Cordero_di_Montezemolo_0001.jpg\n",
            "LFW/lfw_align_112/Vadim_Strogalev/\n",
            "LFW/lfw_align_112/Vadim_Strogalev/Vadim_Strogalev_0001.jpg\n",
            "LFW/lfw_align_112/Tim_Robbins/\n",
            "LFW/lfw_align_112/Tim_Robbins/Tim_Robbins_0002.jpg\n",
            "LFW/lfw_align_112/Tim_Robbins/Tim_Robbins_0003.jpg\n",
            "LFW/lfw_align_112/Tim_Robbins/Tim_Robbins_0004.jpg\n",
            "LFW/lfw_align_112/Tim_Robbins/Tim_Robbins_0005.jpg\n",
            "LFW/lfw_align_112/Tim_Robbins/Tim_Robbins_0001.jpg\n",
            "LFW/lfw_align_112/Stephen_Thompson/\n",
            "LFW/lfw_align_112/Stephen_Thompson/Stephen_Thompson_0001.jpg\n",
            "LFW/lfw_align_112/Harry_Kalas/\n",
            "LFW/lfw_align_112/Harry_Kalas/Harry_Kalas_0001.jpg\n",
            "LFW/lfw_align_112/Harry_Kalas/Harry_Kalas_0002.jpg\n",
            "LFW/lfw_align_112/Einars_Repse/\n",
            "LFW/lfw_align_112/Einars_Repse/Einars_Repse_0001.jpg\n",
            "LFW/lfw_align_112/Malcolm_Glazer/\n",
            "LFW/lfw_align_112/Malcolm_Glazer/Malcolm_Glazer_0001.jpg\n",
            "LFW/lfw_align_112/Dan_Duquette/\n",
            "LFW/lfw_align_112/Dan_Duquette/Dan_Duquette_0001.jpg\n",
            "LFW/lfw_align_112/Vernon_Forrest/\n",
            "LFW/lfw_align_112/Vernon_Forrest/Vernon_Forrest_0001.jpg\n",
            "LFW/lfw_align_112/Henry_Hilow/\n",
            "LFW/lfw_align_112/Henry_Hilow/Henry_Hilow_0001.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0003.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0008.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0010.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0002.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0011.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0004.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0006.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0013.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0012.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0001.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0007.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0005.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0009.jpg\n",
            "LFW/lfw_align_112/Dick_Cheney/Dick_Cheney_0014.jpg\n",
            "LFW/lfw_align_112/Vadim_Devyatovskiy/\n",
            "LFW/lfw_align_112/Vadim_Devyatovskiy/Vadim_Devyatovskiy_0001.jpg\n",
            "LFW/lfw_align_112/Tabare_Vazquez/\n",
            "LFW/lfw_align_112/Tabare_Vazquez/Tabare_Vazquez_0001.jpg\n",
            "LFW/lfw_align_112/Claudette_Robinson/\n",
            "LFW/lfw_align_112/Claudette_Robinson/Claudette_Robinson_0001.jpg\n",
            "LFW/lfw_align_112/William_Delahunt/\n",
            "LFW/lfw_align_112/William_Delahunt/William_Delahunt_0001.jpg\n",
            "LFW/lfw_align_112/Thomas_Stewart/\n",
            "LFW/lfw_align_112/Thomas_Stewart/Thomas_Stewart_0001.jpg\n",
            "LFW/lfw_align_112/Luis_Berrondo/\n",
            "LFW/lfw_align_112/Luis_Berrondo/Luis_Berrondo_0001.jpg\n",
            "LFW/lfw_align_112/Ali_Bin_Hussein/\n",
            "LFW/lfw_align_112/Ali_Bin_Hussein/Ali_Bin_Hussein_0001.jpg\n",
            "LFW/lfw_align_112/Thierry_Mariani/\n",
            "LFW/lfw_align_112/Thierry_Mariani/Thierry_Mariani_0001.jpg\n",
            "LFW/lfw_align_112/Patricia_Phillips/\n",
            "LFW/lfw_align_112/Patricia_Phillips/Patricia_Phillips_0001.jpg\n",
            "LFW/lfw_align_112/James_Sensenbrenner/\n",
            "LFW/lfw_align_112/James_Sensenbrenner/James_Sensenbrenner_0001.jpg\n",
            "LFW/lfw_align_112/Ryan_Newman/\n",
            "LFW/lfw_align_112/Ryan_Newman/Ryan_Newman_0001.jpg\n",
            "LFW/lfw_align_112/David_Myers/\n",
            "LFW/lfw_align_112/David_Myers/David_Myers_0002.jpg\n",
            "LFW/lfw_align_112/David_Myers/David_Myers_0001.jpg\n",
            "LFW/lfw_align_112/Judith_Nathan/\n",
            "LFW/lfw_align_112/Judith_Nathan/Judith_Nathan_0001.jpg\n",
            "LFW/lfw_align_112/Heidi_Fleiss/\n",
            "LFW/lfw_align_112/Heidi_Fleiss/Heidi_Fleiss_0002.jpg\n",
            "LFW/lfw_align_112/Heidi_Fleiss/Heidi_Fleiss_0001.jpg\n",
            "LFW/lfw_align_112/Heidi_Fleiss/Heidi_Fleiss_0003.jpg\n",
            "LFW/lfw_align_112/Heidi_Fleiss/Heidi_Fleiss_0004.jpg\n",
            "LFW/lfw_align_112/Adriana_Perez_Navarro/\n",
            "LFW/lfw_align_112/Adriana_Perez_Navarro/Adriana_Perez_Navarro_0001.jpg\n",
            "LFW/lfw_align_112/Jose_Canseco_Sr/\n",
            "LFW/lfw_align_112/Jose_Canseco_Sr/Jose_Canseco_Sr_0001.jpg\n",
            "LFW/lfw_align_112/Guus_Hiddink/\n",
            "LFW/lfw_align_112/Guus_Hiddink/Guus_Hiddink_0001.jpg\n",
            "LFW/lfw_align_112/Austin_Kearns/\n",
            "LFW/lfw_align_112/Austin_Kearns/Austin_Kearns_0001.jpg\n",
            "LFW/lfw_align_112/Mary_Jo_Myers/\n",
            "LFW/lfw_align_112/Mary_Jo_Myers/Mary_Jo_Myers_0001.jpg\n",
            "LFW/lfw_align_112/Steven_Seagal/\n",
            "LFW/lfw_align_112/Steven_Seagal/Steven_Seagal_0002.jpg\n",
            "LFW/lfw_align_112/Steven_Seagal/Steven_Seagal_0001.jpg\n",
            "LFW/lfw_align_112/Lisa_Raymond/\n",
            "LFW/lfw_align_112/Lisa_Raymond/Lisa_Raymond_0001.jpg\n",
            "LFW/lfw_align_112/Lisa_Raymond/Lisa_Raymond_0002.jpg\n",
            "LFW/lfw_align_112/Blas_Ople/\n",
            "LFW/lfw_align_112/Blas_Ople/Blas_Ople_0001.jpg\n",
            "LFW/lfw_align_112/Kajsa_Bergqvist/\n",
            "LFW/lfw_align_112/Kajsa_Bergqvist/Kajsa_Bergqvist_0001.jpg\n",
            "LFW/lfw_align_112/Soon_Yi/\n",
            "LFW/lfw_align_112/Soon_Yi/Soon_Yi_0001.jpg\n",
            "LFW/lfw_align_112/John_McCormack/\n",
            "LFW/lfw_align_112/John_McCormack/John_McCormack_0002.jpg\n",
            "LFW/lfw_align_112/John_McCormack/John_McCormack_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Eskridge/\n",
            "LFW/lfw_align_112/Bob_Eskridge/Bob_Eskridge_0001.jpg\n",
            "LFW/lfw_align_112/Nasser_al-Kidwa/\n",
            "LFW/lfw_align_112/Nasser_al-Kidwa/Nasser_al-Kidwa_0002.jpg\n",
            "LFW/lfw_align_112/Nasser_al-Kidwa/Nasser_al-Kidwa_0001.jpg\n",
            "LFW/lfw_align_112/Patrick_Bourrat/\n",
            "LFW/lfw_align_112/Patrick_Bourrat/Patrick_Bourrat_0001.jpg\n",
            "LFW/lfw_align_112/Tono_Suratman/\n",
            "LFW/lfw_align_112/Tono_Suratman/Tono_Suratman_0001.jpg\n",
            "LFW/lfw_align_112/Jay_Leno/\n",
            "LFW/lfw_align_112/Jay_Leno/Jay_Leno_0002.jpg\n",
            "LFW/lfw_align_112/Jay_Leno/Jay_Leno_0001.jpg\n",
            "LFW/lfw_align_112/Jay_Leno/Jay_Leno_0003.jpg\n",
            "LFW/lfw_align_112/Angie_Martinez/\n",
            "LFW/lfw_align_112/Angie_Martinez/Angie_Martinez_0001.jpg\n",
            "LFW/lfw_align_112/Todd_Wike/\n",
            "LFW/lfw_align_112/Todd_Wike/Todd_Wike_0001.jpg\n",
            "LFW/lfw_align_112/Heinrich_Wolfgang/\n",
            "LFW/lfw_align_112/Heinrich_Wolfgang/Heinrich_Wolfgang_0001.jpg\n",
            "LFW/lfw_align_112/Darrell_Porter/\n",
            "LFW/lfw_align_112/Darrell_Porter/Darrell_Porter_0002.jpg\n",
            "LFW/lfw_align_112/Darrell_Porter/Darrell_Porter_0001.jpg\n",
            "LFW/lfw_align_112/Vanessa_Williams/\n",
            "LFW/lfw_align_112/Vanessa_Williams/Vanessa_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Vanessa_Williams/Vanessa_Williams_0002.jpg\n",
            "LFW/lfw_align_112/Vanessa_Williams/Vanessa_Williams_0003.jpg\n",
            "LFW/lfw_align_112/Stefan_Koubek/\n",
            "LFW/lfw_align_112/Stefan_Koubek/Stefan_Koubek_0001.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0002.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0001.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0009.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0004.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0010.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0011.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0014.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0012.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0013.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0006.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0007.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0005.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0008.jpg\n",
            "LFW/lfw_align_112/Yoriko_Kawaguchi/Yoriko_Kawaguchi_0003.jpg\n",
            "LFW/lfw_align_112/Melanie_Griffith/\n",
            "LFW/lfw_align_112/Melanie_Griffith/Melanie_Griffith_0001.jpg\n",
            "LFW/lfw_align_112/Melanie_Griffith/Melanie_Griffith_0003.jpg\n",
            "LFW/lfw_align_112/Melanie_Griffith/Melanie_Griffith_0002.jpg\n",
            "LFW/lfw_align_112/Kenny_Brack/\n",
            "LFW/lfw_align_112/Kenny_Brack/Kenny_Brack_0001.jpg\n",
            "LFW/lfw_align_112/Elena_de_Chavez/\n",
            "LFW/lfw_align_112/Elena_de_Chavez/Elena_de_Chavez_0001.jpg\n",
            "LFW/lfw_align_112/James_Wattana/\n",
            "LFW/lfw_align_112/James_Wattana/James_Wattana_0001.jpg\n",
            "LFW/lfw_align_112/Ramiro_Goben_Reducindo/\n",
            "LFW/lfw_align_112/Ramiro_Goben_Reducindo/Ramiro_Goben_Reducindo_0001.jpg\n",
            "LFW/lfw_align_112/Dexter_Jackson/\n",
            "LFW/lfw_align_112/Dexter_Jackson/Dexter_Jackson_0001.jpg\n",
            "LFW/lfw_align_112/Dexter_Jackson/Dexter_Jackson_0002.jpg\n",
            "LFW/lfw_align_112/Barry_Nakell/\n",
            "LFW/lfw_align_112/Barry_Nakell/Barry_Nakell_0001.jpg\n",
            "LFW/lfw_align_112/Pascal_Affi_Nguessan/\n",
            "LFW/lfw_align_112/Pascal_Affi_Nguessan/Pascal_Affi_Nguessan_0001.jpg\n",
            "LFW/lfw_align_112/Heath_Ledger/\n",
            "LFW/lfw_align_112/Heath_Ledger/Heath_Ledger_0003.jpg\n",
            "LFW/lfw_align_112/Heath_Ledger/Heath_Ledger_0001.jpg\n",
            "LFW/lfw_align_112/Heath_Ledger/Heath_Ledger_0004.jpg\n",
            "LFW/lfw_align_112/Heath_Ledger/Heath_Ledger_0002.jpg\n",
            "LFW/lfw_align_112/Dan_Prinster/\n",
            "LFW/lfw_align_112/Dan_Prinster/Dan_Prinster_0001.jpg\n",
            "LFW/lfw_align_112/Lincoln_Chafee/\n",
            "LFW/lfw_align_112/Lincoln_Chafee/Lincoln_Chafee_0001.jpg\n",
            "LFW/lfw_align_112/Taoufik_Mathlouthi/\n",
            "LFW/lfw_align_112/Taoufik_Mathlouthi/Taoufik_Mathlouthi_0001.jpg\n",
            "LFW/lfw_align_112/Martin_Kristof/\n",
            "LFW/lfw_align_112/Martin_Kristof/Martin_Kristof_0001.jpg\n",
            "LFW/lfw_align_112/Rob_Niedermayer/\n",
            "LFW/lfw_align_112/Rob_Niedermayer/Rob_Niedermayer_0001.jpg\n",
            "LFW/lfw_align_112/Pat_Rochester/\n",
            "LFW/lfw_align_112/Pat_Rochester/Pat_Rochester_0001.jpg\n",
            "LFW/lfw_align_112/Douglas_Meester/\n",
            "LFW/lfw_align_112/Douglas_Meester/Douglas_Meester_0001.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0001.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0011.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0002.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0008.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0009.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0005.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0010.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0004.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0007.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0006.jpg\n",
            "LFW/lfw_align_112/Condoleezza_Rice/Condoleezza_Rice_0003.jpg\n",
            "LFW/lfw_align_112/John_Barnett/\n",
            "LFW/lfw_align_112/John_Barnett/John_Barnett_0001.jpg\n",
            "LFW/lfw_align_112/Nicolas_Cage/\n",
            "LFW/lfw_align_112/Nicolas_Cage/Nicolas_Cage_0003.jpg\n",
            "LFW/lfw_align_112/Nicolas_Cage/Nicolas_Cage_0001.jpg\n",
            "LFW/lfw_align_112/Nicolas_Cage/Nicolas_Cage_0002.jpg\n",
            "LFW/lfw_align_112/Nicolas_Cage/Nicolas_Cage_0004.jpg\n",
            "LFW/lfw_align_112/Sergei_Yushenkov/\n",
            "LFW/lfw_align_112/Sergei_Yushenkov/Sergei_Yushenkov_0001.jpg\n",
            "LFW/lfw_align_112/John_Rosa/\n",
            "LFW/lfw_align_112/John_Rosa/John_Rosa_0003.jpg\n",
            "LFW/lfw_align_112/John_Rosa/John_Rosa_0002.jpg\n",
            "LFW/lfw_align_112/John_Rosa/John_Rosa_0001.jpg\n",
            "LFW/lfw_align_112/Milan_Kucan/\n",
            "LFW/lfw_align_112/Milan_Kucan/Milan_Kucan_0001.jpg\n",
            "LFW/lfw_align_112/Mary_Lou_Markakis/\n",
            "LFW/lfw_align_112/Mary_Lou_Markakis/Mary_Lou_Markakis_0001.jpg\n",
            "LFW/lfw_align_112/Gordon_Campbell/\n",
            "LFW/lfw_align_112/Gordon_Campbell/Gordon_Campbell_0002.jpg\n",
            "LFW/lfw_align_112/Gordon_Campbell/Gordon_Campbell_0001.jpg\n",
            "LFW/lfw_align_112/Jose_Miguel_Aleman/\n",
            "LFW/lfw_align_112/Jose_Miguel_Aleman/Jose_Miguel_Aleman_0001.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0006.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0002.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0003.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0001.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0004.jpg\n",
            "LFW/lfw_align_112/Rick_Perry/Rick_Perry_0005.jpg\n",
            "LFW/lfw_align_112/Gregory_Hines/\n",
            "LFW/lfw_align_112/Gregory_Hines/Gregory_Hines_0002.jpg\n",
            "LFW/lfw_align_112/Gregory_Hines/Gregory_Hines_0001.jpg\n",
            "LFW/lfw_align_112/Sharon_Osbourne/\n",
            "LFW/lfw_align_112/Sharon_Osbourne/Sharon_Osbourne_0001.jpg\n",
            "LFW/lfw_align_112/Sharon_Osbourne/Sharon_Osbourne_0002.jpg\n",
            "LFW/lfw_align_112/Sharon_Osbourne/Sharon_Osbourne_0003.jpg\n",
            "LFW/lfw_align_112/Elvis_Stojko/\n",
            "LFW/lfw_align_112/Elvis_Stojko/Elvis_Stojko_0001.jpg\n",
            "LFW/lfw_align_112/Emily_Robison/\n",
            "LFW/lfw_align_112/Emily_Robison/Emily_Robison_0002.jpg\n",
            "LFW/lfw_align_112/Emily_Robison/Emily_Robison_0001.jpg\n",
            "LFW/lfw_align_112/Veronica_Lake/\n",
            "LFW/lfw_align_112/Veronica_Lake/Veronica_Lake_0001.jpg\n",
            "LFW/lfw_align_112/Leslie_Wiser_Jr/\n",
            "LFW/lfw_align_112/Leslie_Wiser_Jr/Leslie_Wiser_Jr_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Calzaghe/\n",
            "LFW/lfw_align_112/Joe_Calzaghe/Joe_Calzaghe_0002.jpg\n",
            "LFW/lfw_align_112/Joe_Calzaghe/Joe_Calzaghe_0001.jpg\n",
            "LFW/lfw_align_112/Santiago_Botero/\n",
            "LFW/lfw_align_112/Santiago_Botero/Santiago_Botero_0001.jpg\n",
            "LFW/lfw_align_112/Wen_Ho_Lee/\n",
            "LFW/lfw_align_112/Wen_Ho_Lee/Wen_Ho_Lee_0001.jpg\n",
            "LFW/lfw_align_112/Ken_Watanabe/\n",
            "LFW/lfw_align_112/Ken_Watanabe/Ken_Watanabe_0002.jpg\n",
            "LFW/lfw_align_112/Ken_Watanabe/Ken_Watanabe_0001.jpg\n",
            "LFW/lfw_align_112/Jenna_Elfman/\n",
            "LFW/lfw_align_112/Jenna_Elfman/Jenna_Elfman_0001.jpg\n",
            "LFW/lfw_align_112/Pharrell_Williams/\n",
            "LFW/lfw_align_112/Pharrell_Williams/Pharrell_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Hugh_Campbell/\n",
            "LFW/lfw_align_112/Hugh_Campbell/Hugh_Campbell_0001.jpg\n",
            "LFW/lfw_align_112/Eric_Robert_Rudolph/\n",
            "LFW/lfw_align_112/Eric_Robert_Rudolph/Eric_Robert_Rudolph_0003.jpg\n",
            "LFW/lfw_align_112/Eric_Robert_Rudolph/Eric_Robert_Rudolph_0001.jpg\n",
            "LFW/lfw_align_112/Eric_Robert_Rudolph/Eric_Robert_Rudolph_0002.jpg\n",
            "LFW/lfw_align_112/Dave_Campo/\n",
            "LFW/lfw_align_112/Dave_Campo/Dave_Campo_0003.jpg\n",
            "LFW/lfw_align_112/Dave_Campo/Dave_Campo_0001.jpg\n",
            "LFW/lfw_align_112/Dave_Campo/Dave_Campo_0002.jpg\n",
            "LFW/lfw_align_112/Micky_Arison/\n",
            "LFW/lfw_align_112/Micky_Arison/Micky_Arison_0001.jpg\n",
            "LFW/lfw_align_112/Rod_Blagojevich/\n",
            "LFW/lfw_align_112/Rod_Blagojevich/Rod_Blagojevich_0001.jpg\n",
            "LFW/lfw_align_112/Rod_Blagojevich/Rod_Blagojevich_0002.jpg\n",
            "LFW/lfw_align_112/Robert_Korzeniowski/\n",
            "LFW/lfw_align_112/Robert_Korzeniowski/Robert_Korzeniowski_0001.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0007.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0001.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0008.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0004.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0003.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0006.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0002.jpg\n",
            "LFW/lfw_align_112/Jonathan_Edwards/Jonathan_Edwards_0005.jpg\n",
            "LFW/lfw_align_112/Martina_McBride/\n",
            "LFW/lfw_align_112/Martina_McBride/Martina_McBride_0002.jpg\n",
            "LFW/lfw_align_112/Martina_McBride/Martina_McBride_0004.jpg\n",
            "LFW/lfw_align_112/Martina_McBride/Martina_McBride_0001.jpg\n",
            "LFW/lfw_align_112/Martina_McBride/Martina_McBride_0005.jpg\n",
            "LFW/lfw_align_112/Martina_McBride/Martina_McBride_0003.jpg\n",
            "LFW/lfw_align_112/Elton_John/\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0004.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0003.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0005.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0002.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0007.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0006.jpg\n",
            "LFW/lfw_align_112/Elton_John/Elton_John_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Valentine/\n",
            "LFW/lfw_align_112/Steve_Valentine/Steve_Valentine_0001.jpg\n",
            "LFW/lfw_align_112/Anthony_Hazen/\n",
            "LFW/lfw_align_112/Anthony_Hazen/Anthony_Hazen_0001.jpg\n",
            "LFW/lfw_align_112/Alex_Cejka/\n",
            "LFW/lfw_align_112/Alex_Cejka/Alex_Cejka_0001.jpg\n",
            "LFW/lfw_align_112/Elisha_Cuthbert/\n",
            "LFW/lfw_align_112/Elisha_Cuthbert/Elisha_Cuthbert_0001.jpg\n",
            "LFW/lfw_align_112/Maribel_Dominguez/\n",
            "LFW/lfw_align_112/Maribel_Dominguez/Maribel_Dominguez_0001.jpg\n",
            "LFW/lfw_align_112/Ibrahim_Haddad/\n",
            "LFW/lfw_align_112/Ibrahim_Haddad/Ibrahim_Haddad_0001.jpg\n",
            "LFW/lfw_align_112/Joseph_Blatter/\n",
            "LFW/lfw_align_112/Joseph_Blatter/Joseph_Blatter_0002.jpg\n",
            "LFW/lfw_align_112/Joseph_Blatter/Joseph_Blatter_0001.jpg\n",
            "LFW/lfw_align_112/Asif_Ali_Zardari/\n",
            "LFW/lfw_align_112/Asif_Ali_Zardari/Asif_Ali_Zardari_0001.jpg\n",
            "LFW/lfw_align_112/Kate_Lee/\n",
            "LFW/lfw_align_112/Kate_Lee/Kate_Lee_0001.jpg\n",
            "LFW/lfw_align_112/Francis_Ricciardone/\n",
            "LFW/lfw_align_112/Francis_Ricciardone/Francis_Ricciardone_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Mariucci/\n",
            "LFW/lfw_align_112/Steve_Mariucci/Steve_Mariucci_0001.jpg\n",
            "LFW/lfw_align_112/Steve_Mariucci/Steve_Mariucci_0003.jpg\n",
            "LFW/lfw_align_112/Steve_Mariucci/Steve_Mariucci_0002.jpg\n",
            "LFW/lfw_align_112/Luo_Linquan/\n",
            "LFW/lfw_align_112/Luo_Linquan/Luo_Linquan_0001.jpg\n",
            "LFW/lfw_align_112/Wei_Wu/\n",
            "LFW/lfw_align_112/Wei_Wu/Wei_Wu_0001.jpg\n",
            "LFW/lfw_align_112/Daniel_Bruehl/\n",
            "LFW/lfw_align_112/Daniel_Bruehl/Daniel_Bruehl_0001.jpg\n",
            "LFW/lfw_align_112/Nora_Ephron/\n",
            "LFW/lfw_align_112/Nora_Ephron/Nora_Ephron_0001.jpg\n",
            "LFW/lfw_align_112/Janet_Ecker/\n",
            "LFW/lfw_align_112/Janet_Ecker/Janet_Ecker_0001.jpg\n",
            "LFW/lfw_align_112/Wayne_Brady/\n",
            "LFW/lfw_align_112/Wayne_Brady/Wayne_Brady_0001.jpg\n",
            "LFW/lfw_align_112/Woodrow_Stanley/\n",
            "LFW/lfw_align_112/Woodrow_Stanley/Woodrow_Stanley_0001.jpg\n",
            "LFW/lfw_align_112/George_Plimpton/\n",
            "LFW/lfw_align_112/George_Plimpton/George_Plimpton_0001.jpg\n",
            "LFW/lfw_align_112/Earl_Scruggs/\n",
            "LFW/lfw_align_112/Earl_Scruggs/Earl_Scruggs_0001.jpg\n",
            "LFW/lfw_align_112/Rhett_Warrener/\n",
            "LFW/lfw_align_112/Rhett_Warrener/Rhett_Warrener_0001.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0008.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0007.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0003.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0004.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0001.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0002.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0006.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0005.jpg\n",
            "LFW/lfw_align_112/Ray_Romano/Ray_Romano_0009.jpg\n",
            "LFW/lfw_align_112/Anna_Jones/\n",
            "LFW/lfw_align_112/Anna_Jones/Anna_Jones_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Mendes/\n",
            "LFW/lfw_align_112/Joe_Mendes/Joe_Mendes_0001.jpg\n",
            "LFW/lfw_align_112/Stanley_Tong/\n",
            "LFW/lfw_align_112/Stanley_Tong/Stanley_Tong_0001.jpg\n",
            "LFW/lfw_align_112/Stanley_Tong/Stanley_Tong_0002.jpg\n",
            "LFW/lfw_align_112/Nate_Hybl/\n",
            "LFW/lfw_align_112/Nate_Hybl/Nate_Hybl_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Piper/\n",
            "LFW/lfw_align_112/Jim_Piper/Jim_Piper_0001.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0012.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0001.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0014.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0013.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0016.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0008.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0005.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0010.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0015.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0006.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0003.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0004.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0002.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0007.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0011.jpg\n",
            "LFW/lfw_align_112/Trent_Lott/Trent_Lott_0009.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0004.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0001.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0005.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0007.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0008.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0003.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0002.jpg\n",
            "LFW/lfw_align_112/Maria_Shriver/Maria_Shriver_0006.jpg\n",
            "LFW/lfw_align_112/Rupert_Grint/\n",
            "LFW/lfw_align_112/Rupert_Grint/Rupert_Grint_0002.jpg\n",
            "LFW/lfw_align_112/Rupert_Grint/Rupert_Grint_0003.jpg\n",
            "LFW/lfw_align_112/Rupert_Grint/Rupert_Grint_0001.jpg\n",
            "LFW/lfw_align_112/Han_Sung_Joo/\n",
            "LFW/lfw_align_112/Han_Sung_Joo/Han_Sung_Joo_0001.jpg\n",
            "LFW/lfw_align_112/Brent_Coles/\n",
            "LFW/lfw_align_112/Brent_Coles/Brent_Coles_0001.jpg\n",
            "LFW/lfw_align_112/Peter_OToole/\n",
            "LFW/lfw_align_112/Peter_OToole/Peter_OToole_0001.jpg\n",
            "LFW/lfw_align_112/John_Hartson/\n",
            "LFW/lfw_align_112/John_Hartson/John_Hartson_0001.jpg\n",
            "LFW/lfw_align_112/Ricardo_Mayorga/\n",
            "LFW/lfw_align_112/Ricardo_Mayorga/Ricardo_Mayorga_0001.jpg\n",
            "LFW/lfw_align_112/Claudio_Abbado/\n",
            "LFW/lfw_align_112/Claudio_Abbado/Claudio_Abbado_0001.jpg\n",
            "LFW/lfw_align_112/Michael_McNeely/\n",
            "LFW/lfw_align_112/Michael_McNeely/Michael_McNeely_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Villafane/\n",
            "LFW/lfw_align_112/Jamie_Villafane/Jamie_Villafane_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Villafane/Jamie_Villafane_0002.jpg\n",
            "LFW/lfw_align_112/Rollie_Massimino/\n",
            "LFW/lfw_align_112/Rollie_Massimino/Rollie_Massimino_0001.jpg\n",
            "LFW/lfw_align_112/Hashim_Thaci/\n",
            "LFW/lfw_align_112/Hashim_Thaci/Hashim_Thaci_0002.jpg\n",
            "LFW/lfw_align_112/Hashim_Thaci/Hashim_Thaci_0001.jpg\n",
            "LFW/lfw_align_112/Momcilo_Perisic/\n",
            "LFW/lfw_align_112/Momcilo_Perisic/Momcilo_Perisic_0001.jpg\n",
            "LFW/lfw_align_112/Pete_Aldridge/\n",
            "LFW/lfw_align_112/Pete_Aldridge/Pete_Aldridge_0001.jpg\n",
            "LFW/lfw_align_112/Marwan_Muasher/\n",
            "LFW/lfw_align_112/Marwan_Muasher/Marwan_Muasher_0001.jpg\n",
            "LFW/lfw_align_112/Barry_Ford/\n",
            "LFW/lfw_align_112/Barry_Ford/Barry_Ford_0001.jpg\n",
            "LFW/lfw_align_112/Chandrika_Kumaratunga/\n",
            "LFW/lfw_align_112/Chandrika_Kumaratunga/Chandrika_Kumaratunga_0001.jpg\n",
            "LFW/lfw_align_112/Darren_Campel/\n",
            "LFW/lfw_align_112/Darren_Campel/Darren_Campel_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Smothers/\n",
            "LFW/lfw_align_112/Tom_Smothers/Tom_Smothers_0001.jpg\n",
            "LFW/lfw_align_112/Evan_Marriott/\n",
            "LFW/lfw_align_112/Evan_Marriott/Evan_Marriott_0001.jpg\n",
            "LFW/lfw_align_112/Begum_Khaleda_Zia/\n",
            "LFW/lfw_align_112/Begum_Khaleda_Zia/Begum_Khaleda_Zia_0001.jpg\n",
            "LFW/lfw_align_112/Begum_Khaleda_Zia/Begum_Khaleda_Zia_0002.jpg\n",
            "LFW/lfw_align_112/Sargis_Sargsian/\n",
            "LFW/lfw_align_112/Sargis_Sargsian/Sargis_Sargsian_0001.jpg\n",
            "LFW/lfw_align_112/Uzi_Even/\n",
            "LFW/lfw_align_112/Uzi_Even/Uzi_Even_0001.jpg\n",
            "LFW/lfw_align_112/Keith_Tyson/\n",
            "LFW/lfw_align_112/Keith_Tyson/Keith_Tyson_0001.jpg\n",
            "LFW/lfw_align_112/Cristiano_da_Matta/\n",
            "LFW/lfw_align_112/Cristiano_da_Matta/Cristiano_da_Matta_0001.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0005.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0008.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0011.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0010.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0009.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0006.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0004.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0001.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0012.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0002.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0007.jpg\n",
            "LFW/lfw_align_112/Howard_Dean/Howard_Dean_0003.jpg\n",
            "LFW/lfw_align_112/Alejandro_Lembo/\n",
            "LFW/lfw_align_112/Alejandro_Lembo/Alejandro_Lembo_0001.jpg\n",
            "LFW/lfw_align_112/Calvin_Joseph_Coleman/\n",
            "LFW/lfw_align_112/Calvin_Joseph_Coleman/Calvin_Joseph_Coleman_0001.jpg\n",
            "LFW/lfw_align_112/James_Ivory/\n",
            "LFW/lfw_align_112/James_Ivory/James_Ivory_0001.jpg\n",
            "LFW/lfw_align_112/James_Ivory/James_Ivory_0002.jpg\n",
            "LFW/lfw_align_112/Boris_Trajkovski/\n",
            "LFW/lfw_align_112/Boris_Trajkovski/Boris_Trajkovski_0001.jpg\n",
            "LFW/lfw_align_112/Tangra_Riggle/\n",
            "LFW/lfw_align_112/Tangra_Riggle/Tangra_Riggle_0001.jpg\n",
            "LFW/lfw_align_112/Chip_Ganassi/\n",
            "LFW/lfw_align_112/Chip_Ganassi/Chip_Ganassi_0001.jpg\n",
            "LFW/lfw_align_112/Wes_Craven/\n",
            "LFW/lfw_align_112/Wes_Craven/Wes_Craven_0001.jpg\n",
            "LFW/lfw_align_112/Dan_Boyle/\n",
            "LFW/lfw_align_112/Dan_Boyle/Dan_Boyle_0001.jpg\n",
            "LFW/lfw_align_112/Harriet_Lessy/\n",
            "LFW/lfw_align_112/Harriet_Lessy/Harriet_Lessy_0001.jpg\n",
            "LFW/lfw_align_112/Kathryn_Grayson/\n",
            "LFW/lfw_align_112/Kathryn_Grayson/Kathryn_Grayson_0001.jpg\n",
            "LFW/lfw_align_112/Nathan_Doudney/\n",
            "LFW/lfw_align_112/Nathan_Doudney/Nathan_Doudney_0001.jpg\n",
            "LFW/lfw_align_112/Mitchell_Garabedian/\n",
            "LFW/lfw_align_112/Mitchell_Garabedian/Mitchell_Garabedian_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0009.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0010.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0006.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0007.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0008.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0011.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0005.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0012.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0002.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0004.jpg\n",
            "LFW/lfw_align_112/Michael_Jackson/Michael_Jackson_0003.jpg\n",
            "LFW/lfw_align_112/Manuel_Jesus/\n",
            "LFW/lfw_align_112/Manuel_Jesus/Manuel_Jesus_0001.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0002.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0009.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0006.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0001.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0008.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0007.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0005.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0003.jpg\n",
            "LFW/lfw_align_112/Zhu_Rongji/Zhu_Rongji_0004.jpg\n",
            "LFW/lfw_align_112/Gil_Cates/\n",
            "LFW/lfw_align_112/Gil_Cates/Gil_Cates_0001.jpg\n",
            "LFW/lfw_align_112/BB_King/\n",
            "LFW/lfw_align_112/BB_King/BB_King_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0018.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0010.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0015.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0005.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0008.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0026.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0012.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0031.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0028.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0004.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0022.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0011.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0019.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0029.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0013.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0032.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0006.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0030.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0025.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0024.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0020.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0016.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0017.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0014.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0023.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0021.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0003.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0002.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0009.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0007.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0033.jpg\n",
            "LFW/lfw_align_112/Tom_Ridge/Tom_Ridge_0027.jpg\n",
            "LFW/lfw_align_112/Horst_Koehler/\n",
            "LFW/lfw_align_112/Horst_Koehler/Horst_Koehler_0002.jpg\n",
            "LFW/lfw_align_112/Horst_Koehler/Horst_Koehler_0003.jpg\n",
            "LFW/lfw_align_112/Horst_Koehler/Horst_Koehler_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Gordon_Card/\n",
            "LFW/lfw_align_112/Robert_Gordon_Card/Robert_Gordon_Card_0001.jpg\n",
            "LFW/lfw_align_112/Kurt_Thomas/\n",
            "LFW/lfw_align_112/Kurt_Thomas/Kurt_Thomas_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Jeffords/\n",
            "LFW/lfw_align_112/Jim_Jeffords/Jim_Jeffords_0001.jpg\n",
            "LFW/lfw_align_112/Dawn_Staley/\n",
            "LFW/lfw_align_112/Dawn_Staley/Dawn_Staley_0001.jpg\n",
            "LFW/lfw_align_112/Nancy_Demme/\n",
            "LFW/lfw_align_112/Nancy_Demme/Nancy_Demme_0001.jpg\n",
            "LFW/lfw_align_112/Nancy_Demme/Nancy_Demme_0002.jpg\n",
            "LFW/lfw_align_112/Leonardo_Fernandez/\n",
            "LFW/lfw_align_112/Leonardo_Fernandez/Leonardo_Fernandez_0001.jpg\n",
            "LFW/lfw_align_112/Beatriz_Merino/\n",
            "LFW/lfw_align_112/Beatriz_Merino/Beatriz_Merino_0001.jpg\n",
            "LFW/lfw_align_112/Mike_Sweeney/\n",
            "LFW/lfw_align_112/Mike_Sweeney/Mike_Sweeney_0001.jpg\n",
            "LFW/lfw_align_112/Nelson_Acosta/\n",
            "LFW/lfw_align_112/Nelson_Acosta/Nelson_Acosta_0001.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0004.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0002.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0005.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0006.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0008.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0003.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0001.jpg\n",
            "LFW/lfw_align_112/Ana_Palacio/Ana_Palacio_0007.jpg\n",
            "LFW/lfw_align_112/Cherry_Jones/\n",
            "LFW/lfw_align_112/Cherry_Jones/Cherry_Jones_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Caine/\n",
            "LFW/lfw_align_112/Michael_Caine/Michael_Caine_0002.jpg\n",
            "LFW/lfw_align_112/Michael_Caine/Michael_Caine_0003.jpg\n",
            "LFW/lfw_align_112/Michael_Caine/Michael_Caine_0004.jpg\n",
            "LFW/lfw_align_112/Michael_Caine/Michael_Caine_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0002.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0005.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0001.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0003.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0006.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0004.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0008.jpg\n",
            "LFW/lfw_align_112/Robert_Redford/Robert_Redford_0007.jpg\n",
            "LFW/lfw_align_112/Vin_Diesel/\n",
            "LFW/lfw_align_112/Vin_Diesel/Vin_Diesel_0002.jpg\n",
            "LFW/lfw_align_112/Vin_Diesel/Vin_Diesel_0001.jpg\n",
            "LFW/lfw_align_112/Ben_Betts/\n",
            "LFW/lfw_align_112/Ben_Betts/Ben_Betts_0001.jpg\n",
            "LFW/lfw_align_112/Johnny_Benson/\n",
            "LFW/lfw_align_112/Johnny_Benson/Johnny_Benson_0001.jpg\n",
            "LFW/lfw_align_112/Mauro_Viza/\n",
            "LFW/lfw_align_112/Mauro_Viza/Mauro_Viza_0001.jpg\n",
            "LFW/lfw_align_112/Bertie_Ahern/\n",
            "LFW/lfw_align_112/Bertie_Ahern/Bertie_Ahern_0005.jpg\n",
            "LFW/lfw_align_112/Bertie_Ahern/Bertie_Ahern_0002.jpg\n",
            "LFW/lfw_align_112/Bertie_Ahern/Bertie_Ahern_0001.jpg\n",
            "LFW/lfw_align_112/Bertie_Ahern/Bertie_Ahern_0004.jpg\n",
            "LFW/lfw_align_112/Bertie_Ahern/Bertie_Ahern_0003.jpg\n",
            "LFW/lfw_align_112/Carol_Williams/\n",
            "LFW/lfw_align_112/Carol_Williams/Carol_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Jamie_Carey/\n",
            "LFW/lfw_align_112/Jamie_Carey/Jamie_Carey_0001.jpg\n",
            "LFW/lfw_align_112/Hugh_Hefner/\n",
            "LFW/lfw_align_112/Hugh_Hefner/Hugh_Hefner_0001.jpg\n",
            "LFW/lfw_align_112/Rainer_Schuettler/\n",
            "LFW/lfw_align_112/Rainer_Schuettler/Rainer_Schuettler_0004.jpg\n",
            "LFW/lfw_align_112/Rainer_Schuettler/Rainer_Schuettler_0003.jpg\n",
            "LFW/lfw_align_112/Rainer_Schuettler/Rainer_Schuettler_0002.jpg\n",
            "LFW/lfw_align_112/Rainer_Schuettler/Rainer_Schuettler_0001.jpg\n",
            "LFW/lfw_align_112/Rainer_Schuettler/Rainer_Schuettler_0005.jpg\n",
            "LFW/lfw_align_112/Ms_Dynamite/\n",
            "LFW/lfw_align_112/Ms_Dynamite/Ms_Dynamite_0001.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0007.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0004.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0009.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0002.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0011.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0008.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0010.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0003.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0012.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0013.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0001.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0014.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0005.jpg\n",
            "LFW/lfw_align_112/Mahathir_Mohamad/Mahathir_Mohamad_0006.jpg\n",
            "LFW/lfw_align_112/Javier_Vargas/\n",
            "LFW/lfw_align_112/Javier_Vargas/Javier_Vargas_0001.jpg\n",
            "LFW/lfw_align_112/Justin_Marshall/\n",
            "LFW/lfw_align_112/Justin_Marshall/Justin_Marshall_0001.jpg\n",
            "LFW/lfw_align_112/Jamir_Miller/\n",
            "LFW/lfw_align_112/Jamir_Miller/Jamir_Miller_0001.jpg\n",
            "LFW/lfw_align_112/Aby_Har-Even/\n",
            "LFW/lfw_align_112/Aby_Har-Even/Aby_Har-Even_0001.jpg\n",
            "LFW/lfw_align_112/Wolfgang_Schuessel/\n",
            "LFW/lfw_align_112/Wolfgang_Schuessel/Wolfgang_Schuessel_0003.jpg\n",
            "LFW/lfw_align_112/Wolfgang_Schuessel/Wolfgang_Schuessel_0004.jpg\n",
            "LFW/lfw_align_112/Wolfgang_Schuessel/Wolfgang_Schuessel_0001.jpg\n",
            "LFW/lfw_align_112/Wolfgang_Schuessel/Wolfgang_Schuessel_0002.jpg\n",
            "LFW/lfw_align_112/Marlene_Weingartner/\n",
            "LFW/lfw_align_112/Marlene_Weingartner/Marlene_Weingartner_0001.jpg\n",
            "LFW/lfw_align_112/Marlene_Weingartner/Marlene_Weingartner_0002.jpg\n",
            "LFW/lfw_align_112/Julien_Varlet/\n",
            "LFW/lfw_align_112/Julien_Varlet/Julien_Varlet_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Bacanovic/\n",
            "LFW/lfw_align_112/Peter_Bacanovic/Peter_Bacanovic_0001.jpg\n",
            "LFW/lfw_align_112/Peter_Bacanovic/Peter_Bacanovic_0002.jpg\n",
            "LFW/lfw_align_112/Christopher_Conyers/\n",
            "LFW/lfw_align_112/Christopher_Conyers/Christopher_Conyers_0001.jpg\n",
            "LFW/lfw_align_112/Mohammed_Al_Hindi/\n",
            "LFW/lfw_align_112/Mohammed_Al_Hindi/Mohammed_Al_Hindi_0001.jpg\n",
            "LFW/lfw_align_112/Dennis_Kozlowski/\n",
            "LFW/lfw_align_112/Dennis_Kozlowski/Dennis_Kozlowski_0002.jpg\n",
            "LFW/lfw_align_112/Dennis_Kozlowski/Dennis_Kozlowski_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Rice/\n",
            "LFW/lfw_align_112/Jerry_Rice/Jerry_Rice_0001.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0004.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0001.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0006.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0005.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0003.jpg\n",
            "LFW/lfw_align_112/Monica_Seles/Monica_Seles_0002.jpg\n",
            "LFW/lfw_align_112/Robin_Williams/\n",
            "LFW/lfw_align_112/Robin_Williams/Robin_Williams_0001.jpg\n",
            "LFW/lfw_align_112/King_Gyanendra/\n",
            "LFW/lfw_align_112/King_Gyanendra/King_Gyanendra_0001.jpg\n",
            "LFW/lfw_align_112/Sally_Clark/\n",
            "LFW/lfw_align_112/Sally_Clark/Sally_Clark_0001.jpg\n",
            "LFW/lfw_align_112/Kurt_Hellstrom/\n",
            "LFW/lfw_align_112/Kurt_Hellstrom/Kurt_Hellstrom_0001.jpg\n",
            "LFW/lfw_align_112/Herb_Dhaliwal/\n",
            "LFW/lfw_align_112/Herb_Dhaliwal/Herb_Dhaliwal_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Scully/\n",
            "LFW/lfw_align_112/Tom_Scully/Tom_Scully_0001.jpg\n",
            "LFW/lfw_align_112/Wilbert_Foy/\n",
            "LFW/lfw_align_112/Wilbert_Foy/Wilbert_Foy_0001.jpg\n",
            "LFW/lfw_align_112/Joseph_Ganim/\n",
            "LFW/lfw_align_112/Joseph_Ganim/Joseph_Ganim_0001.jpg\n",
            "LFW/lfw_align_112/Stacy_Nelson/\n",
            "LFW/lfw_align_112/Stacy_Nelson/Stacy_Nelson_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Garner/\n",
            "LFW/lfw_align_112/Joe_Garner/Joe_Garner_0001.jpg\n",
            "LFW/lfw_align_112/Pat_Summitt/\n",
            "LFW/lfw_align_112/Pat_Summitt/Pat_Summitt_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Denzel/\n",
            "LFW/lfw_align_112/Michael_Denzel/Michael_Denzel_0001.jpg\n",
            "LFW/lfw_align_112/Emily_Stevens/\n",
            "LFW/lfw_align_112/Emily_Stevens/Emily_Stevens_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Nichols/\n",
            "LFW/lfw_align_112/Joe_Nichols/Joe_Nichols_0003.jpg\n",
            "LFW/lfw_align_112/Joe_Nichols/Joe_Nichols_0001.jpg\n",
            "LFW/lfw_align_112/Joe_Nichols/Joe_Nichols_0002.jpg\n",
            "LFW/lfw_align_112/Joe_Nichols/Joe_Nichols_0004.jpg\n",
            "LFW/lfw_align_112/Lena_Olin/\n",
            "LFW/lfw_align_112/Lena_Olin/Lena_Olin_0001.jpg\n",
            "LFW/lfw_align_112/Saoud_Al_Faisal/\n",
            "LFW/lfw_align_112/Saoud_Al_Faisal/Saoud_Al_Faisal_0001.jpg\n",
            "LFW/lfw_align_112/Massoud_Barzani/\n",
            "LFW/lfw_align_112/Massoud_Barzani/Massoud_Barzani_0001.jpg\n",
            "LFW/lfw_align_112/Maritza_Macias_Furano/\n",
            "LFW/lfw_align_112/Maritza_Macias_Furano/Maritza_Macias_Furano_0001.jpg\n",
            "LFW/lfw_align_112/Richard_Harris/\n",
            "LFW/lfw_align_112/Richard_Harris/Richard_Harris_0001.jpg\n",
            "LFW/lfw_align_112/Ivan_Shvedoff/\n",
            "LFW/lfw_align_112/Ivan_Shvedoff/Ivan_Shvedoff_0001.jpg\n",
            "LFW/lfw_align_112/David_Heyman/\n",
            "LFW/lfw_align_112/David_Heyman/David_Heyman_0002.jpg\n",
            "LFW/lfw_align_112/David_Heyman/David_Heyman_0001.jpg\n",
            "LFW/lfw_align_112/Tatiana_Panova/\n",
            "LFW/lfw_align_112/Tatiana_Panova/Tatiana_Panova_0001.jpg\n",
            "LFW/lfw_align_112/James_Gandolfini/\n",
            "LFW/lfw_align_112/James_Gandolfini/James_Gandolfini_0001.jpg\n",
            "LFW/lfw_align_112/James_Gandolfini/James_Gandolfini_0003.jpg\n",
            "LFW/lfw_align_112/James_Gandolfini/James_Gandolfini_0002.jpg\n",
            "LFW/lfw_align_112/Bertrand_Delanoe/\n",
            "LFW/lfw_align_112/Bertrand_Delanoe/Bertrand_Delanoe_0001.jpg\n",
            "LFW/lfw_align_112/Choi_Sung-hong/\n",
            "LFW/lfw_align_112/Choi_Sung-hong/Choi_Sung-hong_0004.jpg\n",
            "LFW/lfw_align_112/Choi_Sung-hong/Choi_Sung-hong_0001.jpg\n",
            "LFW/lfw_align_112/Choi_Sung-hong/Choi_Sung-hong_0002.jpg\n",
            "LFW/lfw_align_112/Choi_Sung-hong/Choi_Sung-hong_0005.jpg\n",
            "LFW/lfw_align_112/Choi_Sung-hong/Choi_Sung-hong_0003.jpg\n",
            "LFW/lfw_align_112/Chok_Tong_Goh/\n",
            "LFW/lfw_align_112/Chok_Tong_Goh/Chok_Tong_Goh_0002.jpg\n",
            "LFW/lfw_align_112/Chok_Tong_Goh/Chok_Tong_Goh_0001.jpg\n",
            "LFW/lfw_align_112/Linda_Mason/\n",
            "LFW/lfw_align_112/Linda_Mason/Linda_Mason_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Andretti/\n",
            "LFW/lfw_align_112/Michael_Andretti/Michael_Andretti_0001.jpg\n",
            "LFW/lfw_align_112/Laura_Elena_Harring/\n",
            "LFW/lfw_align_112/Laura_Elena_Harring/Laura_Elena_Harring_0001.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0003.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0004.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0007.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0001.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0006.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0008.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0002.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0005.jpg\n",
            "LFW/lfw_align_112/Jeong_Se-hyun/Jeong_Se-hyun_0009.jpg\n",
            "LFW/lfw_align_112/Leticia_Dolera/\n",
            "LFW/lfw_align_112/Leticia_Dolera/Leticia_Dolera_0001.jpg\n",
            "LFW/lfw_align_112/Gavin_Degraw/\n",
            "LFW/lfw_align_112/Gavin_Degraw/Gavin_Degraw_0001.jpg\n",
            "LFW/lfw_align_112/Ramon_Ponce_de_Leon/\n",
            "LFW/lfw_align_112/Ramon_Ponce_de_Leon/Ramon_Ponce_de_Leon_0001.jpg\n",
            "LFW/lfw_align_112/Scott_OGrady/\n",
            "LFW/lfw_align_112/Scott_OGrady/Scott_OGrady_0001.jpg\n",
            "LFW/lfw_align_112/Donald_Hays/\n",
            "LFW/lfw_align_112/Donald_Hays/Donald_Hays_0001.jpg\n",
            "LFW/lfw_align_112/Jessica_Capshaw/\n",
            "LFW/lfw_align_112/Jessica_Capshaw/Jessica_Capshaw_0001.jpg\n",
            "LFW/lfw_align_112/Lenny_Wilkens/\n",
            "LFW/lfw_align_112/Lenny_Wilkens/Lenny_Wilkens_0002.jpg\n",
            "LFW/lfw_align_112/Lenny_Wilkens/Lenny_Wilkens_0001.jpg\n",
            "LFW/lfw_align_112/Lenny_Wilkens/Lenny_Wilkens_0003.jpg\n",
            "LFW/lfw_align_112/Suzanne_Somers/\n",
            "LFW/lfw_align_112/Suzanne_Somers/Suzanne_Somers_0001.jpg\n",
            "LFW/lfw_align_112/Serge_Tchuruk/\n",
            "LFW/lfw_align_112/Serge_Tchuruk/Serge_Tchuruk_0001.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0004.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0007.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0006.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0008.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0005.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0002.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0001.jpg\n",
            "LFW/lfw_align_112/Li_Zhaoxing/Li_Zhaoxing_0003.jpg\n",
            "LFW/lfw_align_112/Antony_Leung/\n",
            "LFW/lfw_align_112/Antony_Leung/Antony_Leung_0003.jpg\n",
            "LFW/lfw_align_112/Antony_Leung/Antony_Leung_0004.jpg\n",
            "LFW/lfw_align_112/Antony_Leung/Antony_Leung_0001.jpg\n",
            "LFW/lfw_align_112/Antony_Leung/Antony_Leung_0002.jpg\n",
            "LFW/lfw_align_112/Patsy_Hardy/\n",
            "LFW/lfw_align_112/Patsy_Hardy/Patsy_Hardy_0001.jpg\n",
            "LFW/lfw_align_112/Bruce_Willis/\n",
            "LFW/lfw_align_112/Bruce_Willis/Bruce_Willis_0001.jpg\n",
            "LFW/lfw_align_112/Heather_Willson/\n",
            "LFW/lfw_align_112/Heather_Willson/Heather_Willson_0001.jpg\n",
            "LFW/lfw_align_112/Taku_Yamasaki/\n",
            "LFW/lfw_align_112/Taku_Yamasaki/Taku_Yamasaki_0001.jpg\n",
            "LFW/lfw_align_112/Lee_Hyung-taik/\n",
            "LFW/lfw_align_112/Lee_Hyung-taik/Lee_Hyung-taik_0001.jpg\n",
            "LFW/lfw_align_112/Hushiar_Zebari/\n",
            "LFW/lfw_align_112/Hushiar_Zebari/Hushiar_Zebari_0001.jpg\n",
            "LFW/lfw_align_112/Dionigi_Tettamanzi/\n",
            "LFW/lfw_align_112/Dionigi_Tettamanzi/Dionigi_Tettamanzi_0001.jpg\n",
            "LFW/lfw_align_112/T_Boone_Pickens/\n",
            "LFW/lfw_align_112/T_Boone_Pickens/T_Boone_Pickens_0001.jpg\n",
            "LFW/lfw_align_112/Brendan_Gaughan/\n",
            "LFW/lfw_align_112/Brendan_Gaughan/Brendan_Gaughan_0001.jpg\n",
            "LFW/lfw_align_112/Arantxa_Sanchez-Vicario/\n",
            "LFW/lfw_align_112/Arantxa_Sanchez-Vicario/Arantxa_Sanchez-Vicario_0001.jpg\n",
            "LFW/lfw_align_112/Arantxa_Sanchez-Vicario/Arantxa_Sanchez-Vicario_0002.jpg\n",
            "LFW/lfw_align_112/Paul_Walker/\n",
            "LFW/lfw_align_112/Paul_Walker/Paul_Walker_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Springer/\n",
            "LFW/lfw_align_112/Jerry_Springer/Jerry_Springer_0003.jpg\n",
            "LFW/lfw_align_112/Jerry_Springer/Jerry_Springer_0002.jpg\n",
            "LFW/lfw_align_112/Jerry_Springer/Jerry_Springer_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Springer/Jerry_Springer_0004.jpg\n",
            "LFW/lfw_align_112/Jeffrey_Pfeffer/\n",
            "LFW/lfw_align_112/Jeffrey_Pfeffer/Jeffrey_Pfeffer_0001.jpg\n",
            "LFW/lfw_align_112/Mark_Butcher/\n",
            "LFW/lfw_align_112/Mark_Butcher/Mark_Butcher_0001.jpg\n",
            "LFW/lfw_align_112/Ed_Rosenthal/\n",
            "LFW/lfw_align_112/Ed_Rosenthal/Ed_Rosenthal_0002.jpg\n",
            "LFW/lfw_align_112/Ed_Rosenthal/Ed_Rosenthal_0003.jpg\n",
            "LFW/lfw_align_112/Ed_Rosenthal/Ed_Rosenthal_0001.jpg\n",
            "LFW/lfw_align_112/Masahiko_Nagasawa/\n",
            "LFW/lfw_align_112/Masahiko_Nagasawa/Masahiko_Nagasawa_0001.jpg\n",
            "LFW/lfw_align_112/Masahiko_Nagasawa/Masahiko_Nagasawa_0002.jpg\n",
            "LFW/lfw_align_112/Deena_Burnett/\n",
            "LFW/lfw_align_112/Deena_Burnett/Deena_Burnett_0001.jpg\n",
            "LFW/lfw_align_112/Miguel_Jimenez/\n",
            "LFW/lfw_align_112/Miguel_Jimenez/Miguel_Jimenez_0001.jpg\n",
            "LFW/lfw_align_112/Jeff_Hornacek/\n",
            "LFW/lfw_align_112/Jeff_Hornacek/Jeff_Hornacek_0001.jpg\n",
            "LFW/lfw_align_112/Ralph_Goodale/\n",
            "LFW/lfw_align_112/Ralph_Goodale/Ralph_Goodale_0001.jpg\n",
            "LFW/lfw_align_112/Michael_Donovan/\n",
            "LFW/lfw_align_112/Michael_Donovan/Michael_Donovan_0001.jpg\n",
            "LFW/lfw_align_112/Dan_Kellner/\n",
            "LFW/lfw_align_112/Dan_Kellner/Dan_Kellner_0001.jpg\n",
            "LFW/lfw_align_112/Nida_Blanca/\n",
            "LFW/lfw_align_112/Nida_Blanca/Nida_Blanca_0001.jpg\n",
            "LFW/lfw_align_112/Roberto_Carlos/\n",
            "LFW/lfw_align_112/Roberto_Carlos/Roberto_Carlos_0004.jpg\n",
            "LFW/lfw_align_112/Roberto_Carlos/Roberto_Carlos_0003.jpg\n",
            "LFW/lfw_align_112/Roberto_Carlos/Roberto_Carlos_0002.jpg\n",
            "LFW/lfw_align_112/Roberto_Carlos/Roberto_Carlos_0001.jpg\n",
            "LFW/lfw_align_112/Kate_Richardson/\n",
            "LFW/lfw_align_112/Kate_Richardson/Kate_Richardson_0001.jpg\n",
            "LFW/lfw_align_112/Roberto_Cercelletta/\n",
            "LFW/lfw_align_112/Roberto_Cercelletta/Roberto_Cercelletta_0001.jpg\n",
            "LFW/lfw_align_112/Laura_Bozzo/\n",
            "LFW/lfw_align_112/Laura_Bozzo/Laura_Bozzo_0001.jpg\n",
            "LFW/lfw_align_112/Robin_McLaurin_Williams/\n",
            "LFW/lfw_align_112/Robin_McLaurin_Williams/Robin_McLaurin_Williams_0002.jpg\n",
            "LFW/lfw_align_112/Robin_McLaurin_Williams/Robin_McLaurin_Williams_0001.jpg\n",
            "LFW/lfw_align_112/Yasushi_Akashi/\n",
            "LFW/lfw_align_112/Yasushi_Akashi/Yasushi_Akashi_0001.jpg\n",
            "LFW/lfw_align_112/Tyrone_Medley/\n",
            "LFW/lfw_align_112/Tyrone_Medley/Tyrone_Medley_0001.jpg\n",
            "LFW/lfw_align_112/Dick_Latessa/\n",
            "LFW/lfw_align_112/Dick_Latessa/Dick_Latessa_0001.jpg\n",
            "LFW/lfw_align_112/Dick_Latessa/Dick_Latessa_0002.jpg\n",
            "LFW/lfw_align_112/Mariana_Pollack/\n",
            "LFW/lfw_align_112/Mariana_Pollack/Mariana_Pollack_0002.jpg\n",
            "LFW/lfw_align_112/Mariana_Pollack/Mariana_Pollack_0001.jpg\n",
            "LFW/lfw_align_112/Mariana_Pollack/Mariana_Pollack_0003.jpg\n",
            "LFW/lfw_align_112/Kelvin_Sampson/\n",
            "LFW/lfw_align_112/Kelvin_Sampson/Kelvin_Sampson_0003.jpg\n",
            "LFW/lfw_align_112/Kelvin_Sampson/Kelvin_Sampson_0002.jpg\n",
            "LFW/lfw_align_112/Kelvin_Sampson/Kelvin_Sampson_0001.jpg\n",
            "LFW/lfw_align_112/Carlos_Beltran/\n",
            "LFW/lfw_align_112/Carlos_Beltran/Carlos_Beltran_0001.jpg\n",
            "LFW/lfw_align_112/Jerry_Sloan/\n",
            "LFW/lfw_align_112/Jerry_Sloan/Jerry_Sloan_0001.jpg\n",
            "LFW/lfw_align_112/Simon_Chalk/\n",
            "LFW/lfw_align_112/Simon_Chalk/Simon_Chalk_0001.jpg\n",
            "LFW/lfw_align_112/James_Baker/\n",
            "LFW/lfw_align_112/James_Baker/James_Baker_0001.jpg\n",
            "LFW/lfw_align_112/Leandro_Garcia/\n",
            "LFW/lfw_align_112/Leandro_Garcia/Leandro_Garcia_0001.jpg\n",
            "LFW/lfw_align_112/Laurence_Tribe/\n",
            "LFW/lfw_align_112/Laurence_Tribe/Laurence_Tribe_0001.jpg\n",
            "LFW/lfw_align_112/Andrew_Bunner/\n",
            "LFW/lfw_align_112/Andrew_Bunner/Andrew_Bunner_0002.jpg\n",
            "LFW/lfw_align_112/Andrew_Bunner/Andrew_Bunner_0001.jpg\n",
            "LFW/lfw_align_112/James_Mathis/\n",
            "LFW/lfw_align_112/James_Mathis/James_Mathis_0001.jpg\n",
            "LFW/lfw_align_112/Iain_Anderson/\n",
            "LFW/lfw_align_112/Iain_Anderson/Iain_Anderson_0001.jpg\n",
            "LFW/lfw_align_112/Roy_Blunt/\n",
            "LFW/lfw_align_112/Roy_Blunt/Roy_Blunt_0001.jpg\n",
            "LFW/lfw_align_112/Mario_Alfaro-Lopez/\n",
            "LFW/lfw_align_112/Mario_Alfaro-Lopez/Mario_Alfaro-Lopez_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0006.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0005.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0008.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0001.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0009.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0002.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0003.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0004.jpg\n",
            "LFW/lfw_align_112/Charles_Taylor/Charles_Taylor_0007.jpg\n",
            "LFW/lfw_align_112/Eva_Marie_Saint/\n",
            "LFW/lfw_align_112/Eva_Marie_Saint/Eva_Marie_Saint_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Doer/\n",
            "LFW/lfw_align_112/Gary_Doer/Gary_Doer_0003.jpg\n",
            "LFW/lfw_align_112/Gary_Doer/Gary_Doer_0001.jpg\n",
            "LFW/lfw_align_112/Gary_Doer/Gary_Doer_0002.jpg\n",
            "LFW/lfw_align_112/Rachel_Corrie/\n",
            "LFW/lfw_align_112/Rachel_Corrie/Rachel_Corrie_0001.jpg\n",
            "LFW/lfw_align_112/Milo_Maestrecampo/\n",
            "LFW/lfw_align_112/Milo_Maestrecampo/Milo_Maestrecampo_0001.jpg\n",
            "LFW/lfw_align_112/Milo_Maestrecampo/Milo_Maestrecampo_0003.jpg\n",
            "LFW/lfw_align_112/Milo_Maestrecampo/Milo_Maestrecampo_0002.jpg\n",
            "LFW/lfw_align_112/Joe_DeLamielleure/\n",
            "LFW/lfw_align_112/Joe_DeLamielleure/Joe_DeLamielleure_0001.jpg\n",
            "LFW/lfw_align_112/Aitor_Gonzalez/\n",
            "LFW/lfw_align_112/Aitor_Gonzalez/Aitor_Gonzalez_0001.jpg\n",
            "LFW/lfw_align_112/Aitor_Gonzalez/Aitor_Gonzalez_0002.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0005.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0003.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0006.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0001.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0008.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0004.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0009.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0002.jpg\n",
            "LFW/lfw_align_112/Jimmy_Carter/Jimmy_Carter_0007.jpg\n",
            "LFW/lfw_align_112/Sammy_Knight/\n",
            "LFW/lfw_align_112/Sammy_Knight/Sammy_Knight_0001.jpg\n",
            "LFW/lfw_align_112/Amy_Gale/\n",
            "LFW/lfw_align_112/Amy_Gale/Amy_Gale_0001.jpg\n",
            "LFW/lfw_align_112/Ted_Christopher/\n",
            "LFW/lfw_align_112/Ted_Christopher/Ted_Christopher_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Anderson/\n",
            "LFW/lfw_align_112/Jim_Anderson/Jim_Anderson_0001.jpg\n",
            "LFW/lfw_align_112/Cheryl_James/\n",
            "LFW/lfw_align_112/Cheryl_James/Cheryl_James_0001.jpg\n",
            "LFW/lfw_align_112/Emmanuelle_Jagodsinski/\n",
            "LFW/lfw_align_112/Emmanuelle_Jagodsinski/Emmanuelle_Jagodsinski_0001.jpg\n",
            "LFW/lfw_align_112/Daisy_Fuentes/\n",
            "LFW/lfw_align_112/Daisy_Fuentes/Daisy_Fuentes_0002.jpg\n",
            "LFW/lfw_align_112/Daisy_Fuentes/Daisy_Fuentes_0001.jpg\n",
            "LFW/lfw_align_112/Daisy_Fuentes/Daisy_Fuentes_0004.jpg\n",
            "LFW/lfw_align_112/Daisy_Fuentes/Daisy_Fuentes_0003.jpg\n",
            "LFW/lfw_align_112/Lea_Fastow/\n",
            "LFW/lfw_align_112/Lea_Fastow/Lea_Fastow_0001.jpg\n",
            "LFW/lfw_align_112/Lea_Fastow/Lea_Fastow_0002.jpg\n",
            "LFW/lfw_align_112/Thomas_Gottschalk/\n",
            "LFW/lfw_align_112/Thomas_Gottschalk/Thomas_Gottschalk_0001.jpg\n",
            "LFW/lfw_align_112/Leah_Remini/\n",
            "LFW/lfw_align_112/Leah_Remini/Leah_Remini_0001.jpg\n",
            "LFW/lfw_align_112/Jane_Pauley/\n",
            "LFW/lfw_align_112/Jane_Pauley/Jane_Pauley_0002.jpg\n",
            "LFW/lfw_align_112/Jane_Pauley/Jane_Pauley_0001.jpg\n",
            "LFW/lfw_align_112/Kristen_Breitweiser/\n",
            "LFW/lfw_align_112/Kristen_Breitweiser/Kristen_Breitweiser_0002.jpg\n",
            "LFW/lfw_align_112/Kristen_Breitweiser/Kristen_Breitweiser_0003.jpg\n",
            "LFW/lfw_align_112/Kristen_Breitweiser/Kristen_Breitweiser_0001.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0006.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0007.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0009.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0004.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0008.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0003.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0001.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0005.jpg\n",
            "LFW/lfw_align_112/Kate_Hudson/Kate_Hudson_0002.jpg\n",
            "LFW/lfw_align_112/Jeanne_Moreau/\n",
            "LFW/lfw_align_112/Jeanne_Moreau/Jeanne_Moreau_0001.jpg\n",
            "LFW/lfw_align_112/Jeanne_Moreau/Jeanne_Moreau_0002.jpg\n",
            "LFW/lfw_align_112/Noer_Muis/\n",
            "LFW/lfw_align_112/Noer_Muis/Noer_Muis_0001.jpg\n",
            "LFW/lfw_align_112/Hestrie_Cloette/\n",
            "LFW/lfw_align_112/Hestrie_Cloette/Hestrie_Cloette_0001.jpg\n",
            "LFW/lfw_align_112/Coco_dEste/\n",
            "LFW/lfw_align_112/Coco_dEste/Coco_dEste_0001.jpg\n",
            "LFW/lfw_align_112/Alastair_Campbell/\n",
            "LFW/lfw_align_112/Alastair_Campbell/Alastair_Campbell_0002.jpg\n",
            "LFW/lfw_align_112/Alastair_Campbell/Alastair_Campbell_0004.jpg\n",
            "LFW/lfw_align_112/Alastair_Campbell/Alastair_Campbell_0001.jpg\n",
            "LFW/lfw_align_112/Alastair_Campbell/Alastair_Campbell_0003.jpg\n",
            "LFW/lfw_align_112/Alastair_Campbell/Alastair_Campbell_0005.jpg\n",
            "LFW/lfw_align_112/Marcus_Allen/\n",
            "LFW/lfw_align_112/Marcus_Allen/Marcus_Allen_0001.jpg\n",
            "LFW/lfw_align_112/Manuel_Gehring/\n",
            "LFW/lfw_align_112/Manuel_Gehring/Manuel_Gehring_0001.jpg\n",
            "LFW/lfw_align_112/Frank_Marshall/\n",
            "LFW/lfw_align_112/Frank_Marshall/Frank_Marshall_0001.jpg\n",
            "LFW/lfw_align_112/Lewis_Booth/\n",
            "LFW/lfw_align_112/Lewis_Booth/Lewis_Booth_0001.jpg\n",
            "LFW/lfw_align_112/Dyab_Abou_Jahjah/\n",
            "LFW/lfw_align_112/Dyab_Abou_Jahjah/Dyab_Abou_Jahjah_0001.jpg\n",
            "LFW/lfw_align_112/Jason_Mewes/\n",
            "LFW/lfw_align_112/Jason_Mewes/Jason_Mewes_0001.jpg\n",
            "LFW/lfw_align_112/Matt_Doherty/\n",
            "LFW/lfw_align_112/Matt_Doherty/Matt_Doherty_0003.jpg\n",
            "LFW/lfw_align_112/Matt_Doherty/Matt_Doherty_0001.jpg\n",
            "LFW/lfw_align_112/Matt_Doherty/Matt_Doherty_0002.jpg\n",
            "LFW/lfw_align_112/Jonathan_Byrd/\n",
            "LFW/lfw_align_112/Jonathan_Byrd/Jonathan_Byrd_0001.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0009.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0008.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0007.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0004.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0010.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0006.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0003.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0005.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0002.jpg\n",
            "LFW/lfw_align_112/Jacques_Rogge/Jacques_Rogge_0001.jpg\n",
            "LFW/lfw_align_112/Judi_Dench/\n",
            "LFW/lfw_align_112/Judi_Dench/Judi_Dench_0002.jpg\n",
            "LFW/lfw_align_112/Judi_Dench/Judi_Dench_0001.jpg\n",
            "LFW/lfw_align_112/Fatma_Kusibeh/\n",
            "LFW/lfw_align_112/Fatma_Kusibeh/Fatma_Kusibeh_0001.jpg\n",
            "LFW/lfw_align_112/Janet_Thorpe/\n",
            "LFW/lfw_align_112/Janet_Thorpe/Janet_Thorpe_0002.jpg\n",
            "LFW/lfw_align_112/Janet_Thorpe/Janet_Thorpe_0001.jpg\n",
            "LFW/lfw_align_112/Kyle_Shewfelt/\n",
            "LFW/lfw_align_112/Kyle_Shewfelt/Kyle_Shewfelt_0001.jpg\n",
            "LFW/lfw_align_112/Anibal_Ibarra/\n",
            "LFW/lfw_align_112/Anibal_Ibarra/Anibal_Ibarra_0002.jpg\n",
            "LFW/lfw_align_112/Anibal_Ibarra/Anibal_Ibarra_0003.jpg\n",
            "LFW/lfw_align_112/Anibal_Ibarra/Anibal_Ibarra_0001.jpg\n",
            "LFW/lfw_align_112/Rodney_Rempt/\n",
            "LFW/lfw_align_112/Rodney_Rempt/Rodney_Rempt_0001.jpg\n",
            "LFW/lfw_align_112/AJ_Cook/\n",
            "LFW/lfw_align_112/AJ_Cook/AJ_Cook_0001.jpg\n",
            "LFW/lfw_align_112/Donna_Ralston/\n",
            "LFW/lfw_align_112/Donna_Ralston/Donna_Ralston_0001.jpg\n",
            "LFW/lfw_align_112/John_Danforth/\n",
            "LFW/lfw_align_112/John_Danforth/John_Danforth_0001.jpg\n",
            "LFW/lfw_align_112/Al_Cardenas/\n",
            "LFW/lfw_align_112/Al_Cardenas/Al_Cardenas_0001.jpg\n",
            "LFW/lfw_align_112/Princess_Masako/\n",
            "LFW/lfw_align_112/Princess_Masako/Princess_Masako_0001.jpg\n",
            "LFW/lfw_align_112/Princess_Masako/Princess_Masako_0002.jpg\n",
            "LFW/lfw_align_112/JT_Snow/\n",
            "LFW/lfw_align_112/JT_Snow/JT_Snow_0001.jpg\n",
            "LFW/lfw_align_112/Ken_Kutaragi/\n",
            "LFW/lfw_align_112/Ken_Kutaragi/Ken_Kutaragi_0001.jpg\n",
            "LFW/lfw_align_112/Nadia_Petrova/\n",
            "LFW/lfw_align_112/Nadia_Petrova/Nadia_Petrova_0001.jpg\n",
            "LFW/lfw_align_112/Nadia_Petrova/Nadia_Petrova_0005.jpg\n",
            "LFW/lfw_align_112/Nadia_Petrova/Nadia_Petrova_0004.jpg\n",
            "LFW/lfw_align_112/Nadia_Petrova/Nadia_Petrova_0003.jpg\n",
            "LFW/lfw_align_112/Nadia_Petrova/Nadia_Petrova_0002.jpg\n",
            "LFW/lfw_align_112/Tony_LaRussa/\n",
            "LFW/lfw_align_112/Tony_LaRussa/Tony_LaRussa_0001.jpg\n",
            "LFW/lfw_align_112/John_Philip_Elkann/\n",
            "LFW/lfw_align_112/John_Philip_Elkann/John_Philip_Elkann_0001.jpg\n",
            "LFW/lfw_align_112/Michel_Therrien/\n",
            "LFW/lfw_align_112/Michel_Therrien/Michel_Therrien_0001.jpg\n",
            "LFW/lfw_align_112/Michel_Therrien/Michel_Therrien_0002.jpg\n",
            "LFW/lfw_align_112/Carl_Pope/\n",
            "LFW/lfw_align_112/Carl_Pope/Carl_Pope_0001.jpg\n",
            "LFW/lfw_align_112/Ronald_White/\n",
            "LFW/lfw_align_112/Ronald_White/Ronald_White_0001.jpg\n",
            "LFW/lfw_align_112/Gao_Qiang/\n",
            "LFW/lfw_align_112/Gao_Qiang/Gao_Qiang_0001.jpg\n",
            "LFW/lfw_align_112/Gao_Qiang/Gao_Qiang_0002.jpg\n",
            "LFW/lfw_align_112/Bryant_Young/\n",
            "LFW/lfw_align_112/Bryant_Young/Bryant_Young_0001.jpg\n",
            "LFW/lfw_align_112/Lemuel_Montulo/\n",
            "LFW/lfw_align_112/Lemuel_Montulo/Lemuel_Montulo_0001.jpg\n",
            "LFW/lfw_align_112/Fred_Funk/\n",
            "LFW/lfw_align_112/Fred_Funk/Fred_Funk_0001.jpg\n",
            "LFW/lfw_align_112/Fred_Funk/Fred_Funk_0002.jpg\n",
            "LFW/lfw_align_112/Steven_Kinlock/\n",
            "LFW/lfw_align_112/Steven_Kinlock/Steven_Kinlock_0001.jpg\n",
            "LFW/lfw_align_112/Rich_Brooks/\n",
            "LFW/lfw_align_112/Rich_Brooks/Rich_Brooks_0001.jpg\n",
            "LFW/lfw_align_112/Tyler_Grillo/\n",
            "LFW/lfw_align_112/Tyler_Grillo/Tyler_Grillo_0001.jpg\n",
            "LFW/lfw_align_112/Salman_Khan/\n",
            "LFW/lfw_align_112/Salman_Khan/Salman_Khan_0001.jpg\n",
            "LFW/lfw_align_112/Stella_Keitel/\n",
            "LFW/lfw_align_112/Stella_Keitel/Stella_Keitel_0001.jpg\n",
            "LFW/lfw_align_112/John_Scarlett/\n",
            "LFW/lfw_align_112/John_Scarlett/John_Scarlett_0001.jpg\n",
            "LFW/lfw_align_112/Shaul_Mofaz/\n",
            "LFW/lfw_align_112/Shaul_Mofaz/Shaul_Mofaz_0003.jpg\n",
            "LFW/lfw_align_112/Shaul_Mofaz/Shaul_Mofaz_0001.jpg\n",
            "LFW/lfw_align_112/Shaul_Mofaz/Shaul_Mofaz_0002.jpg\n",
            "LFW/lfw_align_112/Francisco_Maturana/\n",
            "LFW/lfw_align_112/Francisco_Maturana/Francisco_Maturana_0001.jpg\n",
            "LFW/lfw_align_112/Magui_Serna/\n",
            "LFW/lfw_align_112/Magui_Serna/Magui_Serna_0001.jpg\n",
            "LFW/lfw_align_112/Magui_Serna/Magui_Serna_0002.jpg\n",
            "LFW/lfw_align_112/Ben_Glisan/\n",
            "LFW/lfw_align_112/Ben_Glisan/Ben_Glisan_0002.jpg\n",
            "LFW/lfw_align_112/Ben_Glisan/Ben_Glisan_0001.jpg\n",
            "LFW/lfw_align_112/Carlo_Azeglio_Ciampi/\n",
            "LFW/lfw_align_112/Carlo_Azeglio_Ciampi/Carlo_Azeglio_Ciampi_0001.jpg\n",
            "LFW/lfw_align_112/Gore_Vidal/\n",
            "LFW/lfw_align_112/Gore_Vidal/Gore_Vidal_0001.jpg\n",
            "LFW/lfw_align_112/Noer_Moeis/\n",
            "LFW/lfw_align_112/Noer_Moeis/Noer_Moeis_0001.jpg\n",
            "LFW/lfw_align_112/Rachel_Roy/\n",
            "LFW/lfw_align_112/Rachel_Roy/Rachel_Roy_0001.jpg\n",
            "LFW/lfw_align_112/Alexis_Bledel/\n",
            "LFW/lfw_align_112/Alexis_Bledel/Alexis_Bledel_0001.jpg\n",
            "LFW/lfw_align_112/Nick_Markakis/\n",
            "LFW/lfw_align_112/Nick_Markakis/Nick_Markakis_0001.jpg\n",
            "LFW/lfw_align_112/Caroline_Link/\n",
            "LFW/lfw_align_112/Caroline_Link/Caroline_Link_0001.jpg\n",
            "LFW/lfw_align_112/Aline_Chretien/\n",
            "LFW/lfw_align_112/Aline_Chretien/Aline_Chretien_0001.jpg\n",
            "LFW/lfw_align_112/Kevin_Gil/\n",
            "LFW/lfw_align_112/Kevin_Gil/Kevin_Gil_0001.jpg\n",
            "LFW/lfw_align_112/Dragan_Covic/\n",
            "LFW/lfw_align_112/Dragan_Covic/Dragan_Covic_0001.jpg\n",
            "LFW/lfw_align_112/Winston_Churchill/\n",
            "LFW/lfw_align_112/Winston_Churchill/Winston_Churchill_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Cantrell/\n",
            "LFW/lfw_align_112/Bob_Cantrell/Bob_Cantrell_0001.jpg\n",
            "LFW/lfw_align_112/Catherine_Woodard/\n",
            "LFW/lfw_align_112/Catherine_Woodard/Catherine_Woodard_0001.jpg\n",
            "LFW/lfw_align_112/Patricia_Wartusch/\n",
            "LFW/lfw_align_112/Patricia_Wartusch/Patricia_Wartusch_0001.jpg\n",
            "LFW/lfw_align_112/Jorge_Alberto_Galindo/\n",
            "LFW/lfw_align_112/Jorge_Alberto_Galindo/Jorge_Alberto_Galindo_0001.jpg\n",
            "LFW/lfw_align_112/Sean_Hayes/\n",
            "LFW/lfw_align_112/Sean_Hayes/Sean_Hayes_0001.jpg\n",
            "LFW/lfw_align_112/Sean_Hayes/Sean_Hayes_0002.jpg\n",
            "LFW/lfw_align_112/Kai-Uwe_Ricke/\n",
            "LFW/lfw_align_112/Kai-Uwe_Ricke/Kai-Uwe_Ricke_0001.jpg\n",
            "LFW/lfw_align_112/Chhouk_Rin/\n",
            "LFW/lfw_align_112/Chhouk_Rin/Chhouk_Rin_0001.jpg\n",
            "LFW/lfw_align_112/Tom_Miller/\n",
            "LFW/lfw_align_112/Tom_Miller/Tom_Miller_0001.jpg\n",
            "LFW/lfw_align_112/Daniel_Patrick_Moynihan/\n",
            "LFW/lfw_align_112/Daniel_Patrick_Moynihan/Daniel_Patrick_Moynihan_0001.jpg\n",
            "LFW/lfw_align_112/Alain_Cervantes/\n",
            "LFW/lfw_align_112/Alain_Cervantes/Alain_Cervantes_0001.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Taylor/\n",
            "LFW/lfw_align_112/Elizabeth_Taylor/Elizabeth_Taylor_0002.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Taylor/Elizabeth_Taylor_0001.jpg\n",
            "LFW/lfw_align_112/Rafael_Ramirez/\n",
            "LFW/lfw_align_112/Rafael_Ramirez/Rafael_Ramirez_0001.jpg\n",
            "LFW/lfw_align_112/Rafael_Ramirez/Rafael_Ramirez_0003.jpg\n",
            "LFW/lfw_align_112/Rafael_Ramirez/Rafael_Ramirez_0004.jpg\n",
            "LFW/lfw_align_112/Rafael_Ramirez/Rafael_Ramirez_0002.jpg\n",
            "LFW/lfw_align_112/Giulietta_Masina/\n",
            "LFW/lfw_align_112/Giulietta_Masina/Giulietta_Masina_0001.jpg\n",
            "LFW/lfw_align_112/Uzi_Landau/\n",
            "LFW/lfw_align_112/Uzi_Landau/Uzi_Landau_0001.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0006.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0005.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0001.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0004.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0003.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0009.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0007.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0010.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0012.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0011.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0002.jpg\n",
            "LFW/lfw_align_112/Rubens_Barrichello/Rubens_Barrichello_0008.jpg\n",
            "LFW/lfw_align_112/Brenda_Magana/\n",
            "LFW/lfw_align_112/Brenda_Magana/Brenda_Magana_0001.jpg\n",
            "LFW/lfw_align_112/Phil_Bredesen/\n",
            "LFW/lfw_align_112/Phil_Bredesen/Phil_Bredesen_0001.jpg\n",
            "LFW/lfw_align_112/Joanne_Woodward/\n",
            "LFW/lfw_align_112/Joanne_Woodward/Joanne_Woodward_0001.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0012.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0005.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0011.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0009.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0001.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0013.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0006.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0004.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0008.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0007.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0003.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0002.jpg\n",
            "LFW/lfw_align_112/Lucio_Gutierrez/Lucio_Gutierrez_0010.jpg\n",
            "LFW/lfw_align_112/Elizabeth_Regan/\n",
            "LFW/lfw_align_112/Elizabeth_Regan/Elizabeth_Regan_0001.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0004.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0003.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0006.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0007.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0002.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0005.jpg\n",
            "LFW/lfw_align_112/Ben_Affleck/Ben_Affleck_0001.jpg\n",
            "LFW/lfw_align_112/Rich_Gannon/\n",
            "LFW/lfw_align_112/Rich_Gannon/Rich_Gannon_0002.jpg\n",
            "LFW/lfw_align_112/Rich_Gannon/Rich_Gannon_0001.jpg\n",
            "LFW/lfw_align_112/Fernando_Alonso/\n",
            "LFW/lfw_align_112/Fernando_Alonso/Fernando_Alonso_0001.jpg\n",
            "LFW/lfw_align_112/Armando_Calderon_Sol/\n",
            "LFW/lfw_align_112/Armando_Calderon_Sol/Armando_Calderon_Sol_0001.jpg\n",
            "LFW/lfw_align_112/Markus_Beyer/\n",
            "LFW/lfw_align_112/Markus_Beyer/Markus_Beyer_0001.jpg\n",
            "LFW/lfw_align_112/Anderson_Varejao/\n",
            "LFW/lfw_align_112/Anderson_Varejao/Anderson_Varejao_0001.jpg\n",
            "LFW/lfw_align_112/Chris_Noth/\n",
            "LFW/lfw_align_112/Chris_Noth/Chris_Noth_0001.jpg\n",
            "LFW/lfw_align_112/Gunilla_Backman/\n",
            "LFW/lfw_align_112/Gunilla_Backman/Gunilla_Backman_0001.jpg\n",
            "LFW/lfw_align_112/Prem_Kumar_Nair/\n",
            "LFW/lfw_align_112/Prem_Kumar_Nair/Prem_Kumar_Nair_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Edmonds/\n",
            "LFW/lfw_align_112/Jim_Edmonds/Jim_Edmonds_0001.jpg\n",
            "LFW/lfw_align_112/Jim_Edmonds/Jim_Edmonds_0002.jpg\n",
            "LFW/lfw_align_112/Alicia_Keys/\n",
            "LFW/lfw_align_112/Alicia_Keys/Alicia_Keys_0001.jpg\n",
            "LFW/lfw_align_112/Sam_Gerald/\n",
            "LFW/lfw_align_112/Sam_Gerald/Sam_Gerald_0001.jpg\n",
            "LFW/lfw_align_112/Tomas_Enge/\n",
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            "LFW/lfw_align_112/Baburam_Bhattari/\n",
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            "LFW/lfw_align_112/Sam_Torrance/\n",
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            "LFW/lfw_align_112/John_Gruden/\n",
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            "LFW/lfw_align_112/Melana_Scantlin/\n",
            "LFW/lfw_align_112/Melana_Scantlin/Melana_Scantlin_0001.jpg\n",
            "LFW/lfw_align_112/Laurence_Fishburne/\n",
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            "LFW/lfw_align_112/Enrique_Iglesias/\n",
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            "LFW/lfw_align_112/Saman_Shali/\n",
            "LFW/lfw_align_112/Saman_Shali/Saman_Shali_0001.jpg\n",
            "LFW/lfw_align_112/Madonna/\n",
            "LFW/lfw_align_112/Madonna/Madonna_0001.jpg\n",
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            "LFW/lfw_align_112/Daniele_Hypolito/\n",
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            "LFW/lfw_align_112/Ed_Book/\n",
            "LFW/lfw_align_112/Ed_Book/Ed_Book_0001.jpg\n",
            "LFW/lfw_align_112/Bob_Beauprez/\n",
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            "LFW/lfw_align_112/Bob_Ferguson/\n",
            "LFW/lfw_align_112/Bob_Ferguson/Bob_Ferguson_0001.jpg\n",
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            "LFW/lfw_align_112/Michael_Phelps/\n",
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            "LFW/lfw_align_112/Denzel_Washington/\n",
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            "LFW/lfw_align_112/Tara_Dawn_Christensen/\n",
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            "LFW/lfw_align_112/Lawrence_Vito/\n",
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            "LFW/lfw_align_112/Frank_Stallone/\n",
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            "LFW/lfw_align_112/Peter_Lundgren/\n",
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            "LFW/pairs.txt\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Idd67f1Qi7V_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "outputId": "17a5e9c6-789d-47bd-80cd-e51adc491ad7"
      },
      "source": [
        "!unzip casia-maxpy-clean.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  casia-maxpy-clean.zip\n",
            "   creating: casia-maxpy-clean/\n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.z02  \n",
            "   creating: __MACOSX/\n",
            "   creating: __MACOSX/casia-maxpy-clean/\n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.z02  \n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.z05  \n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.z05  \n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.z04  \n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.z04  \n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.z03  \n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.z03  \n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.zip  \n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.zip  \n",
            "  inflating: casia-maxpy-clean/CASIA-maxpy-clean.z01  \n",
            "  inflating: __MACOSX/casia-maxpy-clean/._CASIA-maxpy-clean.z01  \n",
            "  inflating: __MACOSX/._casia-maxpy-clean  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cYOH-5STjQ1c",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "59fc5c43-3d27-465f-965a-6f9a975e5cdf"
      },
      "source": [
        "!cd casia-maxpy-clean;zip -F CASIA-maxpy-clean.zip --out CASIA-maxpy-clean_fix.zip;unzip CASIA-maxpy-clean_fix.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m流式输出内容被截断，只能显示最后 5000 行内容。\u001b[0m\n",
            "  inflating: CASIA-maxpy-clean/4933278/005.jpg  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z6uuXlM3i9QF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "os.chdir('/content/drive/My Drive/face_recognition')#切换工作目录"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "POTR_arB8b5D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "1ed30c08-ed3d-4436-d74a-888d0b11d490"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "ArcFace\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:22.867628\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:21.465603\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:20.355772\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:19.971218\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:19.142595\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:18.612055\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:17.626167\tAcc:0.007812 LR:0.0010000\n",
            "Train Epoch Loss: 19.891716 Accuracy: 0.001208\n",
            "Eval Epoch Average Acc: 0.8163, Average Threshold: 0.1976\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:16.798555\tAcc:0.007812 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:17.030262\tAcc:0.011719 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:16.036381\tAcc:0.023438 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:15.620205\tAcc:0.011719 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:15.098526\tAcc:0.035156 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:14.842890\tAcc:0.050781 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:14.515158\tAcc:0.019531 LR:0.0010000\n",
            "Train Epoch Loss: 15.773181 Accuracy: 0.024866\n",
            "Eval Epoch Average Acc: 0.8240, Average Threshold: 0.1686\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:13.602710\tAcc:0.046875 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:13.449241\tAcc:0.058594 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:13.485094\tAcc:0.066406 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:12.972017\tAcc:0.054688 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:12.328297\tAcc:0.078125 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:12.828059\tAcc:0.089844 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:12.570345\tAcc:0.078125 LR:0.0010000\n",
            "Train Epoch Loss: 13.046335 Accuracy: 0.074398\n",
            "Eval Epoch Average Acc: 0.8325, Average Threshold: 0.1745\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:11.527102\tAcc:0.113281 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:10.895613\tAcc:0.132812 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:11.180339\tAcc:0.160156 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:11.010590\tAcc:0.164062 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:11.334859\tAcc:0.128906 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:11.022041\tAcc:0.144531 LR:0.0010000\n",
            "Train Epoch Loss: 11.166580 Accuracy: 0.140513\n",
            "Eval Epoch Average Acc: 0.8407, Average Threshold: 0.1807\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:9.436703\tAcc:0.210938 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:9.180363\tAcc:0.234375 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:8.756492\tAcc:0.269531 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:8.872958\tAcc:0.250000 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:8.307193\tAcc:0.269531 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:9.618969\tAcc:0.222656 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:8.976775\tAcc:0.257812 LR:0.0001000\n",
            "Train Epoch Loss: 8.811414 Accuracy: 0.252923\n",
            "Eval Epoch Average Acc: 0.8438, Average Threshold: 0.1697\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:8.440163\tAcc:0.273438 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:8.337809\tAcc:0.300781 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:7.324583\tAcc:0.351562 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:8.075409\tAcc:0.304688 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:8.137099\tAcc:0.308594 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:8.223244\tAcc:0.320312 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:7.895742\tAcc:0.265625 LR:0.0001000\n",
            "Train Epoch Loss: 8.123784 Accuracy: 0.291275\n",
            "Eval Epoch Average Acc: 0.8398, Average Threshold: 0.1748\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:7.359702\tAcc:0.332031 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:7.224883\tAcc:0.359375 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:8.257817\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:7.898667\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:7.743490\tAcc:0.316406 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:7.573265\tAcc:0.320312 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:7.240183\tAcc:0.343750 LR:0.0001000\n",
            "Train Epoch Loss: 7.646946 Accuracy: 0.316172\n",
            "Eval Epoch Average Acc: 0.8450, Average Threshold: 0.1770\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:6.356863\tAcc:0.363281 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:6.973596\tAcc:0.363281 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:6.936415\tAcc:0.343750 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:7.149498\tAcc:0.343750 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:7.994617\tAcc:0.304688 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:7.486259\tAcc:0.304688 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:7.755099\tAcc:0.343750 LR:0.0001000\n",
            "Train Epoch Loss: 7.235841 Accuracy: 0.336858\n",
            "Eval Epoch Average Acc: 0.8457, Average Threshold: 0.1496\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:6.822321\tAcc:0.351562 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:6.706376\tAcc:0.355469 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:7.077533\tAcc:0.347656 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:7.198249\tAcc:0.347656 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:6.702941\tAcc:0.359375 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:7.005271\tAcc:0.355469 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:7.063995\tAcc:0.355469 LR:0.0001000\n",
            "Train Epoch Loss: 6.847141 Accuracy: 0.359031\n",
            "Eval Epoch Average Acc: 0.8407, Average Threshold: 0.1569\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:6.871280\tAcc:0.347656 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:6.418736\tAcc:0.394531 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:6.752980\tAcc:0.359375 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:7.154964\tAcc:0.304688 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:7.277998\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:6.341458\tAcc:0.390625 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:6.597529\tAcc:0.359375 LR:0.0001000\n",
            "Train Epoch Loss: 6.483549 Accuracy: 0.377564\n",
            "Eval Epoch Average Acc: 0.8400, Average Threshold: 0.1619\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:5.891840\tAcc:0.378906 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:6.158693\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:6.840045\tAcc:0.355469 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:6.134862\tAcc:0.382812 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:6.232522\tAcc:0.414062 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:5.911220\tAcc:0.421875 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:6.150632\tAcc:0.386719 LR:0.0000100\n",
            "Train Epoch Loss: 6.023839 Accuracy: 0.401533\n",
            "Eval Epoch Average Acc: 0.8440, Average Threshold: 0.1665\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:5.815309\tAcc:0.437500 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:6.377334\tAcc:0.390625 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:5.983828\tAcc:0.406250 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:5.580919\tAcc:0.414062 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:5.766878\tAcc:0.406250 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:5.540041\tAcc:0.441406 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:6.455012\tAcc:0.359375 LR:0.0000100\n",
            "Train Epoch Loss: 5.955723 Accuracy: 0.405590\n",
            "Eval Epoch Average Acc: 0.8410, Average Threshold: 0.1805\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:6.248290\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:5.397517\tAcc:0.417969 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:5.873802\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:5.636537\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:6.020479\tAcc:0.445312 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:5.944677\tAcc:0.375000 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:5.692834\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch Loss: 5.917184 Accuracy: 0.408469\n",
            "Eval Epoch Average Acc: 0.8407, Average Threshold: 0.1672\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:5.612854\tAcc:0.417969 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:5.668844\tAcc:0.398438 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:5.292967\tAcc:0.433594 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:5.846754\tAcc:0.421875 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:6.172514\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:5.385895\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:6.322068\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch Loss: 5.866247 Accuracy: 0.411334\n",
            "Eval Epoch Average Acc: 0.8397, Average Threshold: 0.1747\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:6.041608\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:5.901807\tAcc:0.378906 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:6.059684\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:5.619018\tAcc:0.425781 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:6.008060\tAcc:0.351562 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:6.105440\tAcc:0.390625 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:6.580018\tAcc:0.382812 LR:0.0000100\n",
            "Train Epoch Loss: 5.826646 Accuracy: 0.414291\n",
            "Eval Epoch Average Acc: 0.8418, Average Threshold: 0.1782\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:5.798703\tAcc:0.437500 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:6.217731\tAcc:0.386719 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:5.352933\tAcc:0.421875 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:6.030643\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:5.462921\tAcc:0.390625 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:5.150021\tAcc:0.472656 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:5.591606\tAcc:0.406250 LR:0.0000100\n",
            "Train Epoch Loss: 5.770378 Accuracy: 0.416242\n",
            "Eval Epoch Average Acc: 0.8432, Average Threshold: 0.1623\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:5.425724\tAcc:0.484375 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:5.300805\tAcc:0.449219 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:5.290052\tAcc:0.460938 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:5.912841\tAcc:0.433594 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:5.864562\tAcc:0.398438 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:6.285944\tAcc:0.410156 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:5.607109\tAcc:0.421875 LR:0.0000100\n",
            "Train Epoch Loss: 5.747493 Accuracy: 0.416707\n",
            "Eval Epoch Average Acc: 0.8393, Average Threshold: 0.1627\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:5.698216\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:5.751569\tAcc:0.406250 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:5.963572\tAcc:0.445312 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:5.132256\tAcc:0.492188 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:5.865288\tAcc:0.367188 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:5.454537\tAcc:0.425781 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:6.094058\tAcc:0.382812 LR:0.0000100\n",
            "Train Epoch Loss: 5.693464 Accuracy: 0.420036\n",
            "Eval Epoch Average Acc: 0.8375, Average Threshold: 0.1685\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:6.265967\tAcc:0.363281 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:5.916552\tAcc:0.410156 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:5.711499\tAcc:0.425781 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:5.521827\tAcc:0.425781 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:5.646564\tAcc:0.410156 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:6.014345\tAcc:0.382812 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:6.160782\tAcc:0.378906 LR:0.0000010\n",
            "Train Epoch Loss: 5.654202 Accuracy: 0.422110\n",
            "Eval Epoch Average Acc: 0.8397, Average Threshold: 0.1662\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:5.861562\tAcc:0.355469 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:5.477660\tAcc:0.429688 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:5.936437\tAcc:0.449219 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:5.075725\tAcc:0.449219 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:6.074473\tAcc:0.402344 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:5.389728\tAcc:0.457031 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:5.450737\tAcc:0.390625 LR:0.0000010\n",
            "Train Epoch Loss: 5.655574 Accuracy: 0.421661\n",
            "Eval Epoch Average Acc: 0.8388, Average Threshold: 0.1621\n",
            "Best acc on LFW: 0.8456666666666667, best threshold: 0.14955999999999997\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ntN0b4TSn8CB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "17ee36a0-2c5f-487f-f285-826f57b2d5eb"
      },
      "source": [
        "!cd checkpoints;ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " se_resnet18_512_ArcFace_0000.pth\n",
            " se_resnet18_512_ArcFace_0001.pth\n",
            " se_resnet18_512_ArcFace_0002.pth\n",
            " se_resnet18_512_ArcFace_0003.pth\n",
            " se_resnet18_512_ArcFace_0004.pth\n",
            " se_resnet18_512_ArcFace_0005.pth\n",
            " se_resnet18_512_ArcFace_0006.pth\n",
            " se_resnet18_512_ArcFace_0007.pth\n",
            " se_resnet18_512_ArcFace_0008.pth\n",
            " se_resnet18_512_ArcFace_0009.pth\n",
            " se_resnet18_512_ArcFace_0010.pth\n",
            " se_resnet18_512_ArcFace_0011.pth\n",
            " se_resnet18_512_ArcFace_0012.pth\n",
            " se_resnet18_512_ArcFace_0013.pth\n",
            " se_resnet18_512_ArcFace_0014.pth\n",
            " se_resnet18_512_ArcFace_0015.pth\n",
            " se_resnet18_512_ArcFace_0016.pth\n",
            " se_resnet18_512_ArcFace_0017.pth\n",
            " se_resnet18_512_ArcFace_0018.pth\n",
            " se_resnet18_512_ArcFace_0019.pth\n",
            " se_resnet18_512_ArcFace_best.pth\n",
            " se_resnet18_512_CosFace_0000.pth\n",
            " se_resnet18_512_CosFace_0001.pth\n",
            " se_resnet18_512_CosFace_0002.pth\n",
            " se_resnet18_512_CosFace_0003.pth\n",
            " se_resnet18_512_CosFace_0004.pth\n",
            " se_resnet18_512_CosFace_0005.pth\n",
            " se_resnet18_512_CosFace_0006.pth\n",
            " se_resnet18_512_CosFace_0007.pth\n",
            " se_resnet18_512_CosFace_0008.pth\n",
            " se_resnet18_512_CosFace_0009.pth\n",
            " se_resnet18_512_CosFace_0010.pth\n",
            " se_resnet18_512_CosFace_0011.pth\n",
            " se_resnet18_512_CosFace_0012.pth\n",
            " se_resnet18_512_CosFace_0013.pth\n",
            " se_resnet18_512_CosFace_0014.pth\n",
            " se_resnet18_512_CosFace_0015.pth\n",
            " se_resnet18_512_CosFace_0016.pth\n",
            " se_resnet18_512_CosFace_0017.pth\n",
            " se_resnet18_512_CosFace_0018.pth\n",
            " se_resnet18_512_CosFace_0019.pth\n",
            " se_resnet18_512_CosFace_best.pth\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0000.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0001.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0002.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0003.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0004.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0005.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0006.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0007.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0008.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0009.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0010.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0011.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0012.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0013.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0014.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0015.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0016.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0017.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0018.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_0019.pth'\n",
            "'se_resnet18_512_Linear(in_features=512, out_features=775, bias=True)_best.pth'\n",
            " se_resnet18_512_NormFace_0000.pth\n",
            " se_resnet18_512_NormFace_0001.pth\n",
            " se_resnet18_512_NormFace_0002.pth\n",
            " se_resnet18_512_NormFace_0003.pth\n",
            " se_resnet18_512_NormFace_0004.pth\n",
            " se_resnet18_512_NormFace_0005.pth\n",
            " se_resnet18_512_NormFace_0006.pth\n",
            " se_resnet18_512_NormFace_0007.pth\n",
            " se_resnet18_512_NormFace_0008.pth\n",
            " se_resnet18_512_NormFace_0009.pth\n",
            " se_resnet18_512_NormFace_0010.pth\n",
            " se_resnet18_512_NormFace_0011.pth\n",
            " se_resnet18_512_NormFace_0012.pth\n",
            " se_resnet18_512_NormFace_0013.pth\n",
            " se_resnet18_512_NormFace_0014.pth\n",
            " se_resnet18_512_NormFace_0015.pth\n",
            " se_resnet18_512_NormFace_0016.pth\n",
            " se_resnet18_512_NormFace_0017.pth\n",
            " se_resnet18_512_NormFace_0018.pth\n",
            " se_resnet18_512_NormFace_0019.pth\n",
            " se_resnet18_512_NormFace_best.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0000.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0001.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0002.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0003.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0004.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0005.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0006.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0007.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0008.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0009.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0010.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0011.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0012.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0013.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0014.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0015.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0016.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0017.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0018.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_0019.pth\n",
            " se_resnet18_512_NormFace_FocalLoss_best.pth\n",
            " se_resnet18_512_NormFace_OHEM_0000.pth\n",
            " se_resnet18_512_NormFace_OHEM_0001.pth\n",
            " se_resnet18_512_NormFace_OHEM_0002.pth\n",
            " se_resnet18_512_NormFace_OHEM_0003.pth\n",
            " se_resnet18_512_NormFace_OHEM_0004.pth\n",
            " se_resnet18_512_NormFace_OHEM_0005.pth\n",
            " se_resnet18_512_NormFace_OHEM_0006.pth\n",
            " se_resnet18_512_NormFace_OHEM_0007.pth\n",
            " se_resnet18_512_NormFace_OHEM_0008.pth\n",
            " se_resnet18_512_NormFace_OHEM_0009.pth\n",
            " se_resnet18_512_NormFace_OHEM_0010.pth\n",
            " se_resnet18_512_NormFace_OHEM_0011.pth\n",
            " se_resnet18_512_NormFace_OHEM_0012.pth\n",
            " se_resnet18_512_NormFace_OHEM_0013.pth\n",
            " se_resnet18_512_NormFace_OHEM_0014.pth\n",
            " se_resnet18_512_NormFace_OHEM_0015.pth\n",
            " se_resnet18_512_NormFace_OHEM_0016.pth\n",
            " se_resnet18_512_NormFace_OHEM_0017.pth\n",
            " se_resnet18_512_NormFace_OHEM_0018.pth\n",
            " se_resnet18_512_NormFace_OHEM_0019.pth\n",
            " se_resnet18_512_NormFace_OHEM_best.pth\n",
            " se_resnet18_512_SphereFace_0000.pth\n",
            " se_resnet18_512_SphereFace_0001.pth\n",
            " se_resnet18_512_SphereFace_0002.pth\n",
            " se_resnet18_512_SphereFace_0003.pth\n",
            " se_resnet18_512_SphereFace_0004.pth\n",
            " se_resnet18_512_SphereFace_0005.pth\n",
            " se_resnet18_512_SphereFace_0006.pth\n",
            " se_resnet18_512_SphereFace_0007.pth\n",
            " se_resnet18_512_SphereFace_0008.pth\n",
            " se_resnet18_512_SphereFace_0009.pth\n",
            " se_resnet18_512_SphereFace_0010.pth\n",
            " se_resnet18_512_SphereFace_0011.pth\n",
            " se_resnet18_512_SphereFace_0012.pth\n",
            " se_resnet18_512_SphereFace_0013.pth\n",
            " se_resnet18_512_SphereFace_0014.pth\n",
            " se_resnet18_512_SphereFace_0015.pth\n",
            " se_resnet18_512_SphereFace_0016.pth\n",
            " se_resnet18_512_SphereFace_0017.pth\n",
            " se_resnet18_512_SphereFace_0018.pth\n",
            " se_resnet18_512_SphereFace_0019.pth\n",
            " se_resnet18_512_SphereFace_best.pth\n",
            " se_resnet18_ArcFace_0000.pth\n",
            " se_resnet18_ArcFace_0001.pth\n",
            " se_resnet18_ArcFace_0002.pth\n",
            " se_resnet18_ArcFace_0003.pth\n",
            " se_resnet18_ArcFace_0004.pth\n",
            " se_resnet18_ArcFace_0005.pth\n",
            " se_resnet18_ArcFace_0006.pth\n",
            " se_resnet18_ArcFace_0007.pth\n",
            " se_resnet18_ArcFace_0008.pth\n",
            " se_resnet18_ArcFace_0009.pth\n",
            " se_resnet18_ArcFace_0010.pth\n",
            " se_resnet18_ArcFace_0011.pth\n",
            " se_resnet18_ArcFace_0012.pth\n",
            " se_resnet18_ArcFace_0013.pth\n",
            " se_resnet18_ArcFace_0014.pth\n",
            " se_resnet18_ArcFace_0015.pth\n",
            " se_resnet18_ArcFace_0016.pth\n",
            " se_resnet18_ArcFace_0017.pth\n",
            " se_resnet18_ArcFace_0018.pth\n",
            " se_resnet18_ArcFace_0019.pth\n",
            " se_resnet18_ArcFace_best.pth\n",
            " se_resnet18_CosFace_0000.pth\n",
            " se_resnet18_CosFace_0001.pth\n",
            " se_resnet18_CosFace_0002.pth\n",
            " se_resnet18_CosFace_0003.pth\n",
            " se_resnet18_CosFace_0004.pth\n",
            " se_resnet18_CosFace_0005.pth\n",
            " se_resnet18_CosFace_0006.pth\n",
            " se_resnet18_CosFace_0007.pth\n",
            " se_resnet18_CosFace_0008.pth\n",
            " se_resnet18_CosFace_0009.pth\n",
            " se_resnet18_CosFace_0010.pth\n",
            " se_resnet18_CosFace_0011.pth\n",
            " se_resnet18_CosFace_0012.pth\n",
            " se_resnet18_CosFace_0013.pth\n",
            " se_resnet18_CosFace_0014.pth\n",
            " se_resnet18_CosFace_0015.pth\n",
            " se_resnet18_CosFace_0016.pth\n",
            " se_resnet18_CosFace_0017.pth\n",
            " se_resnet18_CosFace_0018.pth\n",
            " se_resnet18_CosFace_0019.pth\n",
            " se_resnet18_CosFace_best.pth\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0000.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0001.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0002.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0003.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0004.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0005.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0006.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0007.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0008.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0009.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0010.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0011.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0012.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0013.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0014.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0015.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0016.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0017.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0018.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_0019.pth'\n",
            "'se_resnet18_Linear(in_features=512, out_features=775, bias=True)_best.pth'\n",
            " se_resnet18_NormFace_0000.pth\n",
            " se_resnet18_NormFace_0001.pth\n",
            " se_resnet18_NormFace_0002.pth\n",
            " se_resnet18_NormFace_0003.pth\n",
            " se_resnet18_NormFace_0004.pth\n",
            " se_resnet18_NormFace_0005.pth\n",
            " se_resnet18_NormFace_0006.pth\n",
            " se_resnet18_NormFace_0007.pth\n",
            " se_resnet18_NormFace_0008.pth\n",
            " se_resnet18_NormFace_0009.pth\n",
            " se_resnet18_NormFace_0010.pth\n",
            " se_resnet18_NormFace_0011.pth\n",
            " se_resnet18_NormFace_0012.pth\n",
            " se_resnet18_NormFace_0013.pth\n",
            " se_resnet18_NormFace_0014.pth\n",
            " se_resnet18_NormFace_0015.pth\n",
            " se_resnet18_NormFace_0016.pth\n",
            " se_resnet18_NormFace_0017.pth\n",
            " se_resnet18_NormFace_0018.pth\n",
            " se_resnet18_NormFace_0019.pth\n",
            " se_resnet18_NormFace_best.pth\n",
            " se_resnet18_NormFace_FocalLoss_0000.pth\n",
            " se_resnet18_NormFace_FocalLoss_0001.pth\n",
            " se_resnet18_NormFace_FocalLoss_0002.pth\n",
            " se_resnet18_NormFace_FocalLoss_0003.pth\n",
            " se_resnet18_NormFace_FocalLoss_0004.pth\n",
            " se_resnet18_NormFace_FocalLoss_0005.pth\n",
            " se_resnet18_NormFace_FocalLoss_0006.pth\n",
            " se_resnet18_NormFace_FocalLoss_0007.pth\n",
            " se_resnet18_NormFace_FocalLoss_0008.pth\n",
            " se_resnet18_NormFace_FocalLoss_0009.pth\n",
            " se_resnet18_NormFace_FocalLoss_0010.pth\n",
            " se_resnet18_NormFace_FocalLoss_0011.pth\n",
            " se_resnet18_NormFace_FocalLoss_0012.pth\n",
            " se_resnet18_NormFace_FocalLoss_0013.pth\n",
            " se_resnet18_NormFace_FocalLoss_0014.pth\n",
            " se_resnet18_NormFace_FocalLoss_0015.pth\n",
            " se_resnet18_NormFace_FocalLoss_0016.pth\n",
            " se_resnet18_NormFace_FocalLoss_0017.pth\n",
            " se_resnet18_NormFace_FocalLoss_0018.pth\n",
            " se_resnet18_NormFace_FocalLoss_0019.pth\n",
            " se_resnet18_NormFace_FocalLoss_best.pth\n",
            " se_resnet18_NormFace_OHEM_0000.pth\n",
            " se_resnet18_NormFace_OHEM_0001.pth\n",
            " se_resnet18_NormFace_OHEM_0002.pth\n",
            " se_resnet18_NormFace_OHEM_0003.pth\n",
            " se_resnet18_NormFace_OHEM_0004.pth\n",
            " se_resnet18_NormFace_OHEM_0005.pth\n",
            " se_resnet18_NormFace_OHEM_0006.pth\n",
            " se_resnet18_NormFace_OHEM_0007.pth\n",
            " se_resnet18_NormFace_OHEM_0008.pth\n",
            " se_resnet18_NormFace_OHEM_0009.pth\n",
            " se_resnet18_NormFace_OHEM_0010.pth\n",
            " se_resnet18_NormFace_OHEM_0011.pth\n",
            " se_resnet18_NormFace_OHEM_0012.pth\n",
            " se_resnet18_NormFace_OHEM_0013.pth\n",
            " se_resnet18_NormFace_OHEM_0014.pth\n",
            " se_resnet18_NormFace_OHEM_0015.pth\n",
            " se_resnet18_NormFace_OHEM_0016.pth\n",
            " se_resnet18_NormFace_OHEM_0017.pth\n",
            " se_resnet18_NormFace_OHEM_0018.pth\n",
            " se_resnet18_NormFace_OHEM_0019.pth\n",
            " se_resnet18_NormFace_OHEM_best.pth\n",
            " se_resnet18_SphereFace_0000.pth\n",
            " se_resnet18_SphereFace_0001.pth\n",
            " se_resnet18_SphereFace_0002.pth\n",
            " se_resnet18_SphereFace_0003.pth\n",
            " se_resnet18_SphereFace_0004.pth\n",
            " se_resnet18_SphereFace_0005.pth\n",
            " se_resnet18_SphereFace_0006.pth\n",
            " se_resnet18_SphereFace_0007.pth\n",
            " se_resnet18_SphereFace_0008.pth\n",
            " se_resnet18_SphereFace_0009.pth\n",
            " se_resnet18_SphereFace_0010.pth\n",
            " se_resnet18_SphereFace_0011.pth\n",
            " se_resnet18_SphereFace_0012.pth\n",
            " se_resnet18_SphereFace_0013.pth\n",
            " se_resnet18_SphereFace_0014.pth\n",
            " se_resnet18_SphereFace_0015.pth\n",
            " se_resnet18_SphereFace_0016.pth\n",
            " se_resnet18_SphereFace_0017.pth\n",
            " se_resnet18_SphereFace_0018.pth\n",
            " se_resnet18_SphereFace_0019.pth\n",
            " se_resnet18_SphereFace_best.pth\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FhzNm4wdnbrK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c7046ed2-ed24-4df2-cb1f-5a946a9421cb"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "CosFace\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:18.020449\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:16.191698\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:15.236010\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:14.292567\tAcc:0.003906 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:14.219253\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:12.924738\tAcc:0.027344 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:13.000652\tAcc:0.007812 LR:0.0010000\n",
            "Train Epoch Loss: 14.551601 Accuracy: 0.003484\n",
            "Eval Epoch Average Acc: 0.8075, Average Threshold: 0.2042\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:11.886840\tAcc:0.011719 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:11.144527\tAcc:0.023438 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:11.079730\tAcc:0.031250 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:11.127630\tAcc:0.046875 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:10.298020\tAcc:0.039062 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:10.297375\tAcc:0.070312 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:9.996297\tAcc:0.042969 LR:0.0010000\n",
            "Train Epoch Loss: 10.973672 Accuracy: 0.041651\n",
            "Eval Epoch Average Acc: 0.8273, Average Threshold: 0.1894\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:9.795833\tAcc:0.066406 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:9.112793\tAcc:0.105469 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:8.770572\tAcc:0.105469 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:8.479033\tAcc:0.132812 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:8.676682\tAcc:0.113281 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:8.529053\tAcc:0.156250 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:8.427945\tAcc:0.132812 LR:0.0010000\n",
            "Train Epoch Loss: 8.948803 Accuracy: 0.107703\n",
            "Eval Epoch Average Acc: 0.8333, Average Threshold: 0.1833\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:7.734661\tAcc:0.148438 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:7.939458\tAcc:0.171875 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:7.642020\tAcc:0.160156 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:7.695607\tAcc:0.179688 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:7.130504\tAcc:0.195312 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:7.289131\tAcc:0.230469 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:7.138066\tAcc:0.226562 LR:0.0010000\n",
            "Train Epoch Loss: 7.597692 Accuracy: 0.179531\n",
            "Eval Epoch Average Acc: 0.8427, Average Threshold: 0.1808\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:6.153738\tAcc:0.253906 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:6.252666\tAcc:0.257812 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:6.129736\tAcc:0.316406 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:5.655638\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:5.180398\tAcc:0.335938 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:5.858006\tAcc:0.312500 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:5.161996\tAcc:0.351562 LR:0.0001000\n",
            "Train Epoch Loss: 5.858468 Accuracy: 0.291925\n",
            "Eval Epoch Average Acc: 0.8452, Average Threshold: 0.1481\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:5.579289\tAcc:0.335938 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:5.733106\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:5.725697\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:5.314414\tAcc:0.324219 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:5.346286\tAcc:0.320312 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:5.810139\tAcc:0.332031 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:5.727882\tAcc:0.296875 LR:0.0001000\n",
            "Train Epoch Loss: 5.377934 Accuracy: 0.333390\n",
            "Eval Epoch Average Acc: 0.8468, Average Threshold: 0.1612\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:5.312076\tAcc:0.339844 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:4.942011\tAcc:0.351562 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:5.155142\tAcc:0.355469 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:5.058909\tAcc:0.363281 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:4.806404\tAcc:0.371094 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:4.974258\tAcc:0.394531 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:5.100555\tAcc:0.371094 LR:0.0001000\n",
            "Train Epoch Loss: 5.046541 Accuracy: 0.357312\n",
            "Eval Epoch Average Acc: 0.8420, Average Threshold: 0.1651\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:4.645562\tAcc:0.367188 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:5.044197\tAcc:0.359375 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:4.427590\tAcc:0.378906 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:4.784729\tAcc:0.355469 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:4.262586\tAcc:0.410156 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:5.018147\tAcc:0.371094 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:4.610818\tAcc:0.394531 LR:0.0001000\n",
            "Train Epoch Loss: 4.750980 Accuracy: 0.381993\n",
            "Eval Epoch Average Acc: 0.8488, Average Threshold: 0.1647\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:4.421853\tAcc:0.414062 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:4.698864\tAcc:0.367188 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:4.975611\tAcc:0.363281 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:4.362293\tAcc:0.417969 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:4.298296\tAcc:0.429688 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:3.876575\tAcc:0.480469 LR:0.0001000\n",
            "Train Epoch Loss: 4.465474 Accuracy: 0.403019\n",
            "Eval Epoch Average Acc: 0.8427, Average Threshold: 0.1685\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:4.394300\tAcc:0.398438 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:3.876529\tAcc:0.457031 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:4.201249\tAcc:0.402344 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:4.089826\tAcc:0.421875 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:3.661726\tAcc:0.484375 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:4.354829\tAcc:0.429688 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:4.670466\tAcc:0.425781 LR:0.0001000\n",
            "Train Epoch Loss: 4.183568 Accuracy: 0.427282\n",
            "Eval Epoch Average Acc: 0.8465, Average Threshold: 0.1672\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:3.745222\tAcc:0.441406 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:3.995516\tAcc:0.453125 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:4.096617\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:4.078920\tAcc:0.445312 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:3.634013\tAcc:0.492188 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:4.265660\tAcc:0.417969 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:4.285048\tAcc:0.402344 LR:0.0000100\n",
            "Train Epoch Loss: 3.842293 Accuracy: 0.455710\n",
            "Eval Epoch Average Acc: 0.8452, Average Threshold: 0.1508\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:4.011607\tAcc:0.410156 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:3.901202\tAcc:0.449219 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:3.895545\tAcc:0.468750 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:3.506145\tAcc:0.488281 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:4.625896\tAcc:0.394531 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:3.788140\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:3.657207\tAcc:0.460938 LR:0.0000100\n",
            "Train Epoch Loss: 3.784039 Accuracy: 0.459255\n",
            "Eval Epoch Average Acc: 0.8443, Average Threshold: 0.1502\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:3.546894\tAcc:0.476562 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:3.953623\tAcc:0.500000 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:3.584941\tAcc:0.449219 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:3.889458\tAcc:0.464844 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:3.468815\tAcc:0.488281 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:3.491992\tAcc:0.480469 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:3.241799\tAcc:0.511719 LR:0.0000100\n",
            "Train Epoch Loss: 3.765309 Accuracy: 0.461856\n",
            "Eval Epoch Average Acc: 0.8435, Average Threshold: 0.1499\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:3.741629\tAcc:0.472656 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:3.479081\tAcc:0.437500 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:3.544845\tAcc:0.496094 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:3.930864\tAcc:0.472656 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:3.530982\tAcc:0.460938 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:3.974302\tAcc:0.406250 LR:0.0000100\n",
            "Train Epoch Loss: 3.725491 Accuracy: 0.464380\n",
            "Eval Epoch Average Acc: 0.8438, Average Threshold: 0.1543\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:3.337371\tAcc:0.488281 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:3.794019\tAcc:0.421875 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:3.677579\tAcc:0.457031 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:3.644073\tAcc:0.480469 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:3.758461\tAcc:0.476562 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:3.752914\tAcc:0.492188 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:3.850061\tAcc:0.519531 LR:0.0000100\n",
            "Train Epoch Loss: 3.697284 Accuracy: 0.468685\n",
            "Eval Epoch Average Acc: 0.8418, Average Threshold: 0.1606\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:3.301203\tAcc:0.511719 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:3.509428\tAcc:0.468750 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:3.541135\tAcc:0.500000 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:3.746261\tAcc:0.445312 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:3.786164\tAcc:0.460938 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:3.946086\tAcc:0.433594 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:3.838878\tAcc:0.441406 LR:0.0000100\n",
            "Train Epoch Loss: 3.657309 Accuracy: 0.471673\n",
            "Eval Epoch Average Acc: 0.8403, Average Threshold: 0.1647\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:3.499000\tAcc:0.453125 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:4.067243\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:4.261359\tAcc:0.429688 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:3.803375\tAcc:0.433594 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:3.149712\tAcc:0.531250 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:3.968714\tAcc:0.425781 LR:0.0000100\n",
            "Train Epoch Loss: 3.629616 Accuracy: 0.474506\n",
            "Eval Epoch Average Acc: 0.8425, Average Threshold: 0.1529\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:3.589943\tAcc:0.464844 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:3.659410\tAcc:0.488281 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:3.501074\tAcc:0.445312 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:3.885072\tAcc:0.457031 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:3.373561\tAcc:0.488281 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:3.632594\tAcc:0.464844 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:3.523175\tAcc:0.468750 LR:0.0000100\n",
            "Train Epoch Loss: 3.593370 Accuracy: 0.477820\n",
            "Eval Epoch Average Acc: 0.8392, Average Threshold: 0.1628\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:3.394413\tAcc:0.507812 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:3.760386\tAcc:0.457031 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:3.264380\tAcc:0.500000 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:3.455948\tAcc:0.500000 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:3.627014\tAcc:0.503906 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:3.162452\tAcc:0.500000 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:3.898613\tAcc:0.398438 LR:0.0000010\n",
            "Train Epoch Loss: 3.573205 Accuracy: 0.478253\n",
            "Eval Epoch Average Acc: 0.8400, Average Threshold: 0.1559\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:3.121399\tAcc:0.523438 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:3.693269\tAcc:0.449219 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:3.438032\tAcc:0.437500 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:3.402923\tAcc:0.484375 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:3.717492\tAcc:0.406250 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:2.979445\tAcc:0.535156 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:3.100511\tAcc:0.531250 LR:0.0000010\n",
            "Train Epoch Loss: 3.558539 Accuracy: 0.480715\n",
            "Eval Epoch Average Acc: 0.8410, Average Threshold: 0.1565\n",
            "Best acc on LFW: 0.8488333333333333, best threshold: 0.16470600000000002\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bfJr6IfB8t3Y",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!python generate_CASIA_WebFace.py"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RNWgIBUoWTKb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "70ebfd09-741a-4b42-98ee-8db5ef23a0b4"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "average_meter.py\t   LFW\t\t\t\tResNet.py\n",
            "CASIA_anno.txt\t\t   LFW_CASIAWebFace_Dataset.py\tSEResNet_IR.py\n",
            "casia-maxpy-clean\t   LFW.tar.gz\t\t\ttrainer.py\n",
            "casia-maxpy-clean.zip\t   loss_function.py\t\ttrain.py\n",
            "checkpoints\t\t   __MACOSX\n",
            "generate_CASIA_WebFace.py  __pycache__\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yK-Wq9QTUkVo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "6bcbf415-6e53-4784-8f63-ae51adfdc264"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "SphereFace\n",
            "/content/drive/My Drive/face_recognition/loss_function.py:88: UserWarning: nn.init.xavier_uniform is now deprecated in favor of nn.init.xavier_uniform_.\n",
            "  nn.init.xavier_uniform(self.weight)\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:7.131711\tAcc:0.007812 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:5.557907\tAcc:0.093750 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:4.681879\tAcc:0.167969 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:4.578175\tAcc:0.175781 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:4.031675\tAcc:0.261719 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:3.658443\tAcc:0.335938 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:3.167630\tAcc:0.437500 LR:0.0010000\n",
            "Train Epoch Loss: 4.435069 Accuracy: 0.230533\n",
            "Eval Epoch Average Acc: 0.8052, Average Threshold: 0.1998\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:2.564295\tAcc:0.492188 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:2.671263\tAcc:0.464844 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:2.695690\tAcc:0.519531 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:2.542413\tAcc:0.503906 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:2.211786\tAcc:0.605469 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:2.393611\tAcc:0.531250 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:1.997351\tAcc:0.632812 LR:0.0010000\n",
            "Train Epoch Loss: 2.481102 Accuracy: 0.525277\n",
            "Eval Epoch Average Acc: 0.8252, Average Threshold: 0.1928\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:1.923620\tAcc:0.636719 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:1.814103\tAcc:0.652344 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:1.664958\tAcc:0.695312 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:1.772733\tAcc:0.640625 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:1.693761\tAcc:0.679688 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:1.668254\tAcc:0.687500 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:1.806066\tAcc:0.628906 LR:0.0010000\n",
            "Train Epoch Loss: 1.754905 Accuracy: 0.657645\n",
            "Eval Epoch Average Acc: 0.8295, Average Threshold: 0.1710\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:1.187864\tAcc:0.781250 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:1.055850\tAcc:0.789062 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:1.452693\tAcc:0.718750 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:1.475286\tAcc:0.750000 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:1.331586\tAcc:0.730469 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:1.479537\tAcc:0.683594 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:1.363142\tAcc:0.730469 LR:0.0010000\n",
            "Train Epoch Loss: 1.318986 Accuracy: 0.735775\n",
            "Eval Epoch Average Acc: 0.8405, Average Threshold: 0.1776\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:1.074108\tAcc:0.800781 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:0.659103\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:0.564578\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:0.711067\tAcc:0.843750 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:0.815961\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:0.720138\tAcc:0.832031 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:0.812112\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch Loss: 0.754902 Accuracy: 0.856360\n",
            "Eval Epoch Average Acc: 0.8475, Average Threshold: 0.1577\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:0.583388\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:0.444266\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:0.588606\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:0.644362\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:0.727851\tAcc:0.867188 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:0.601688\tAcc:0.886719 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:0.581255\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch Loss: 0.635676 Accuracy: 0.884462\n",
            "Eval Epoch Average Acc: 0.8463, Average Threshold: 0.1623\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:0.481625\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:0.656101\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:0.589073\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:0.522380\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:0.572409\tAcc:0.925781 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:0.595533\tAcc:0.886719 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:0.614251\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch Loss: 0.560192 Accuracy: 0.900008\n",
            "Eval Epoch Average Acc: 0.8450, Average Threshold: 0.1501\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:0.500124\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:0.565009\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:0.502300\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:0.403754\tAcc:0.941406 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:0.531626\tAcc:0.902344 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:0.650588\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:0.490257\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch Loss: 0.503698 Accuracy: 0.913060\n",
            "Eval Epoch Average Acc: 0.8467, Average Threshold: 0.1508\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:0.547139\tAcc:0.902344 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:0.328033\tAcc:0.960938 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:0.405254\tAcc:0.945312 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:0.483565\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:0.432239\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:0.428884\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:0.488546\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch Loss: 0.444531 Accuracy: 0.926655\n",
            "Eval Epoch Average Acc: 0.8452, Average Threshold: 0.1570\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:0.358368\tAcc:0.937500 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:0.340811\tAcc:0.957031 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:0.336152\tAcc:0.945312 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:0.402026\tAcc:0.937500 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:0.414331\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:0.453994\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:0.465895\tAcc:0.921875 LR:0.0001000\n",
            "Train Epoch Loss: 0.399180 Accuracy: 0.937338\n",
            "Eval Epoch Average Acc: 0.8445, Average Threshold: 0.1600\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:0.250730\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:0.287689\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:0.314388\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:0.352469\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:0.391809\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:0.382923\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:0.421988\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.336647 Accuracy: 0.951475\n",
            "Eval Epoch Average Acc: 0.8435, Average Threshold: 0.1528\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:0.353833\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:0.333515\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:0.388153\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:0.278636\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:0.336497\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:0.238128\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:0.399766\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch Loss: 0.350797 Accuracy: 0.950747\n",
            "Eval Epoch Average Acc: 0.8470, Average Threshold: 0.1556\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:0.297650\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:0.319505\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:0.299246\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:0.267802\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:0.332518\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:0.401307\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:0.350156\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch Loss: 0.364128 Accuracy: 0.947790\n",
            "Eval Epoch Average Acc: 0.8458, Average Threshold: 0.1595\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:0.292471\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:0.430889\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:0.371449\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:0.431691\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:0.329300\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:0.511421\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:0.387463\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.383314 Accuracy: 0.944321\n",
            "Eval Epoch Average Acc: 0.8450, Average Threshold: 0.1575\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:0.378027\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:0.292890\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:0.487422\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:0.576209\tAcc:0.898438 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:0.519943\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:0.463872\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:0.506862\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch Loss: 0.410835 Accuracy: 0.940420\n",
            "Eval Epoch Average Acc: 0.8453, Average Threshold: 0.1583\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:0.415946\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:0.363530\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:0.389001\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:0.501465\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:0.592164\tAcc:0.906250 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:0.509935\tAcc:0.902344 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:0.386953\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.432022 Accuracy: 0.936162\n",
            "Eval Epoch Average Acc: 0.8455, Average Threshold: 0.1499\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:0.470648\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:0.541019\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:0.614521\tAcc:0.906250 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:0.482263\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:0.454716\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:0.436950\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:0.527389\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch Loss: 0.461119 Accuracy: 0.930046\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:0.462029\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:0.482174\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:0.379660\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:0.418697\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:0.555933\tAcc:0.902344 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:0.442666\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:0.441695\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch Loss: 0.497644 Accuracy: 0.922629\n",
            "Eval Epoch Average Acc: 0.8455, Average Threshold: 0.1440\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:0.437225\tAcc:0.937500 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:0.416057\tAcc:0.937500 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:0.588180\tAcc:0.902344 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:0.402348\tAcc:0.941406 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:0.694199\tAcc:0.898438 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:0.567822\tAcc:0.882812 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:0.532865\tAcc:0.917969 LR:0.0000010\n",
            "Train Epoch Loss: 0.532130 Accuracy: 0.914903\n",
            "Eval Epoch Average Acc: 0.8475, Average Threshold: 0.1493\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:0.609308\tAcc:0.878906 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:0.454613\tAcc:0.929688 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:0.740356\tAcc:0.855469 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:0.474429\tAcc:0.921875 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:0.575013\tAcc:0.910156 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:0.530636\tAcc:0.917969 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:0.539226\tAcc:0.894531 LR:0.0000010\n",
            "Train Epoch Loss: 0.586987 Accuracy: 0.902764\n",
            "Eval Epoch Average Acc: 0.8467, Average Threshold: 0.1472\n",
            "Best acc on LFW: 0.8474999999999999, best threshold: 0.1576565\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N1HRPiML2HW_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d37a48f6-e7d4-41c4-ee67-298a09f5205b"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "NormFace\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:6.914123\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:5.893065\tAcc:0.074219 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:5.435833\tAcc:0.148438 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:4.993375\tAcc:0.207031 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:4.802594\tAcc:0.210938 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:4.380730\tAcc:0.281250 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:4.294127\tAcc:0.277344 LR:0.0010000\n",
            "Train Epoch Loss: 5.132602 Accuracy: 0.176728\n",
            "Eval Epoch Average Acc: 0.8102, Average Threshold: 0.1870\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:4.036437\tAcc:0.359375 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:3.746383\tAcc:0.398438 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:3.748130\tAcc:0.398438 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:3.500742\tAcc:0.445312 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:3.540380\tAcc:0.414062 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:3.516386\tAcc:0.480469 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:3.308254\tAcc:0.480469 LR:0.0010000\n",
            "Train Epoch Loss: 3.621430 Accuracy: 0.404583\n",
            "Eval Epoch Average Acc: 0.8200, Average Threshold: 0.1638\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:2.926268\tAcc:0.546875 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:2.734089\tAcc:0.582031 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:2.891995\tAcc:0.527344 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:2.731273\tAcc:0.566406 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:2.746288\tAcc:0.574219 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:2.728639\tAcc:0.546875 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:2.561917\tAcc:0.570312 LR:0.0010000\n",
            "Train Epoch Loss: 2.732677 Accuracy: 0.557126\n",
            "Eval Epoch Average Acc: 0.8383, Average Threshold: 0.1671\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:2.182083\tAcc:0.667969 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:2.128712\tAcc:0.710938 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:2.067202\tAcc:0.652344 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:2.050576\tAcc:0.671875 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:2.008570\tAcc:0.687500 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:1.945868\tAcc:0.703125 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:2.046687\tAcc:0.675781 LR:0.0010000\n",
            "Train Epoch Loss: 2.091571 Accuracy: 0.673067\n",
            "Eval Epoch Average Acc: 0.8373, Average Threshold: 0.1524\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:1.567292\tAcc:0.765625 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:1.348526\tAcc:0.828125 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:1.592170\tAcc:0.789062 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:1.406364\tAcc:0.785156 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:1.362965\tAcc:0.808594 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:1.473068\tAcc:0.800781 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:1.368987\tAcc:0.804688 LR:0.0001000\n",
            "Train Epoch Loss: 1.427498 Accuracy: 0.805497\n",
            "Eval Epoch Average Acc: 0.8372, Average Threshold: 0.1504\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:1.217288\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:1.189504\tAcc:0.824219 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:1.240821\tAcc:0.847656 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:1.251458\tAcc:0.835938 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:1.322963\tAcc:0.812500 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:1.114879\tAcc:0.867188 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:1.247800\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch Loss: 1.261122 Accuracy: 0.839823\n",
            "Eval Epoch Average Acc: 0.8428, Average Threshold: 0.1489\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:1.221098\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:1.258799\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:1.169558\tAcc:0.843750 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:1.148151\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:1.088091\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:1.041467\tAcc:0.878906 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:1.096916\tAcc:0.859375 LR:0.0001000\n",
            "Train Epoch Loss: 1.149706 Accuracy: 0.864721\n",
            "Eval Epoch Average Acc: 0.8425, Average Threshold: 0.1447\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:0.948195\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:1.129735\tAcc:0.878906 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:1.024225\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:1.022231\tAcc:0.894531 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:1.024120\tAcc:0.894531 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:1.067296\tAcc:0.878906 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:1.210702\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch Loss: 1.047744 Accuracy: 0.885825\n",
            "Eval Epoch Average Acc: 0.8408, Average Threshold: 0.1424\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:0.964580\tAcc:0.886719 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:0.991520\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:0.924054\tAcc:0.925781 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:0.982991\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:0.898624\tAcc:0.929688 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:0.978653\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:1.163876\tAcc:0.855469 LR:0.0001000\n",
            "Train Epoch Loss: 0.954074 Accuracy: 0.906836\n",
            "Eval Epoch Average Acc: 0.8365, Average Threshold: 0.1416\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:0.878154\tAcc:0.925781 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:0.795182\tAcc:0.937500 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:0.892239\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:0.832224\tAcc:0.921875 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:0.823434\tAcc:0.953125 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:0.874103\tAcc:0.929688 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:0.967178\tAcc:0.921875 LR:0.0001000\n",
            "Train Epoch Loss: 0.868246 Accuracy: 0.924549\n",
            "Eval Epoch Average Acc: 0.8405, Average Threshold: 0.1377\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:0.842517\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:0.815096\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:0.833601\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:0.761059\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:0.726043\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:0.741464\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:0.713598\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch Loss: 0.763835 Accuracy: 0.943857\n",
            "Eval Epoch Average Acc: 0.8382, Average Threshold: 0.1341\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:0.653919\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:0.842183\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:0.781439\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:0.682669\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:0.845499\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:0.813169\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:0.737597\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.752227 Accuracy: 0.946071\n",
            "Eval Epoch Average Acc: 0.8367, Average Threshold: 0.1312\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:0.768091\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:0.722719\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:0.717521\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:0.741002\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:0.833802\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:0.812610\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:0.740580\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.740612 Accuracy: 0.948812\n",
            "Eval Epoch Average Acc: 0.8352, Average Threshold: 0.1336\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:0.769391\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:0.756289\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:0.776809\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:0.753711\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:0.726841\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:0.747432\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:0.715730\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.728761 Accuracy: 0.950081\n",
            "Eval Epoch Average Acc: 0.8373, Average Threshold: 0.1329\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:0.706310\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:0.754286\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:0.759920\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:0.739718\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:0.710350\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:0.660938\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:0.652879\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch Loss: 0.719755 Accuracy: 0.952559\n",
            "Eval Epoch Average Acc: 0.8368, Average Threshold: 0.1392\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:0.700688\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:0.661402\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:0.689477\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:0.606934\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:0.735792\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:0.705205\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:0.725137\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch Loss: 0.709960 Accuracy: 0.954092\n",
            "Eval Epoch Average Acc: 0.8387, Average Threshold: 0.1351\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:0.756155\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:0.722049\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:0.726555\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:0.674361\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:0.717262\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:0.721856\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:0.695275\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch Loss: 0.701027 Accuracy: 0.956166\n",
            "Eval Epoch Average Acc: 0.8368, Average Threshold: 0.1361\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:0.526185\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:0.706523\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:0.696230\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:0.681528\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:0.612172\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:0.680484\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:0.785170\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch Loss: 0.694618 Accuracy: 0.957622\n",
            "Eval Epoch Average Acc: 0.8393, Average Threshold: 0.1310\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:0.701963\tAcc:0.949219 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:0.679116\tAcc:0.949219 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:0.647532\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:0.652747\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:0.583737\tAcc:0.984375 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:0.682822\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:0.736477\tAcc:0.957031 LR:0.0000010\n",
            "Train Epoch Loss: 0.678268 Accuracy: 0.959077\n",
            "Eval Epoch Average Acc: 0.8385, Average Threshold: 0.1345\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:0.659167\tAcc:0.953125 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:0.725866\tAcc:0.941406 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:0.695721\tAcc:0.957031 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:0.693447\tAcc:0.941406 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:0.667935\tAcc:0.957031 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:0.693223\tAcc:0.933594 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:0.654859\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch Loss: 0.682922 Accuracy: 0.958566\n",
            "Eval Epoch Average Acc: 0.8377, Average Threshold: 0.1338\n",
            "Best acc on LFW: 0.8428333333333334, best threshold: 0.14894499999999997\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Mk4euvWQVjcs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cd "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HThYZu9Y2Gex",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e519aba5-7309-40b2-8017-67ee3209ed4c"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "Softmax\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:6.943231\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:5.544892\tAcc:0.085938 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:4.437482\tAcc:0.210938 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:4.089367\tAcc:0.246094 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:3.596916\tAcc:0.347656 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:3.469929\tAcc:0.351562 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:3.217741\tAcc:0.410156 LR:0.0010000\n",
            "Train Epoch Loss: 4.257808 Accuracy: 0.248231\n",
            "Eval Epoch Average Acc: 0.8078, Average Threshold: 0.2014\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:2.609752\tAcc:0.464844 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:2.387923\tAcc:0.511719 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:2.544100\tAcc:0.492188 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:2.567527\tAcc:0.500000 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:2.508730\tAcc:0.511719 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:2.273715\tAcc:0.601562 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:1.975349\tAcc:0.617188 LR:0.0010000\n",
            "Train Epoch Loss: 2.346363 Accuracy: 0.542727\n",
            "Eval Epoch Average Acc: 0.8108, Average Threshold: 0.1789\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:1.738584\tAcc:0.636719 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:1.577272\tAcc:0.714844 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:1.603723\tAcc:0.652344 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:1.661957\tAcc:0.628906 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:1.433072\tAcc:0.718750 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:1.578977\tAcc:0.675781 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:1.875830\tAcc:0.617188 LR:0.0010000\n",
            "Train Epoch Loss: 1.635880 Accuracy: 0.667152\n",
            "Eval Epoch Average Acc: 0.8367, Average Threshold: 0.1789\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:1.069604\tAcc:0.777344 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:1.002414\tAcc:0.789062 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:1.189137\tAcc:0.765625 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:1.212873\tAcc:0.742188 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:1.208291\tAcc:0.738281 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:1.320177\tAcc:0.738281 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:1.321803\tAcc:0.734375 LR:0.0010000\n",
            "Train Epoch Loss: 1.197901 Accuracy: 0.750174\n",
            "Eval Epoch Average Acc: 0.8330, Average Threshold: 0.1672\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:0.710988\tAcc:0.851562 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:0.640449\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:0.755544\tAcc:0.828125 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:0.586081\tAcc:0.886719 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:0.500962\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:0.567932\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:0.511549\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch Loss: 0.629689 Accuracy: 0.871534\n",
            "Eval Epoch Average Acc: 0.8422, Average Threshold: 0.1712\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:0.529139\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:0.447186\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:0.452771\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:0.407795\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:0.497911\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:0.512246\tAcc:0.894531 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:0.491224\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch Loss: 0.501129 Accuracy: 0.901959\n",
            "Eval Epoch Average Acc: 0.8440, Average Threshold: 0.1634\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:0.393538\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:0.354554\tAcc:0.929688 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:0.473124\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:0.477312\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:0.452834\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:0.510047\tAcc:0.882812 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:0.489533\tAcc:0.902344 LR:0.0001000\n",
            "Train Epoch Loss: 0.425300 Accuracy: 0.917303\n",
            "Eval Epoch Average Acc: 0.8465, Average Threshold: 0.1630\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:0.338181\tAcc:0.945312 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:0.311923\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:0.343378\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:0.362354\tAcc:0.917969 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:0.323658\tAcc:0.929688 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:0.330687\tAcc:0.949219 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:0.286140\tAcc:0.945312 LR:0.0001000\n",
            "Train Epoch Loss: 0.355349 Accuracy: 0.934474\n",
            "Eval Epoch Average Acc: 0.8468, Average Threshold: 0.1494\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:0.227261\tAcc:0.960938 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:0.226422\tAcc:0.960938 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:0.295961\tAcc:0.937500 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:0.312849\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:0.320547\tAcc:0.941406 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:0.351853\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:0.296441\tAcc:0.953125 LR:0.0001000\n",
            "Train Epoch Loss: 0.301742 Accuracy: 0.946009\n",
            "Eval Epoch Average Acc: 0.8510, Average Threshold: 0.1575\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:0.251048\tAcc:0.949219 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:0.211024\tAcc:0.964844 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:0.190000\tAcc:0.976562 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:0.273052\tAcc:0.953125 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:0.221721\tAcc:0.957031 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:0.172506\tAcc:0.960938 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:0.239095\tAcc:0.949219 LR:0.0001000\n",
            "Train Epoch Loss: 0.245321 Accuracy: 0.958582\n",
            "Eval Epoch Average Acc: 0.8463, Average Threshold: 0.1551\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:0.175490\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:0.159982\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:0.162656\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:0.227547\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:0.157227\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:0.162593\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:0.156758\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch Loss: 0.191725 Accuracy: 0.970101\n",
            "Eval Epoch Average Acc: 0.8485, Average Threshold: 0.1613\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:0.169609\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:0.119673\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:0.121941\tAcc:0.992188 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:0.144208\tAcc:0.988281 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:0.152850\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:0.215425\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:0.155923\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch Loss: 0.185255 Accuracy: 0.971944\n",
            "Eval Epoch Average Acc: 0.8497, Average Threshold: 0.1623\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:0.187541\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:0.163737\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:0.156312\tAcc:0.988281 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:0.216930\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:0.191543\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:0.192438\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:0.133840\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch Loss: 0.177780 Accuracy: 0.973663\n",
            "Eval Epoch Average Acc: 0.8442, Average Threshold: 0.1610\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:0.139974\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:0.176787\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:0.136724\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:0.141589\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:0.194876\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:0.142321\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:0.141392\tAcc:0.988281 LR:0.0000100\n",
            "Train Epoch Loss: 0.173594 Accuracy: 0.974297\n",
            "Eval Epoch Average Acc: 0.8487, Average Threshold: 0.1626\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:0.138772\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:0.121034\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:0.194262\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:0.148096\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:0.189604\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:0.142898\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:0.164867\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch Loss: 0.167837 Accuracy: 0.975350\n",
            "Eval Epoch Average Acc: 0.8450, Average Threshold: 0.1625\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:0.144052\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:0.153183\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:0.152276\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:0.111620\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:0.132333\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:0.185279\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:0.177821\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch Loss: 0.161738 Accuracy: 0.976682\n",
            "Eval Epoch Average Acc: 0.8492, Average Threshold: 0.1632\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:0.141864\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:0.121904\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:0.224653\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:0.160935\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:0.195112\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:0.112379\tAcc:0.984375 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:0.112632\tAcc:0.992188 LR:0.0000100\n",
            "Train Epoch Loss: 0.155453 Accuracy: 0.978865\n",
            "Eval Epoch Average Acc: 0.8475, Average Threshold: 0.1591\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:0.181704\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:0.117243\tAcc:0.988281 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:0.186960\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:0.145331\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:0.183379\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:0.140499\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:0.120835\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch Loss: 0.153374 Accuracy: 0.978354\n",
            "Eval Epoch Average Acc: 0.8477, Average Threshold: 0.1603\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:0.145970\tAcc:0.980469 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:0.148715\tAcc:0.976562 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:0.137445\tAcc:0.984375 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:0.120122\tAcc:0.984375 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:0.125465\tAcc:0.980469 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:0.189955\tAcc:0.968750 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:0.141115\tAcc:0.980469 LR:0.0000010\n",
            "Train Epoch Loss: 0.144484 Accuracy: 0.981141\n",
            "Eval Epoch Average Acc: 0.8487, Average Threshold: 0.1634\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:0.127497\tAcc:0.988281 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:0.128336\tAcc:0.988281 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:0.141837\tAcc:0.976562 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:0.199944\tAcc:0.972656 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:0.141278\tAcc:0.980469 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:0.192409\tAcc:0.972656 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:0.138178\tAcc:0.980469 LR:0.0000010\n",
            "Train Epoch Loss: 0.145092 Accuracy: 0.980119\n",
            "Eval Epoch Average Acc: 0.8468, Average Threshold: 0.1638\n",
            "Best acc on LFW: 0.851, best threshold: 0.15753499999999998\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qu5dbVGVhNwJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "3725f48c-0d40-458f-f2f2-ceddccc05548"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "NormFace\n",
            "OHEM(normface基础上)\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:7.210830\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:6.430557\tAcc:0.039062 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:6.156725\tAcc:0.085938 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:6.029995\tAcc:0.132812 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:5.563743\tAcc:0.183594 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:5.388025\tAcc:0.222656 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:5.372160\tAcc:0.230469 LR:0.0010000\n",
            "Train Epoch Loss: 6.026806 Accuracy: 0.115847\n",
            "Eval Epoch Average Acc: 0.7847, Average Threshold: 0.2353\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:5.181571\tAcc:0.277344 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:5.052803\tAcc:0.296875 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:4.841953\tAcc:0.351562 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:4.899017\tAcc:0.289062 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:4.776899\tAcc:0.386719 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:4.440458\tAcc:0.457031 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:4.406744\tAcc:0.445312 LR:0.0010000\n",
            "Train Epoch Loss: 4.849228 Accuracy: 0.339258\n",
            "Eval Epoch Average Acc: 0.8093, Average Threshold: 0.1926\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:4.095160\tAcc:0.468750 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:4.322525\tAcc:0.445312 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:3.948076\tAcc:0.539062 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:4.121017\tAcc:0.472656 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:3.796337\tAcc:0.558594 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:3.746891\tAcc:0.511719 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:3.791972\tAcc:0.527344 LR:0.0010000\n",
            "Train Epoch Loss: 4.004721 Accuracy: 0.497267\n",
            "Eval Epoch Average Acc: 0.8198, Average Threshold: 0.1758\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:3.492194\tAcc:0.585938 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:3.101257\tAcc:0.628906 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:3.394617\tAcc:0.601562 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:3.354380\tAcc:0.593750 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:3.166926\tAcc:0.667969 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:3.082284\tAcc:0.636719 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:3.122429\tAcc:0.664062 LR:0.0010000\n",
            "Train Epoch Loss: 3.245142 Accuracy: 0.617094\n",
            "Eval Epoch Average Acc: 0.8195, Average Threshold: 0.1943\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:2.795534\tAcc:0.683594 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:2.297938\tAcc:0.734375 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:2.331794\tAcc:0.777344 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:2.327021\tAcc:0.796875 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:2.447324\tAcc:0.722656 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:2.246355\tAcc:0.769531 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:2.292530\tAcc:0.781250 LR:0.0001000\n",
            "Train Epoch Loss: 2.374428 Accuracy: 0.753627\n",
            "Eval Epoch Average Acc: 0.8423, Average Threshold: 0.1563\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:2.098597\tAcc:0.792969 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:2.290174\tAcc:0.769531 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:2.297324\tAcc:0.769531 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:2.074997\tAcc:0.796875 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:1.928622\tAcc:0.828125 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:2.246710\tAcc:0.757812 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:1.848943\tAcc:0.851562 LR:0.0001000\n",
            "Train Epoch Loss: 2.136091 Accuracy: 0.791453\n",
            "Eval Epoch Average Acc: 0.8432, Average Threshold: 0.1614\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:1.866132\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:1.869511\tAcc:0.851562 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:1.771738\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:2.027244\tAcc:0.792969 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:1.980193\tAcc:0.820312 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:2.077298\tAcc:0.789062 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:1.663156\tAcc:0.843750 LR:0.0001000\n",
            "Train Epoch Loss: 1.972345 Accuracy: 0.816536\n",
            "Eval Epoch Average Acc: 0.8430, Average Threshold: 0.1582\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:1.857884\tAcc:0.851562 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:2.081060\tAcc:0.789062 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:2.035328\tAcc:0.804688 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:1.832735\tAcc:0.820312 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:1.847914\tAcc:0.843750 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:1.763299\tAcc:0.828125 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:2.021150\tAcc:0.796875 LR:0.0001000\n",
            "Train Epoch Loss: 1.823205 Accuracy: 0.838662\n",
            "Eval Epoch Average Acc: 0.8418, Average Threshold: 0.1509\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:1.547521\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:1.816238\tAcc:0.859375 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:1.617016\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:1.741311\tAcc:0.820312 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:1.626512\tAcc:0.867188 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:1.550043\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:1.756066\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch Loss: 1.684177 Accuracy: 0.859426\n",
            "Eval Epoch Average Acc: 0.8368, Average Threshold: 0.1539\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:1.627815\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:1.479838\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:1.508868\tAcc:0.898438 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:1.618900\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:1.619603\tAcc:0.875000 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:1.613868\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:1.443379\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch Loss: 1.542743 Accuracy: 0.880746\n",
            "Eval Epoch Average Acc: 0.8443, Average Threshold: 0.1460\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:1.391896\tAcc:0.886719 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:1.411000\tAcc:0.890625 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:1.444068\tAcc:0.890625 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:1.447633\tAcc:0.898438 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:1.378551\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:1.475922\tAcc:0.890625 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:1.194498\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 1.386325 Accuracy: 0.904885\n",
            "Eval Epoch Average Acc: 0.8437, Average Threshold: 0.1432\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:1.307196\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:1.447238\tAcc:0.910156 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:1.335201\tAcc:0.894531 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:1.297757\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:1.423415\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:1.259707\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:1.382922\tAcc:0.902344 LR:0.0000100\n",
            "Train Epoch Loss: 1.368974 Accuracy: 0.907858\n",
            "Eval Epoch Average Acc: 0.8422, Average Threshold: 0.1488\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:1.272163\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:1.248476\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:1.307764\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:1.370250\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:1.332008\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:1.272961\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:1.415779\tAcc:0.878906 LR:0.0000100\n",
            "Train Epoch Loss: 1.349752 Accuracy: 0.909700\n",
            "Eval Epoch Average Acc: 0.8410, Average Threshold: 0.1485\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:1.246159\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:1.283946\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:1.246971\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:1.225090\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:1.299403\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:1.447121\tAcc:0.875000 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:1.500544\tAcc:0.878906 LR:0.0000100\n",
            "Train Epoch Loss: 1.330689 Accuracy: 0.914903\n",
            "Eval Epoch Average Acc: 0.8435, Average Threshold: 0.1549\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:1.175050\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:1.221594\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:1.443464\tAcc:0.890625 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:1.251401\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:1.302171\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:1.367856\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:1.223789\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch Loss: 1.319666 Accuracy: 0.915228\n",
            "Eval Epoch Average Acc: 0.8450, Average Threshold: 0.1518\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:1.218179\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:1.265596\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:1.301427\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:1.347441\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:1.214152\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:1.418499\tAcc:0.886719 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:1.396614\tAcc:0.894531 LR:0.0000100\n",
            "Train Epoch Loss: 1.305229 Accuracy: 0.918712\n",
            "Eval Epoch Average Acc: 0.8457, Average Threshold: 0.1501\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:1.217887\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:1.199547\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:1.421700\tAcc:0.910156 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:1.391966\tAcc:0.875000 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:1.245602\tAcc:0.906250 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:1.124001\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:1.273757\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch Loss: 1.291391 Accuracy: 0.918929\n",
            "Eval Epoch Average Acc: 0.8407, Average Threshold: 0.1480\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:1.226720\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:1.293825\tAcc:0.933594 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:1.218173\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:1.287226\tAcc:0.925781 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:1.312593\tAcc:0.910156 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:1.362236\tAcc:0.902344 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:1.205284\tAcc:0.917969 LR:0.0000100\n",
            "Train Epoch Loss: 1.271981 Accuracy: 0.922737\n",
            "Eval Epoch Average Acc: 0.8438, Average Threshold: 0.1440\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:1.436379\tAcc:0.871094 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:1.335114\tAcc:0.914062 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:1.342785\tAcc:0.914062 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:1.251956\tAcc:0.925781 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:1.166529\tAcc:0.917969 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:1.252007\tAcc:0.914062 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:1.201782\tAcc:0.921875 LR:0.0000010\n",
            "Train Epoch Loss: 1.260861 Accuracy: 0.923527\n",
            "Eval Epoch Average Acc: 0.8422, Average Threshold: 0.1433\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:1.316054\tAcc:0.917969 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:1.262766\tAcc:0.921875 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:1.152723\tAcc:0.949219 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:1.382433\tAcc:0.906250 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:1.310429\tAcc:0.906250 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:1.344420\tAcc:0.906250 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:1.337157\tAcc:0.937500 LR:0.0000010\n",
            "Train Epoch Loss: 1.254958 Accuracy: 0.924348\n",
            "Eval Epoch Average Acc: 0.8430, Average Threshold: 0.1410\n",
            "Best acc on LFW: 0.8456666666666667, best threshold: 0.15010500000000002\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y2ZuXy9S4y3j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2dcdadf2-19fe-40d1-dab0-46a84400ad8a"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "NormFace\n",
            "FocalLoss(normface基础上)\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:3.422438\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:2.875630\tAcc:0.066406 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:2.594859\tAcc:0.132812 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (47%)]\tLoss:2.433343\tAcc:0.171875 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:2.249733\tAcc:0.218750 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:2.207954\tAcc:0.222656 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:1.965237\tAcc:0.316406 LR:0.0010000\n",
            "Train Epoch Loss: 2.485867 Accuracy: 0.176233\n",
            "Eval Epoch Average Acc: 0.7912, Average Threshold: 0.1958\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:1.836043\tAcc:0.355469 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:1.820009\tAcc:0.339844 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:1.734532\tAcc:0.390625 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (47%)]\tLoss:1.720343\tAcc:0.382812 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:1.610012\tAcc:0.425781 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:1.498951\tAcc:0.488281 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:1.572979\tAcc:0.429688 LR:0.0010000\n",
            "Train Epoch Loss: 1.660791 Accuracy: 0.407959\n",
            "Eval Epoch Average Acc: 0.8160, Average Threshold: 0.1888\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:1.218504\tAcc:0.550781 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:1.214651\tAcc:0.531250 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:1.297923\tAcc:0.515625 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (47%)]\tLoss:1.253862\tAcc:0.535156 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:1.203224\tAcc:0.570312 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:1.027964\tAcc:0.621094 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:1.138391\tAcc:0.597656 LR:0.0010000\n",
            "Train Epoch Loss: 1.200658 Accuracy: 0.562035\n",
            "Eval Epoch Average Acc: 0.8267, Average Threshold: 0.1929\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:0.973293\tAcc:0.660156 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:0.887849\tAcc:0.691406 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:0.873451\tAcc:0.695312 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (47%)]\tLoss:0.875667\tAcc:0.679688 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:0.874939\tAcc:0.683594 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:0.889950\tAcc:0.687500 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:0.858921\tAcc:0.679688 LR:0.0010000\n",
            "Train Epoch Loss: 0.891415 Accuracy: 0.675466\n",
            "Eval Epoch Average Acc: 0.8362, Average Threshold: 0.1540\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:0.655480\tAcc:0.777344 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:0.626549\tAcc:0.792969 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:0.580470\tAcc:0.812500 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (47%)]\tLoss:0.649924\tAcc:0.757812 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:0.497230\tAcc:0.828125 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:0.620320\tAcc:0.773438 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:0.452222\tAcc:0.859375 LR:0.0001000\n",
            "Train Epoch Loss: 0.569968 Accuracy: 0.801146\n",
            "Eval Epoch Average Acc: 0.8397, Average Threshold: 0.1475\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:0.479392\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:0.454064\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:0.469724\tAcc:0.835938 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (47%)]\tLoss:0.533982\tAcc:0.820312 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:0.439029\tAcc:0.863281 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:0.455023\tAcc:0.855469 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:0.458007\tAcc:0.847656 LR:0.0001000\n",
            "Train Epoch Loss: 0.488677 Accuracy: 0.837207\n",
            "Eval Epoch Average Acc: 0.8388, Average Threshold: 0.1424\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:0.488500\tAcc:0.855469 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:0.461206\tAcc:0.832031 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:0.419634\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (47%)]\tLoss:0.445188\tAcc:0.851562 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:0.392778\tAcc:0.902344 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:0.409146\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:0.451749\tAcc:0.839844 LR:0.0001000\n",
            "Train Epoch Loss: 0.436452 Accuracy: 0.862569\n",
            "Eval Epoch Average Acc: 0.8357, Average Threshold: 0.1511\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:0.345038\tAcc:0.894531 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:0.346868\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:0.351738\tAcc:0.886719 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (47%)]\tLoss:0.421371\tAcc:0.871094 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:0.372864\tAcc:0.890625 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:0.376680\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch Loss: 0.387863 Accuracy: 0.883936\n",
            "Eval Epoch Average Acc: 0.8387, Average Threshold: 0.1276\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:0.297350\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:0.332318\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:0.325402\tAcc:0.929688 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (47%)]\tLoss:0.305925\tAcc:0.921875 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:0.383917\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:0.288743\tAcc:0.925781 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:0.306909\tAcc:0.910156 LR:0.0001000\n",
            "Train Epoch Loss: 0.343045 Accuracy: 0.903445\n",
            "Eval Epoch Average Acc: 0.8338, Average Threshold: 0.1307\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:0.300506\tAcc:0.921875 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:0.246694\tAcc:0.937500 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:0.283213\tAcc:0.925781 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (47%)]\tLoss:0.318814\tAcc:0.906250 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:0.267022\tAcc:0.933594 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:0.299953\tAcc:0.914062 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:0.279345\tAcc:0.941406 LR:0.0001000\n",
            "Train Epoch Loss: 0.300976 Accuracy: 0.922257\n",
            "Eval Epoch Average Acc: 0.8363, Average Threshold: 0.1376\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:0.252000\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:0.235735\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:0.219438\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (47%)]\tLoss:0.218178\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:0.277841\tAcc:0.914062 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:0.273563\tAcc:0.921875 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:0.251798\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch Loss: 0.248999 Accuracy: 0.942185\n",
            "Eval Epoch Average Acc: 0.8377, Average Threshold: 0.1333\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:0.248880\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:0.231930\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:0.195870\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (47%)]\tLoss:0.219199\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:0.219442\tAcc:0.949219 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:0.307090\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:0.214062\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.242566 Accuracy: 0.945761\n",
            "Eval Epoch Average Acc: 0.8355, Average Threshold: 0.1333\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:0.219338\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:0.226672\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:0.195367\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (47%)]\tLoss:0.249185\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:0.235647\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:0.238751\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:0.216899\tAcc:0.976562 LR:0.0000100\n",
            "Train Epoch Loss: 0.237586 Accuracy: 0.945792\n",
            "Eval Epoch Average Acc: 0.8360, Average Threshold: 0.1314\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:0.231082\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:0.185288\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:0.203460\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (47%)]\tLoss:0.237992\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:0.198812\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:0.193975\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:0.173520\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch Loss: 0.233420 Accuracy: 0.949075\n",
            "Eval Epoch Average Acc: 0.8358, Average Threshold: 0.1346\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:0.245650\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:0.270848\tAcc:0.929688 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:0.212849\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (47%)]\tLoss:0.186313\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:0.240311\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:0.216769\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:0.254723\tAcc:0.941406 LR:0.0000100\n",
            "Train Epoch Loss: 0.227725 Accuracy: 0.951243\n",
            "Eval Epoch Average Acc: 0.8350, Average Threshold: 0.1418\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:0.217890\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:0.225937\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:0.189476\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (47%)]\tLoss:0.201171\tAcc:0.972656 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:0.209235\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:0.186352\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:0.219287\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch Loss: 0.223290 Accuracy: 0.953147\n",
            "Eval Epoch Average Acc: 0.8343, Average Threshold: 0.1412\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:0.269358\tAcc:0.937500 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:0.265457\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:0.238030\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (47%)]\tLoss:0.175307\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:0.201300\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:0.187409\tAcc:0.964844 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:0.220300\tAcc:0.953125 LR:0.0000100\n",
            "Train Epoch Loss: 0.217855 Accuracy: 0.954819\n",
            "Eval Epoch Average Acc: 0.8375, Average Threshold: 0.1368\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:0.270582\tAcc:0.945312 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:0.191273\tAcc:0.980469 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:0.213226\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (47%)]\tLoss:0.179552\tAcc:0.968750 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:0.244446\tAcc:0.957031 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:0.196396\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:0.203011\tAcc:0.960938 LR:0.0000100\n",
            "Train Epoch Loss: 0.214940 Accuracy: 0.956460\n",
            "Eval Epoch Average Acc: 0.8362, Average Threshold: 0.1395\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:0.212746\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:0.190083\tAcc:0.953125 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:0.223697\tAcc:0.953125 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (47%)]\tLoss:0.188980\tAcc:0.964844 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:0.193609\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:0.238399\tAcc:0.941406 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:0.208665\tAcc:0.964844 LR:0.0000010\n",
            "Train Epoch Loss: 0.209008 Accuracy: 0.957715\n",
            "Eval Epoch Average Acc: 0.8352, Average Threshold: 0.1391\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:0.238047\tAcc:0.945312 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:0.208637\tAcc:0.964844 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:0.203608\tAcc:0.957031 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (47%)]\tLoss:0.201785\tAcc:0.968750 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:0.253311\tAcc:0.945312 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:0.221913\tAcc:0.937500 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:0.213781\tAcc:0.960938 LR:0.0000010\n",
            "Train Epoch Loss: 0.208415 Accuracy: 0.957916\n",
            "Eval Epoch Average Acc: 0.8360, Average Threshold: 0.1416\n",
            "Best acc on LFW: 0.8396666666666667, best threshold: 0.14746050000000002\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sn7mbPPbPO96",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fd21f3cc-0f93-476b-929e-f425efe93391"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "CASIA dataset size: 64585 / 775\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1         [-1, 64, 112, 112]           1,728\n",
            "       BatchNorm2d-2         [-1, 64, 112, 112]             128\n",
            "              ReLU-3         [-1, 64, 112, 112]               0\n",
            "         MaxPool2d-4           [-1, 64, 56, 56]               0\n",
            "       BatchNorm2d-5           [-1, 64, 56, 56]             128\n",
            "            Conv2d-6           [-1, 64, 56, 56]          36,864\n",
            "       BatchNorm2d-7           [-1, 64, 56, 56]             128\n",
            "             PReLU-8           [-1, 64, 56, 56]              64\n",
            "            Conv2d-9           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-10           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-11             [-1, 64, 1, 1]               0\n",
            "           Linear-12                    [-1, 4]             260\n",
            "             ReLU-13                    [-1, 4]               0\n",
            "           Linear-14                   [-1, 64]             320\n",
            "          Sigmoid-15                   [-1, 64]               0\n",
            "         SEModule-16           [-1, 64, 56, 56]               0\n",
            "            PReLU-17           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-18           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-19           [-1, 64, 56, 56]             128\n",
            "           Conv2d-20           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 56, 56]             128\n",
            "            PReLU-22           [-1, 64, 56, 56]              64\n",
            "           Conv2d-23           [-1, 64, 56, 56]          36,864\n",
            "      BatchNorm2d-24           [-1, 64, 56, 56]             128\n",
            "AdaptiveAvgPool2d-25             [-1, 64, 1, 1]               0\n",
            "           Linear-26                    [-1, 4]             260\n",
            "             ReLU-27                    [-1, 4]               0\n",
            "           Linear-28                   [-1, 64]             320\n",
            "          Sigmoid-29                   [-1, 64]               0\n",
            "         SEModule-30           [-1, 64, 56, 56]               0\n",
            "            PReLU-31           [-1, 64, 56, 56]              64\n",
            "       BasicBlock-32           [-1, 64, 56, 56]               0\n",
            "      BatchNorm2d-33           [-1, 64, 56, 56]             128\n",
            "           Conv2d-34          [-1, 128, 56, 56]          73,728\n",
            "      BatchNorm2d-35          [-1, 128, 56, 56]             256\n",
            "            PReLU-36          [-1, 128, 56, 56]             128\n",
            "           Conv2d-37          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-38          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-39            [-1, 128, 1, 1]               0\n",
            "           Linear-40                    [-1, 8]           1,032\n",
            "             ReLU-41                    [-1, 8]               0\n",
            "           Linear-42                  [-1, 128]           1,152\n",
            "          Sigmoid-43                  [-1, 128]               0\n",
            "         SEModule-44          [-1, 128, 28, 28]               0\n",
            "           Conv2d-45          [-1, 128, 28, 28]           8,192\n",
            "      BatchNorm2d-46          [-1, 128, 28, 28]             256\n",
            "            PReLU-47          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-48          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-49          [-1, 128, 28, 28]             256\n",
            "           Conv2d-50          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-51          [-1, 128, 28, 28]             256\n",
            "            PReLU-52          [-1, 128, 28, 28]             128\n",
            "           Conv2d-53          [-1, 128, 28, 28]         147,456\n",
            "      BatchNorm2d-54          [-1, 128, 28, 28]             256\n",
            "AdaptiveAvgPool2d-55            [-1, 128, 1, 1]               0\n",
            "           Linear-56                    [-1, 8]           1,032\n",
            "             ReLU-57                    [-1, 8]               0\n",
            "           Linear-58                  [-1, 128]           1,152\n",
            "          Sigmoid-59                  [-1, 128]               0\n",
            "         SEModule-60          [-1, 128, 28, 28]               0\n",
            "            PReLU-61          [-1, 128, 28, 28]             128\n",
            "       BasicBlock-62          [-1, 128, 28, 28]               0\n",
            "      BatchNorm2d-63          [-1, 128, 28, 28]             256\n",
            "           Conv2d-64          [-1, 256, 28, 28]         294,912\n",
            "      BatchNorm2d-65          [-1, 256, 28, 28]             512\n",
            "            PReLU-66          [-1, 256, 28, 28]             256\n",
            "           Conv2d-67          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-68          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-69            [-1, 256, 1, 1]               0\n",
            "           Linear-70                   [-1, 16]           4,112\n",
            "             ReLU-71                   [-1, 16]               0\n",
            "           Linear-72                  [-1, 256]           4,352\n",
            "          Sigmoid-73                  [-1, 256]               0\n",
            "         SEModule-74          [-1, 256, 14, 14]               0\n",
            "           Conv2d-75          [-1, 256, 14, 14]          32,768\n",
            "      BatchNorm2d-76          [-1, 256, 14, 14]             512\n",
            "            PReLU-77          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-78          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-79          [-1, 256, 14, 14]             512\n",
            "           Conv2d-80          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-81          [-1, 256, 14, 14]             512\n",
            "            PReLU-82          [-1, 256, 14, 14]             256\n",
            "           Conv2d-83          [-1, 256, 14, 14]         589,824\n",
            "      BatchNorm2d-84          [-1, 256, 14, 14]             512\n",
            "AdaptiveAvgPool2d-85            [-1, 256, 1, 1]               0\n",
            "           Linear-86                   [-1, 16]           4,112\n",
            "             ReLU-87                   [-1, 16]               0\n",
            "           Linear-88                  [-1, 256]           4,352\n",
            "          Sigmoid-89                  [-1, 256]               0\n",
            "         SEModule-90          [-1, 256, 14, 14]               0\n",
            "            PReLU-91          [-1, 256, 14, 14]             256\n",
            "       BasicBlock-92          [-1, 256, 14, 14]               0\n",
            "      BatchNorm2d-93          [-1, 256, 14, 14]             512\n",
            "           Conv2d-94          [-1, 512, 14, 14]       1,179,648\n",
            "      BatchNorm2d-95          [-1, 512, 14, 14]           1,024\n",
            "            PReLU-96          [-1, 512, 14, 14]             512\n",
            "           Conv2d-97            [-1, 512, 7, 7]       2,359,296\n",
            "      BatchNorm2d-98            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-99            [-1, 512, 1, 1]               0\n",
            "          Linear-100                   [-1, 32]          16,416\n",
            "            ReLU-101                   [-1, 32]               0\n",
            "          Linear-102                  [-1, 512]          16,896\n",
            "         Sigmoid-103                  [-1, 512]               0\n",
            "        SEModule-104            [-1, 512, 7, 7]               0\n",
            "          Conv2d-105            [-1, 512, 7, 7]         131,072\n",
            "     BatchNorm2d-106            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-107            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-108            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-109            [-1, 512, 7, 7]           1,024\n",
            "          Conv2d-110            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-111            [-1, 512, 7, 7]           1,024\n",
            "           PReLU-112            [-1, 512, 7, 7]             512\n",
            "          Conv2d-113            [-1, 512, 7, 7]       2,359,296\n",
            "     BatchNorm2d-114            [-1, 512, 7, 7]           1,024\n",
            "AdaptiveAvgPool2d-115            [-1, 512, 1, 1]               0\n",
            "          Linear-116                   [-1, 32]          16,416\n",
            "            ReLU-117                   [-1, 32]               0\n",
            "          Linear-118                  [-1, 512]          16,896\n",
            "         Sigmoid-119                  [-1, 512]               0\n",
            "        SEModule-120            [-1, 512, 7, 7]               0\n",
            "           PReLU-121            [-1, 512, 7, 7]             512\n",
            "      BasicBlock-122            [-1, 512, 7, 7]               0\n",
            "     BatchNorm2d-123            [-1, 512, 7, 7]           1,024\n",
            "         Dropout-124            [-1, 512, 7, 7]               0\n",
            "         Flatten-125                [-1, 25088]               0\n",
            "          Linear-126                  [-1, 512]      12,845,568\n",
            "     BatchNorm1d-127                  [-1, 512]           1,024\n",
            "================================================================\n",
            "Total params: 24,112,312\n",
            "Trainable params: 24,112,312\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.14\n",
            "Forward/backward pass size (MB): 88.29\n",
            "Params size (MB): 91.98\n",
            "Estimated Total Size (MB): 180.42\n",
            "----------------------------------------------------------------\n",
            "CosFace\n",
            "Contrastive（Scratch）\n",
            "Train Epoch: 0 [00000000/00064585 (00%)]\tLoss:216.978058\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00005120/00064585 (08%)]\tLoss:156.932144\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00010240/00064585 (16%)]\tLoss:127.229462\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00015360/00064585 (24%)]\tLoss:91.501236\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00020480/00064585 (32%)]\tLoss:79.224113\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00025600/00064585 (40%)]\tLoss:97.172852\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00030720/00064585 (48%)]\tLoss:100.992523\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00035840/00064585 (55%)]\tLoss:82.219795\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00040960/00064585 (63%)]\tLoss:72.094696\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00046080/00064585 (71%)]\tLoss:49.361641\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00051200/00064585 (79%)]\tLoss:56.986443\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00056320/00064585 (87%)]\tLoss:55.846466\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 0 [00061440/00064585 (95%)]\tLoss:62.446449\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch Loss: 94.160332 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.6135, Average Threshold: -0.2263\n",
            "Train Epoch: 1 [00000000/00064585 (00%)]\tLoss:45.015209\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00005120/00064585 (08%)]\tLoss:41.735962\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00010240/00064585 (16%)]\tLoss:54.060837\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00015360/00064585 (24%)]\tLoss:25.685974\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00020480/00064585 (32%)]\tLoss:15.848047\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00025600/00064585 (40%)]\tLoss:28.001987\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00030720/00064585 (48%)]\tLoss:21.738316\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00035840/00064585 (55%)]\tLoss:18.733910\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00040960/00064585 (63%)]\tLoss:10.641468\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00046080/00064585 (71%)]\tLoss:10.678432\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00051200/00064585 (79%)]\tLoss:12.618599\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00056320/00064585 (87%)]\tLoss:9.166975\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 1 [00061440/00064585 (95%)]\tLoss:11.319155\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch Loss: 22.615988 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5778, Average Threshold: -0.9217\n",
            "Train Epoch: 2 [00000000/00064585 (00%)]\tLoss:10.476904\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00005120/00064585 (08%)]\tLoss:10.093320\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00010240/00064585 (16%)]\tLoss:6.772649\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00015360/00064585 (24%)]\tLoss:6.366742\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00020480/00064585 (32%)]\tLoss:6.620331\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00025600/00064585 (40%)]\tLoss:6.392929\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00030720/00064585 (48%)]\tLoss:5.069488\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00035840/00064585 (55%)]\tLoss:4.801411\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00040960/00064585 (63%)]\tLoss:4.824129\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00046080/00064585 (71%)]\tLoss:2.550970\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00051200/00064585 (79%)]\tLoss:2.860308\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00056320/00064585 (87%)]\tLoss:2.809794\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 2 [00061440/00064585 (95%)]\tLoss:3.071296\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch Loss: 5.000618 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5437, Average Threshold: -0.2357\n",
            "Train Epoch: 3 [00000000/00064585 (00%)]\tLoss:2.692520\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00005120/00064585 (08%)]\tLoss:1.875624\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00010240/00064585 (16%)]\tLoss:2.106551\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00015360/00064585 (24%)]\tLoss:2.295545\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00020480/00064585 (32%)]\tLoss:1.796556\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00025600/00064585 (40%)]\tLoss:1.481613\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00030720/00064585 (48%)]\tLoss:1.769978\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00035840/00064585 (55%)]\tLoss:0.932781\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00040960/00064585 (63%)]\tLoss:0.683089\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00046080/00064585 (71%)]\tLoss:1.277881\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00051200/00064585 (79%)]\tLoss:1.441150\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00056320/00064585 (87%)]\tLoss:0.695723\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch: 3 [00061440/00064585 (95%)]\tLoss:1.118381\tAcc:0.000000 LR:0.0010000\n",
            "Train Epoch Loss: 1.661684 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5848, Average Threshold: -0.9709\n",
            "Train Epoch: 4 [00000000/00064585 (00%)]\tLoss:0.576267\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00005120/00064585 (08%)]\tLoss:0.568431\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00010240/00064585 (16%)]\tLoss:1.409760\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00015360/00064585 (24%)]\tLoss:1.009680\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00020480/00064585 (32%)]\tLoss:0.917454\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00025600/00064585 (40%)]\tLoss:0.588108\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00030720/00064585 (48%)]\tLoss:1.150039\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00035840/00064585 (55%)]\tLoss:1.192341\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00040960/00064585 (63%)]\tLoss:0.603899\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00046080/00064585 (71%)]\tLoss:0.791321\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00051200/00064585 (79%)]\tLoss:1.053166\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00056320/00064585 (87%)]\tLoss:1.183724\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 4 [00061440/00064585 (95%)]\tLoss:0.855596\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.823741 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5852, Average Threshold: -0.9763\n",
            "Train Epoch: 5 [00000000/00064585 (00%)]\tLoss:0.678601\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00005120/00064585 (08%)]\tLoss:0.496485\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00010240/00064585 (16%)]\tLoss:0.705895\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00015360/00064585 (24%)]\tLoss:0.542534\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00020480/00064585 (32%)]\tLoss:0.826631\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00025600/00064585 (40%)]\tLoss:0.521143\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00030720/00064585 (48%)]\tLoss:0.760190\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00035840/00064585 (55%)]\tLoss:0.373150\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00040960/00064585 (63%)]\tLoss:0.665366\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00046080/00064585 (71%)]\tLoss:0.962113\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00051200/00064585 (79%)]\tLoss:0.537326\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00056320/00064585 (87%)]\tLoss:0.926733\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 5 [00061440/00064585 (95%)]\tLoss:0.715291\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.704589 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5833, Average Threshold: -0.9616\n",
            "Train Epoch: 6 [00000000/00064585 (00%)]\tLoss:0.855840\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00005120/00064585 (08%)]\tLoss:0.487703\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00010240/00064585 (16%)]\tLoss:0.654720\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00015360/00064585 (24%)]\tLoss:0.649538\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00020480/00064585 (32%)]\tLoss:1.062582\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00025600/00064585 (40%)]\tLoss:0.653850\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00030720/00064585 (48%)]\tLoss:0.639184\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00035840/00064585 (55%)]\tLoss:0.164598\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00040960/00064585 (63%)]\tLoss:0.741487\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00046080/00064585 (71%)]\tLoss:0.798936\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00051200/00064585 (79%)]\tLoss:0.454641\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00056320/00064585 (87%)]\tLoss:0.629112\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 6 [00061440/00064585 (95%)]\tLoss:0.696232\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.633373 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5885, Average Threshold: 0.8917\n",
            "Train Epoch: 7 [00000000/00064585 (00%)]\tLoss:0.659672\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00005120/00064585 (08%)]\tLoss:0.629231\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00010240/00064585 (16%)]\tLoss:0.783680\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00015360/00064585 (24%)]\tLoss:0.472779\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00020480/00064585 (32%)]\tLoss:0.576151\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00025600/00064585 (40%)]\tLoss:0.699173\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00030720/00064585 (48%)]\tLoss:0.629735\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00035840/00064585 (55%)]\tLoss:0.526088\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00040960/00064585 (63%)]\tLoss:0.545140\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00046080/00064585 (71%)]\tLoss:0.242509\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00051200/00064585 (79%)]\tLoss:0.263583\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00056320/00064585 (87%)]\tLoss:0.226975\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 7 [00061440/00064585 (95%)]\tLoss:0.849440\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.529312 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5903, Average Threshold: 0.7641\n",
            "Train Epoch: 8 [00000000/00064585 (00%)]\tLoss:0.399758\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00005120/00064585 (08%)]\tLoss:0.349826\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00010240/00064585 (16%)]\tLoss:0.414980\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00015360/00064585 (24%)]\tLoss:0.326894\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00020480/00064585 (32%)]\tLoss:0.400686\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00025600/00064585 (40%)]\tLoss:0.389865\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00030720/00064585 (48%)]\tLoss:0.284539\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00035840/00064585 (55%)]\tLoss:0.435569\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00040960/00064585 (63%)]\tLoss:0.196353\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00046080/00064585 (71%)]\tLoss:0.213503\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00051200/00064585 (79%)]\tLoss:0.137533\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00056320/00064585 (87%)]\tLoss:0.307658\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 8 [00061440/00064585 (95%)]\tLoss:0.288735\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.441397 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5797, Average Threshold: -0.1109\n",
            "Train Epoch: 9 [00000000/00064585 (00%)]\tLoss:0.242932\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00005120/00064585 (08%)]\tLoss:0.212550\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00010240/00064585 (16%)]\tLoss:0.625122\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00015360/00064585 (24%)]\tLoss:0.300324\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00020480/00064585 (32%)]\tLoss:0.366930\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00025600/00064585 (40%)]\tLoss:0.511600\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00030720/00064585 (48%)]\tLoss:0.315763\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00035840/00064585 (55%)]\tLoss:0.286176\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00040960/00064585 (63%)]\tLoss:0.446011\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00046080/00064585 (71%)]\tLoss:0.473120\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00051200/00064585 (79%)]\tLoss:0.316776\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00056320/00064585 (87%)]\tLoss:0.305719\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch: 9 [00061440/00064585 (95%)]\tLoss:0.351848\tAcc:0.000000 LR:0.0001000\n",
            "Train Epoch Loss: 0.359318 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5958, Average Threshold: -0.9590\n",
            "Train Epoch: 10 [00000000/00064585 (00%)]\tLoss:0.256411\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00005120/00064585 (08%)]\tLoss:0.145287\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00010240/00064585 (16%)]\tLoss:0.280682\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00015360/00064585 (24%)]\tLoss:0.240056\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00020480/00064585 (32%)]\tLoss:0.320525\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00025600/00064585 (40%)]\tLoss:0.410520\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00030720/00064585 (48%)]\tLoss:0.268326\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00035840/00064585 (55%)]\tLoss:0.491513\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00040960/00064585 (63%)]\tLoss:0.380795\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00046080/00064585 (71%)]\tLoss:0.129274\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00051200/00064585 (79%)]\tLoss:0.475074\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00056320/00064585 (87%)]\tLoss:0.123476\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 10 [00061440/00064585 (95%)]\tLoss:0.258594\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.304621 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5817, Average Threshold: -0.6301\n",
            "Train Epoch: 11 [00000000/00064585 (00%)]\tLoss:0.245499\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00005120/00064585 (08%)]\tLoss:0.448394\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00010240/00064585 (16%)]\tLoss:0.160950\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00015360/00064585 (24%)]\tLoss:0.239186\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00020480/00064585 (32%)]\tLoss:0.216771\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00025600/00064585 (40%)]\tLoss:0.269566\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00030720/00064585 (48%)]\tLoss:0.223531\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00035840/00064585 (55%)]\tLoss:0.465690\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00040960/00064585 (63%)]\tLoss:0.207491\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00046080/00064585 (71%)]\tLoss:0.185122\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00051200/00064585 (79%)]\tLoss:0.259506\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00056320/00064585 (87%)]\tLoss:0.281342\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 11 [00061440/00064585 (95%)]\tLoss:0.171916\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.280652 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5807, Average Threshold: 0.0002\n",
            "Train Epoch: 12 [00000000/00064585 (00%)]\tLoss:0.285509\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00005120/00064585 (08%)]\tLoss:0.293488\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00010240/00064585 (16%)]\tLoss:0.348542\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00015360/00064585 (24%)]\tLoss:0.115510\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00020480/00064585 (32%)]\tLoss:0.245118\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00025600/00064585 (40%)]\tLoss:0.238524\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00030720/00064585 (48%)]\tLoss:0.249186\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00035840/00064585 (55%)]\tLoss:0.269711\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00040960/00064585 (63%)]\tLoss:0.284764\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00046080/00064585 (71%)]\tLoss:0.509631\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00051200/00064585 (79%)]\tLoss:0.201051\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00056320/00064585 (87%)]\tLoss:0.236850\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 12 [00061440/00064585 (95%)]\tLoss:0.193269\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.277495 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5787, Average Threshold: -0.1061\n",
            "Train Epoch: 13 [00000000/00064585 (00%)]\tLoss:0.271566\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00005120/00064585 (08%)]\tLoss:0.560285\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00010240/00064585 (16%)]\tLoss:0.185230\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00015360/00064585 (24%)]\tLoss:0.457682\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00020480/00064585 (32%)]\tLoss:0.274563\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00025600/00064585 (40%)]\tLoss:0.673744\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00030720/00064585 (48%)]\tLoss:0.129531\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00035840/00064585 (55%)]\tLoss:0.341253\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00040960/00064585 (63%)]\tLoss:0.145271\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00046080/00064585 (71%)]\tLoss:0.219983\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00051200/00064585 (79%)]\tLoss:0.111882\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00056320/00064585 (87%)]\tLoss:0.371683\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 13 [00061440/00064585 (95%)]\tLoss:0.331257\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.260342 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5923, Average Threshold: 0.9809\n",
            "Train Epoch: 14 [00000000/00064585 (00%)]\tLoss:0.263077\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00005120/00064585 (08%)]\tLoss:0.195412\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00010240/00064585 (16%)]\tLoss:0.236332\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00015360/00064585 (24%)]\tLoss:0.439399\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00020480/00064585 (32%)]\tLoss:0.249150\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00025600/00064585 (40%)]\tLoss:0.215844\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00030720/00064585 (48%)]\tLoss:0.154690\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00035840/00064585 (55%)]\tLoss:0.252611\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00040960/00064585 (63%)]\tLoss:0.488029\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00046080/00064585 (71%)]\tLoss:0.256513\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00051200/00064585 (79%)]\tLoss:0.206861\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00056320/00064585 (87%)]\tLoss:0.243064\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 14 [00061440/00064585 (95%)]\tLoss:0.198711\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.249134 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5820, Average Threshold: 0.1934\n",
            "Train Epoch: 15 [00000000/00064585 (00%)]\tLoss:0.253708\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00005120/00064585 (08%)]\tLoss:0.351453\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00010240/00064585 (16%)]\tLoss:0.284660\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00015360/00064585 (24%)]\tLoss:0.252657\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00020480/00064585 (32%)]\tLoss:0.258767\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00025600/00064585 (40%)]\tLoss:0.107125\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00030720/00064585 (48%)]\tLoss:0.116804\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00035840/00064585 (55%)]\tLoss:0.298624\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00040960/00064585 (63%)]\tLoss:0.163423\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00046080/00064585 (71%)]\tLoss:0.245449\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00051200/00064585 (79%)]\tLoss:0.177073\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00056320/00064585 (87%)]\tLoss:0.301881\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 15 [00061440/00064585 (95%)]\tLoss:0.451539\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.237367 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5887, Average Threshold: 0.7972\n",
            "Train Epoch: 16 [00000000/00064585 (00%)]\tLoss:0.092182\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00005120/00064585 (08%)]\tLoss:0.272027\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00010240/00064585 (16%)]\tLoss:0.162143\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00015360/00064585 (24%)]\tLoss:0.102973\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00020480/00064585 (32%)]\tLoss:0.307936\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00025600/00064585 (40%)]\tLoss:0.159381\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00030720/00064585 (48%)]\tLoss:0.122053\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00035840/00064585 (55%)]\tLoss:0.227569\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00040960/00064585 (63%)]\tLoss:0.144403\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00046080/00064585 (71%)]\tLoss:0.309047\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00051200/00064585 (79%)]\tLoss:0.365904\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00056320/00064585 (87%)]\tLoss:0.104197\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 16 [00061440/00064585 (95%)]\tLoss:0.253104\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.225396 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5863, Average Threshold: 0.9910\n",
            "Train Epoch: 17 [00000000/00064585 (00%)]\tLoss:0.223637\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00005120/00064585 (08%)]\tLoss:0.204144\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00010240/00064585 (16%)]\tLoss:0.149339\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00015360/00064585 (24%)]\tLoss:0.259353\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00020480/00064585 (32%)]\tLoss:0.196803\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00025600/00064585 (40%)]\tLoss:0.300572\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00030720/00064585 (48%)]\tLoss:0.240328\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00035840/00064585 (55%)]\tLoss:0.177497\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00040960/00064585 (63%)]\tLoss:0.155237\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00046080/00064585 (71%)]\tLoss:0.166337\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00051200/00064585 (79%)]\tLoss:0.257861\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00056320/00064585 (87%)]\tLoss:0.218277\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch: 17 [00061440/00064585 (95%)]\tLoss:0.311824\tAcc:0.000000 LR:0.0000100\n",
            "Train Epoch Loss: 0.208749 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5918, Average Threshold: 0.9931\n",
            "Train Epoch: 18 [00000000/00064585 (00%)]\tLoss:0.193363\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00005120/00064585 (08%)]\tLoss:0.248295\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00010240/00064585 (16%)]\tLoss:0.299133\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00015360/00064585 (24%)]\tLoss:0.223004\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00020480/00064585 (32%)]\tLoss:0.285142\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00025600/00064585 (40%)]\tLoss:0.184602\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00030720/00064585 (48%)]\tLoss:0.071853\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00035840/00064585 (55%)]\tLoss:0.136822\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00040960/00064585 (63%)]\tLoss:0.113256\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00046080/00064585 (71%)]\tLoss:0.119123\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00051200/00064585 (79%)]\tLoss:0.215357\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00056320/00064585 (87%)]\tLoss:0.169704\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 18 [00061440/00064585 (95%)]\tLoss:0.243544\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch Loss: 0.196821 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5927, Average Threshold: 0.9926\n",
            "Train Epoch: 19 [00000000/00064585 (00%)]\tLoss:0.134367\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00005120/00064585 (08%)]\tLoss:0.188346\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00010240/00064585 (16%)]\tLoss:0.179886\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00015360/00064585 (24%)]\tLoss:0.254138\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00020480/00064585 (32%)]\tLoss:0.195122\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00025600/00064585 (40%)]\tLoss:0.170118\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00030720/00064585 (48%)]\tLoss:0.158955\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00035840/00064585 (55%)]\tLoss:0.240797\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00040960/00064585 (63%)]\tLoss:0.133243\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00046080/00064585 (71%)]\tLoss:0.163747\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00051200/00064585 (79%)]\tLoss:0.263103\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00056320/00064585 (87%)]\tLoss:0.147005\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch: 19 [00061440/00064585 (95%)]\tLoss:0.384017\tAcc:0.000000 LR:0.0000010\n",
            "Train Epoch Loss: 0.193708 Accuracy: 0.000000\n",
            "Eval Epoch Average Acc: 0.5912, Average Threshold: 0.9912\n",
            "Best acc on LFW: 0.6135, best threshold: -0.22625752764795187\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D5Hlibq216xx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 151
        },
        "outputId": "bc93960b-d26e-42f9-b5f9-7c79c5c63a54"
      },
      "source": [
        "!python generate_csv_files.py"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Loading image paths ...\n",
            "Number of files: 173312\n",
            "\n",
            "Generating csv file ...\n",
            "100% 173312/173312 [00:00<00:00, 314661.95it/s]\n",
            "\n",
            "Done! Elapsed time: 0.02 minutes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "12AzDI2x0-MO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 96
        },
        "outputId": "da0a1515-1bd8-482b-a379-92dca8b5d164"
      },
      "source": [
        "!python train.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n",
            "\n",
            "Generating 450000 triplets...\n",
            "  9% 41739/450000 [00:50<08:12, 829.18it/s]"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}