malimg_classification_custom_model.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "malimg_classification_custom_model.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyP8X5AICmYYpAo4a6dsFcPt",
      "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/Sreerag-ibtl/malimg-classification/blob/master/malimg_classification_custom_model.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VLQ8R52gNL_8",
        "colab_type": "code",
        "outputId": "f8e0b54b-c21e-454c-ea67-13b4d352fdea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        }
      },
      "source": [
        "!wget https://www.dropbox.com/s/ep8qjakfwh1rzk4/malimg_dataset.zip?dl=0"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-04-27 05:23:34--  https://www.dropbox.com/s/ep8qjakfwh1rzk4/malimg_dataset.zip?dl=0\n",
            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.82.1, 2620:100:6032:1::a27d:5201\n",
            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.82.1|:443... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: /s/raw/ep8qjakfwh1rzk4/malimg_dataset.zip [following]\n",
            "--2020-04-27 05:23:35--  https://www.dropbox.com/s/raw/ep8qjakfwh1rzk4/malimg_dataset.zip\n",
            "Reusing existing connection to www.dropbox.com:443.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com/cd/0/inline/A2l2AKAQahow8CeDeNH31n7XAzYC0ydlVJW96C8sW1NcIAk0Yhl9EW8CJUHD99oydwobYzy2Ut57tHAUeBRPswOPJSkielHwKlWBShc4UwqUrA/file# [following]\n",
            "--2020-04-27 05:23:35--  https://uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com/cd/0/inline/A2l2AKAQahow8CeDeNH31n7XAzYC0ydlVJW96C8sW1NcIAk0Yhl9EW8CJUHD99oydwobYzy2Ut57tHAUeBRPswOPJSkielHwKlWBShc4UwqUrA/file\n",
            "Resolving uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com (uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com)... 162.125.82.6, 2620:100:6032:6::a27d:5206\n",
            "Connecting to uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com (uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com)|162.125.82.6|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 FOUND\n",
            "Location: /cd/0/inline2/A2kXrAQDcVqd-73hWMEl75SoPN2zhNsc5plQVcZoRoBvbfb1sL0TQnILIyczl47trUNW7Yb8QftlI9gVqsEcuoLolXlptAPf9ZQBd32-jFZ-uElR0DitgacN8MDdlbiSzAKZ6v0hY3DlONaqcTftXfBJk2pP52R15InyEgN0NHmv37jISjgolgThkb8CBQ2qDs50DG5nled-RZ5B6adArrDxeyRlgeUvV4daRm6Z3f9VfUvvm2Rz3gYoy19DC19dlGBhT3X8z4PX7kvwznxetZeiyw7eZ7VlWG9VZMuqdzwVMXWA4DJuZ2sk2B565UzONX8RlMRhsTfgm5unphjo7PLa/file [following]\n",
            "--2020-04-27 05:23:36--  https://uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com/cd/0/inline2/A2kXrAQDcVqd-73hWMEl75SoPN2zhNsc5plQVcZoRoBvbfb1sL0TQnILIyczl47trUNW7Yb8QftlI9gVqsEcuoLolXlptAPf9ZQBd32-jFZ-uElR0DitgacN8MDdlbiSzAKZ6v0hY3DlONaqcTftXfBJk2pP52R15InyEgN0NHmv37jISjgolgThkb8CBQ2qDs50DG5nled-RZ5B6adArrDxeyRlgeUvV4daRm6Z3f9VfUvvm2Rz3gYoy19DC19dlGBhT3X8z4PX7kvwznxetZeiyw7eZ7VlWG9VZMuqdzwVMXWA4DJuZ2sk2B565UzONX8RlMRhsTfgm5unphjo7PLa/file\n",
            "Reusing existing connection to uc34761364a669f651a7a95ba7e1.dl.dropboxusercontent.com:443.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1174609734 (1.1G) [application/zip]\n",
            "Saving to: ‘malimg_dataset.zip?dl=0’\n",
            "\n",
            "malimg_dataset.zip? 100%[===================>]   1.09G  41.9MB/s    in 25s     \n",
            "\n",
            "2020-04-27 05:24:01 (45.6 MB/s) - ‘malimg_dataset.zip?dl=0’ saved [1174609734/1174609734]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0qs1WAlZQxN9",
        "colab_type": "code",
        "outputId": "571f51a9-b12f-4a51-a15b-93033296654b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip /content/malimg_dataset.zip?dl=0"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/076c518bdaeaf8852ffb022977c9a476.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0797ab4c0e035422a68107857f67d6f4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07a8e8e2eba31565f6909183bbab4bb1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07b4d5f6bc5ddfb5b461482b088dee6f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07c5696e49b0b25b34fcf52d32cc764f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07dd4aebd78165cff6979a4f84484fb0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07eac7529ae0fb9b84fe334949b7b7cb.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/07ec39ef3608e965a7125645bf6dde4d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/08078f0a63e2f79f9e90efdc13cbf96d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0808c6fdb6265e5607d0250f0913d84f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/081ebaff855e6487e9b8a7ada985287d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/082d25a4a70a6941d3372364ecc09be7.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0835db093cdc43c8421c903294efc41c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0855e572de99264966154fe86f7ac3bd.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0856008b55b46741446d285d1fb9c8e8.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/085fbc91ee6d6a13c29688f06a7450dc.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/087c5ff0d75ccc768b7e22e7ec4bdb39.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/0886dc3c2382cd717c637ce0b3cec498.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/089f5709583c99c9db3f1e56a5d58971.png  \n",
            "  inflating: malimg_paper_dataset_imgs/C2LOP.P/08a5b2bc33b41d2877884d1df56efb2d.png  \n",
            "   creating: malimg_paper_dataset_imgs/Dialplatform.B/\n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0001476a01097791ddd102bf0b36db24.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/000dde1be80ba152f4a21cafe4c732df.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/001808b5698d49d78a0efe0a8b31104e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/001c938429453603b52c2325a507ee57.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/001e6cba868bc11b87a0da9ff5b753c2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0020ebfdc288ac7b93f699c50ca1bc43.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/002cedb9e2158907f45e8ac0ff66772e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/002d606fb82c044facbbe35421a95350.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00409e86a8ad9b52680427d6bd2086b0.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00455be2b5e7a3e97295b4886649b623.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0045ce5dd4f715ad3378d0fb4a1b3ddd.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/005b1d76116c5d675110566401a8fb92.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/005f1c99c8b99fd441aa894cb638a390.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00666b3338c219345b39dea3050aeea4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0067767ec61d7300764109af78c6a5f3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0076f87a9e1790915b9630abd9105091.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0078a70ff0c6a53ebd6a636b4afea711.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/007ac7fc473b3df5aac6e55896807d4c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00816511847759afbc9787b11dc38632.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0083c98fbc37c480098b889b54b54463.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/008f2ada8d98c6ec0077fc8cad59ebd5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0090628f1b979a555db5f92146dcf179.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/009088d0af358e6ea2ece91803d20110.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0090d445e2a4cdf2a964fdf8b9c39a58.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/009510df52433bfb7e9aed0a42626ef3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/009bfe416dded6ee8fc8bc533dfeeaa5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/009df80e6579ca7e6a25e622e34bdf76.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00a33e9e026c67529e2ae137d4b8bce4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00acdf61e51c4c3fce76fb0de2160f1c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00b3919ff38ad0350b540a64ebe7b830.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/00bb7d3b7a3c83ca056ca543d459486b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00c0aa4a6e07888b6d1054b7cefd827a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00c27b6423b4d35e48a54e3b69b81e4d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/00c5b887e4637cc058c6f9dc224c7ac9.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00d49889d249b7b1479ed2c3eab816a1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00d4d7c816fc6db1f84c508e7bb4187d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00da389b2f01c016336f66906e83afe1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00dcdd9863b03274b6330cc367df5ede.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00e1b7e4b3e6b8065b6ff45e3ab0db52.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00eecef5bcee7073965bf09abed8bbc5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00efa101c3755253b928f36c000c45d2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00f14e1356c25b29a4417753e9257893.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/00fc16b1737985db916c320a1401797c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0104c10579e5bad7ec81dc0d3db79231.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0116c6f9b4f2310133699729125570b2.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0116d6efaac0d57e5e23b1595334c5a0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/012c81eb5c6aeb81291bafc584ec3784.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/01322ec7921aa1136774843a2374aeda.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0145e93b33c8d8eef8719e74f6cc5c53.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0164622d36a37e32b67eb943097265a1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/017df829a1558136b01335d67573e934.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0181ecf4cc0fc5dc4def652de144cb24.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/018ac62be69aeea91f5628b86bb14aac.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/018b20536f158469edce36d8bc1dcaa7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/018ed56fb883ff23d1ea9535070874d1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01967dd681194ebc64cac36608b89038.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01a4f7ffb5b3f6c71dbde06895664754.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01b7a63a2cf4bc9a585f09df99ff0d95.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01c959478e25816ac42f2851686fee1f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/01d1ebe308213f5ceffcb2100dc22210.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01dad13d5667855d8a0c3373d46900f5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01e011e7054b51beac0a1d9845f171e8.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/01ed350005f83192feca932ca1087da5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/01f54e31841b98d1326420bb43afd0e7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/02063bc357372fd9ee34c2a6566aa3c5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0225cc7044066dfe0e4a5ea577a833ee.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/022d613414af5a0e90c2433de8e4b169.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/024de6b034f308bdbd09eb0f053463b7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0255286a6f5ab884a7a74520c0437c2c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/026b821286f99e7a48d825844dd3c991.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/028a60b429f155e909f64b185bc4aa0a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/029b80909f94b42a72e6019c4192d473.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/02b61cf502cea8b423af5e59045820ef.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/02bd903252b87263f62ba273f9a5a2bb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/02d7d6d40bd64bf1b73b8690d01e7c96.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/02e505737245639ddac17c348ceabe7f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/02f9be7091aa193851f05e2e032a8c26.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03014ead48afed58fae06cc106c54b6f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0302f90565e7a110ac72c9f47ebbf92f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0312ab26de6eef4a640117821e10860c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/032ed6d70b3cf69bfdda4816cc2bda53.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0330777b391535b199523cfef768aa42.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/035856c3efdc0f546122e5b28ae2db9e.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/03858d6ebc32663f53e0c081895c213f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0391b79fcc26a478dbfaa79159d5495e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0395d7bda8bec39f77b414febca19a22.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/039c9d8ac88492293fed6741a9e006af.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/039ea8b4136aae326b3827b24b9c2ee1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03a33214b7538b68feef7411ecc1b992.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/03a67df2cb74c0bdbfb15c2bf47a1f33.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03a8286368237c9da09774628770a4d1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03b2a4de410bfe1914d0adb96c407b31.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03bbe10660aa4e713a4f8fcec686f6fa.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03c5ae67d482e2c7310a46caf290a9d9.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/03d5c607d2e4228bc7b0983a9cce0532.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/03f98566238d0912210cc12571def1bb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04043bc8e41e06b5e4e1c8ceb84759fe.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0405c360059d198946662c78910ada7e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/040a976108c6d4a3a16b47ae49a1f09d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0411fa5916bae23c235b90285a54d915.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0421d5827e8a172e8ae3b1eb90bd6cf1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/044200eb0c9418bc6dbdbd41d649cd29.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04438c9dc0697eb73d40a7a64e891a00.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04508ac6b547c9dbb8782eb11a7c271a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04646863c649f1683729c849524b795b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0477dbd93d17725c9dd01a04009f6d4d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/047be930127ad7b50173136f72ae8b0e.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/04a7295de27a600564ddea6d3932f680.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04a7b946f2bacf69f6f05e46d11adcd1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/04b319f33ddde2cd8d72d82b6dfa6fd6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04b65397b0b6f6d1605959b4b2b53f3e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04b6a5c27986e55fc70dabd80159563c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04bd7941b2b59ae1da3614d2467f4e05.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/04deac1ffbecdef2c29e6909a11ecd98.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05082772c2e68d8cf3944cc4c3c4176f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0510acbc179b01d7613497fb826fda9a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0515db4432aa66c9ffb3e8eade1d6f1c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0538c9af7cdb0ce7f6ed4bd2e5f5ce17.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/054446fa4fc7281fd491d121454d319b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0554bb405c7105ceb707dc4eea4e3437.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/055954463430559ab49c0cdce22c828e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05682200e14fbcd182ebb01a583f9444.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0571277eb617069685167819ddd39697.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/058d3b2b85e0ba0f5b0639d3b650dba2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/058e01e74bfaaf617cf2053c39052d90.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/059346db2436628b615f194be5ed9ee6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05a3af81cb70d8b16256d411542f8ad4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05aa415fe45ba4350611a00e731819c5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05bbe758055ce3837fc5fe98c57870d2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05c644fe55eed92f1a174ee4144ffbba.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05e0823b50f9d853a6cda52b181dc528.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/05e3fdc61a7e386bf13b5db558e91d47.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/061ee88b6eb6c422991619dc43f654ed.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0645e9a9f5002e9b681092aa17ad2e53.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/064d08d592f71470910ffbc8419ca9a7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0661e54e5f4eaa3a43494c6e45653328.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0675c0c82a178c0cddb6fdb41c0bc776.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0682ea0ebe2a67275e4e13871a072d99.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/06883ac2d0a34ae584519da6a74f74af.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/06b7d695fdd7ab4dbc9c134066373086.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/06b98b9f7575c0163df99b146b0a6457.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/06be4f7d08ec0c86b25b7ad52bbb1c51.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/06dad28d8ccc33f3656df6f1f78d520a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/06e88c1d23ecc51b5896b78b3c2b7b79.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07061feaf491f7e134ea275a8d910b72.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0715925427ffcbb78d6819c20cf5b545.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/072bfa69831bc7b961303724c2978c6c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/073592be1bc1600cd92e7075bb08fbc5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/073850aed053f20ed63833a4b4f3b204.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0742301728d8344bd8c554114eadd99c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/074aa42551252289f9e433deb7e3b6dd.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/075ad7cfbec1359b5874c6846d4d1ca2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/075cb539fce3979c9fba1c5db63e4d9d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/076cd512141c295ca1734e6674bd6425.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0782ade73ebb2d76d0b5c9a7aa935a4f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/07889dd8eae0408780c60514089b7ea7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/078c833d2bbe841c6b3e329a36140f20.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07a43952bb37dd69951d0d73449fee79.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07b4d622a9f4e9b54a68ff04e0001a9d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07b7b8053594f3dd6cf169ba1a3b592a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/07c0821e563ed8e4436d169452a2613f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07df703ad0a4a62d63f94fff5dd23b03.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/07e423afaa57af29c5a1d45cedca8b86.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/07e4b5fe9c15491c06e79e9c5d794ec6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0801c595b46f65a6d3deb1149457202f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/081b6ff450ac400c98b6f63b9e4461f8.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/082c28d24ac61c58ea1920d36f42ab13.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/082edcf0c1662a8a760de8684b7de12f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/083e79013f1dbbfa615c96aa3f5af145.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/0845af9f385b58ffe27e53705a1ce955.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/085b0c356e91972a4851064e58c290e5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0866008d9f56a0ee118f09927075f9d4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/0887f5b6fad64cca2be1106858c4fa94.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/088a00963c1e40251752a44ad06fb962.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/089c09899809fdd5a996803c2d539309.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dialplatform.B/089d683cb6981775972c9a1eebb8a72a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Dialplatform.B/08a3d3c713a27d5082504e7589a9ba33.png  \n",
            "   creating: malimg_paper_dataset_imgs/Dontovo.A/\n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/000595677f4206cedfe26ce298fc6153.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/00166079e432559db5e4de1adf8907e6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/0019132cc7a304f245e86e67b2746846.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/001b41e82869f48d2fbab6940537b7ec.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/001d3159c62f087daefc5c15cd158a3e.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/0029dbe8dd8e66d19401d3f87ca6f2c1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/00333fcb876fb16b7169aa723adfa980.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/0037e467765b15f571e1279450be071b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/00399e9a0f031d9dc3f1932acd84fb0c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/003c31e91d74c32b5a39bb3095d66d52.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/003c8bac4de429e026046af2107942a5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/003e4ac37539328e8aadd02e3252e265.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/004f445defede4eb58f3bad1567f4de3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/006181199edb789b86545299cee3e821.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/006b66c8a80ad361d5d6ca22ec0705f1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/008203e995b2df65337870f523b4c130.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/0086fb0192980b01d7cd7822d8fbe183.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/0091333c0344acdf76c87bf3449c6cb5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/009eef54bed810315b56c399c7e0becc.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Dontovo.A/00a215fe6758bff7fa085903a4d36d78.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00812dde94f5049b0ad7561b004031f9.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00821eb4e0f36bc8e484a1053b8e2538.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00831546005efcadf5f1ab45417a4d8b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00835e548c4d8bd291648260828bd851.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00850e6a4de992c3cbf547c322cb5511.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00881bb589e27ed5631a4310ee75163d.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/008b7e3c5a2b92b0f4167352927b2768.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/00900d33b95eba3f794bcae4f3330fe1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009130d6b933476073c31050b0364056.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0094acb2bc0696ef2703f024dc772b31.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00959dd8784e5a41951b9b4930ac6425.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0095f07bea498410d5f0a53b535cf462.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00965f1aae45f826c65efeec4e0d69f2.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0096f84f93f997129259b6b0af58f125.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0098f5d10fd60d113915bdbe1cc795b8.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0099aeb71a271a0212c47bebf6007478.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/0099f0c44a23b343f6927830df11bd81.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009a9e84013957ebfea24f88f508e01c.png  \n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009ba34110cf3a1114e630e1eaed8c32.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009bc039f6c8de31c471b997c59556a1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009c95d3dba661f809fecdc803ce11f4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009cceeea66849cb6104bc376c312850.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009f2942254d35fee0fbd835a9b45069.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/009f36446027591daba0adea09558a44.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a2dac2cac41ca56e5eaa4473645630.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a493023e0fdf46c719004913c74bd1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a5867b3c40e0a17fdb52d56ab349a7.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a821efaf2d9ed79ebe1b2e363e4520.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a929ac974bd136ec32618a9abcac98.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a9646dc95c8f67ec9f10cc9462d4ed.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00a9d4b114bc5419fd277efda7fac96a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00aa035400d02c15c4725e6969fe58ed.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ab4b2f1dbb7dde44139294d648d6d0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ac1480d86762d63958ba90ca90e2bd.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ae238303e732b5b98004708ac26632.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b0e054e84fcb118c6e9c3da67ef7a6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b206ab5a3852a1f6f3bb1c0cec3ca3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b24196a8830b741dd734d731eaa37d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b297ada5c20424541cceb95bd8cad6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b2c17618018a23af0b5b5160bdc557.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b47d4a2ce11dacb49ff28a90d43892.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b47f3e8562573dd89fd06828455809.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b6b2c0971d4455ade732441c891557.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00b824dd25bd75a6b976466a89ea131a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ba62d9e374f15e773fa25aac90fd51.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00bc56df4350974ce61c3671e740c35e.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00bf90bbc607eb1c461e1c7d7338f18a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00bfc126632f3fd7c062cf4928c0bbe7.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c0abd63aa97ad9e80f04f292b0cb08.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c21a6b8c91ffd5ebd50cb5b078b647.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c50b4444830ce3c449e4eb7d535b8b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c51744dcf95960bbbea9b57c1a7d4a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c51f6f40e355c6ea8e0b19a823e752.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c58b25e1965f70b775c5cdd360fef4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c5950c571260e511783d9b81e2c58d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c5a590a6e342893dba5fb888527c19.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c5bf7d361509b0f82e682bece06933.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c60274b1b7ffbd06b91c454aef3dc2.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c84387fe4a9b63e13913eb5a977b78.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c970e16033278673b0856d09c9e3c7.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00c9e43aa1da0d6226574c4cadabbc31.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cab11c9f00eb2560cabd15c4713f31.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cca09308f334c7a9d4ef6edaa4cd6b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ccb74172db09ca2682021d75f8cf70.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cd64087eac76d16d76840de063e659.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cec0173eaca1f80f28962cad1a1e80.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cec422e6810f0ae39a9580989787ff.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00cfbd22258ef72f483d0df995c75ebb.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d02a83027486bf23f371b74a7625d4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d0b31ea729b3f9ca74c06e58db7355.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d5221927f8140ea0a3b243e9b5b7ae.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d564967c6b9bebc09c8bda43217192.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d565a2e96bf51365c74608add4e310.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d603f5c37429380df5e804ac3620c5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00d9b7dc28030b749ce2c65ac22b2ba0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00daafce8f537ccdc6a3c9834dc2699a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00db6d58971f16d8db43b261e56a716f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00dbd0ac6ae6e820d4d34baa3ab1052f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00dd932cdacc92484e7a852876c4323a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ddbb261851d4d7b1a0b0f6bc9bbf15.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00de2ffdc171f464ba699364198e7592.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00de850c9c81913e282bcd7c32097e38.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e187cd41206ddf467f1140bce615c5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e1dab3cd9aa4bf00f9a65c46763bb5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e3b5cc6dcace70c9632641cd7cb376.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e444ea5dfe17bbc08c8815a394dc82.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e4ffbd480063e648a1a0d6b34c49f6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e57f6bce02fade3c0f44545f9d6440.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e67f6d32444c4424ac5d81509a9700.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e680742f2716388d2f9ae06441ed27.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e70e610f6ffe1e53a8fba6e875c599.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e768e2ab4983c83a13a1ad0e50e4aa.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e9a151a7878a3698920088cb609b64.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00e9de811c7241c93587c856838c2920.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ef709863e83b4afc12725ef373c61a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f022484ec09cfcde0a1d808717005d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f08b34940fc4c76b6fa3ddbcac9ff0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f15031b1a3e902e5ec06652ee62765.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f3bf78b54dea36155c9d7268ea9da3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f5f0e652a34cf7c3c6023fb3ca7b6a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f6962b7c32c7bc16b523cd94303722.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f748de7a0d84861d8ac72e3317e7da.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f7f7f5820ca6312e3e26308df1ad37.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00f880081cebbf2010982b55424eff79.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00fbc011c052e8dc2c886ee837b28140.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00fc9ef70abfed9add1d99b4c8610a77.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA1/00ffa9f056ca732636bf9ece205e1d2c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/015b44fe33034e7c83d155b3dc7a3d2e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/01dc528acbbc4485985afff8436da596.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/02a711411e6d15991751ee6a1746258e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/02bcb6badef224136ff59867e2df07b5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/0358fdcfe32791ed67a138864576ce7e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/03c8a12f2f1a9608fd74b6ce5542aece.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/041202c21b1cdd3a4a530e6c40912723.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/0413ef0d8f7358b981d4c6ac18f24b26.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/04612566a540950588bf3a693755bc35.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/064157d1c98bc7eb506f1aace1cd7e81.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AA1/0694b2b274f8f3a794e770ac9f7450cc.png  \n",
            "   creating: malimg_paper_dataset_imgs/Lolyda.AA2/\n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0000c5a2b302f346b8dfe0090f726848.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0001927ca420b934ee8ac380e39e5d21.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0001a4ade1aaa72da1c012610b1f2e48.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/00048694344eb0b24ff5bb0759a40a4b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0004ec66d9b8b8bfbf198e411f301eb9.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0008dce0ead7a67f6d22d2146ea2716a.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/000a5944e035517bba08562f20736ac1.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/000b2eb0324e774229705f6318ecefef.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/000fcb4ad902ba561cd0e7884831decb.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/000ff8b3f6b1ad268138bf3dda9d2262.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0013481cc00b366578be7070a1a260f0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/00142aed51d4a49ee03bae8d5dd24da6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0016aa9c2ef17c233acf1f41ecc1830b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/001712b1bbdd0326f0c4a50838c39e09.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/00181d599a8ef53032c66e258c22112c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/0019a179e375ee4d2da65b5e0da9ea28.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA2/001dc06484591bc5eace9d261c451e31.png  \n",
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            "   creating: malimg_paper_dataset_imgs/Lolyda.AA3/\n",
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            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00f760c72afb7183d9544c09b29abac8.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00f8ada4d91b32401b8928ea2cf012dc.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00fa2defc92b82ad4dba56a63a068562.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00fa6ac1f020b682da7033b5f1b1611c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00fb657e07aa48cbc9d9a456199d6ed4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00fc1071ef3d840e6930b44192f59754.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/00feeb1b4b77a02041a134eddaf505a5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/0170c44cac1ee45936c21df8cb44807b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Lolyda.AA3/061ddc7c69f7b8bf8c772c9add85fbf6.png  \n",
            "   creating: malimg_paper_dataset_imgs/Lolyda.AT/\n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00029d8264accf77a44fc9e5f6523e0e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00036955722f0041d91cf4ce4f70e94b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00079520833ea8ef25d68e552c00b2b2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/000dce1e85c83c4d776b2e6c2dc3ab3b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/001b982b1dc170526ced8d2159ed0585.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0020a8aabcc6c65cd0e8cece8dedb688.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00213079a689e4641cd289a2646c01c7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/003609f30214543c1097121386bbd5de.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0038cb75ec0a799efa43d6687113e516.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0047e80b0e89841606a8b4e3d79be54c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/005ba815f66dfdc0c3136861ad32b0e5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0074040ab3eac82cc0590eca03033c25.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/007e89a7126f2c90a00c64b11971038a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/008682552af58715868f7e5ad0c1739e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/008953ac594524a89af22354c7cf6f1e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/008b714c81ba068af8666df6a39d6dad.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00961aa2ae8c3799e835ba381fd9e47c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00a2521b730cf3a792985d6ce6d08104.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00a44ad3a558bb54e42db90d93fc7cfb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00ae9c47f13c0a2047c1130991729e9e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00af127eb1e69ccbbcd458e738e093b6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00bbe9b41b366222dec28facad51d2f9.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00ceb71a2c92c6cbff665f74cb90fc04.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00e4f0edc792d66eaeb4cf8f3d09e6be.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00f50c09d8d3637b5e5b5c8430e77f7b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00f99fe4fef292ac048f399ba77bcbe7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/00ff757f4e631fee655b6ff06e4e4737.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0105124004fcaf4cfefa9c39678e1435.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0109331ceba84c14d7de37620caa1b17.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/012cb95a12f291e1938dff0b9964f6e0.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0131098eda7f8f789c6ca617d739e81a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0138ca1d1f48f4d63e4015f34f6e54a7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/014622bc3cfae5a7f2b6e5ee25c5f6b1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0147aa6db73b91d988cc90e3125f79c5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/014e95c6b0456baf7d489f71a03f5ce9.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/014f7e54ff1e945ac7c56c1ca3175c51.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0161b8480bf67c56de8cf0831ba9a1d4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/016f334b53d43d5b70c8c2fee9dfad32.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01703f1843cc4c1607c2fe5cd559ee55.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0178325dde646885ddfdf21af3edd286.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01803852abffadbf676cc45565fb6720.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0182411b1dad2759fcdff22d13be739c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0184e2f5334550bdcc5926fcf942fe89.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/018fde4d05d2cf94375f0e7981f907d7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/019abbb3067ce5bf5602e7353d1819b6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/019e6ea5d3a455991b165283b72439cd.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01b09b3fe041a32d9850b022c4726894.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01b53ca13b4881699e8e6111759cb29e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01b5d94e22899c9372bdf72dc11bb109.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01be98012aa72312f7f351ba5154e42b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01c4ff8acb385ed4ab85ea09a14565a1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01c7c160fa4623f3b2544e27cd109fd2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01d91c2209b55511e95f8072ae9c60e1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01d9a6d463217fec525e8fdd15f8ab5b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01e5e603355f4b74d27489542f2373bd.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01e7248caf8013a6d1da0d0f8aea9504.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01e84b8eafd6dd229773c71f78ebf611.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/01fb04966f609510e75371fca079c988.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0205fafb998daf57ff5c3c39410ceb18.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/020f7f177b63c00c612963601d7347f0.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0217fb65d9a374fab52e8f62f5260924.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0222cd9910a190472747c9109a74c8f7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/022e210b2a17fe8a5f9b072c29595367.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/02808ede32d634b96d3c9cf84d5942b1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0286e55890eacc3236c3f5126b371f49.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/02d37f8876a1395e5d2271fafd20edc1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/02e89f081562b1cb37425d97f76e718d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/02f50b9dab99fc71ea5a7f684c2e585e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0313928c9fce54fee22071a48fbf6f1a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0324266b5040f085b7476c12a4d93c73.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0340a2746360b86374cd5911e974ae68.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0341839f84029a1b56a610f7b237c711.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0371a91e3a4f098440bc6d94330cd8ab.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03885676504d57d8ec287ddb5b205b2e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03914ad1fc9408ae93c3eb9f1aec22c9.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/039a324347f83bba2ef37d7cda1bbe44.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03a9639c53d4fbd480c7e3b5f2b8c618.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03ac99c9331a490c0720726240654ed3.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03ce94c98e1514e4f81171ea36fbc822.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03f39d07c4b54adc1b7e765e16abeb9b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03f4cbb35ba5c0ee2715bf60cba48278.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03f7b7a82bcf0aa0f6cdd210fdb39d13.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/03fb9f3cbe2db207026f518f0acea384.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/040f672253c2577350ef675aab5faf13.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/040fc175def84da0019dd7b2dd589ea2.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0410428bb26a17cf5585697bbba8eee6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0415d5df261a8a58439eefbce51c21da.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0416150e99501c7ecd68aa60cdf5d156.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0418e8342b06ce695a3f9f7c994e4b9c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/041e5581d00a8f51d02248c13ce2625b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/042f5c102ff638dbd3891a07abda8f7f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0436b696218a254fb3441f28373fd796.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0467683e36ccff4e928dbfb2a1fd843b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/04875f5c3ef597814375661bec53d19e.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/048fc3e635044d7fd06a4896ca543f70.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0490af525c39c7f4406315daa2a56a7a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/04b3ccdaaf022351b8fc0b251369667c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/04ccdcdb176d1f003a75697457e6f5ad.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/04f29a7a3cfac5d80676f90cd0f96458.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/050e04400af5ddee85cd61db3ed5ab78.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05174348fe875af0ccf3e10ff37f3e66.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0517fd70e4610b9f0fc806f1488aca94.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05205f11341fc9ffb361bfcb0fb8aa76.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0521d1875f1e76e91989c07f53bc65d5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/052aa1312fb26a8e3d7321dc81318c1f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0557fcecf24af86f515703f3cb46678c.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0562da3a3e5d2548a8e13506dbfb75eb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/056b5eab52637138828a6192d1c64570.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0572ffcced8e17a1da533154bcf5b4eb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/057c9a366b14b2e1ffc3be766e33491d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05869cd8a298c179f63bb8b6ea2b4c8d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0597fb5bac3683dfb76500a6d3e60fae.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05994033e24be24acad851b9c27f64e7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05af4b08ac2978b5029db726284cc7d4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/05c8982559dc2622c188be6da0ec53ea.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/060be38eeb9085bbb6cd04b824b50f48.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/060d74c080bfbce04fe74163fde9bdd7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0623927922775f14ee8d611d37f0e477.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0629a8a548c7abae89dbba50bd57856f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/063b1c1faa72bd849cedaf886a049aa6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/064d191449feffd6b7cd6e25c3218adf.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06579927c98dbf02738bf5927382eff7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06612406ae3467dc5916d30fd18f0dd4.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06738e28f9cecd3c318976812c813612.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/067c868207fb1a58ce9657bda56befc6.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0683a456f253639fbf5603a9e5286704.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/069b35936c804518f1fa6f18016c8809.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06bff37be4cc8432ecb7d3941886c6bf.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06caa66c14626c998c397ac56ea12eff.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06d3b1ea00929ff9870fedcaeed946b3.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06dcafcd57729b0433eadf8808121d20.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/06e61aa186629adad122d8bc48cbc43d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/070a01ab54a9b318f1c8326a496e4e36.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0711e331bdc1c647c40d29c75d109ddb.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0715a31087ec1a9f5beb3705c6308097.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/072bb72292aefa4535743c44b9d419dc.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/07419dc89591d90283b73531bfc2a9e1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/07641877eae07edee064a657f427f741.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/077cd45a1108cc759126ee85666f480a.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0785ca3aaedfde8268899d84d32525f8.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/07910cce9a7139b06798158d5bbfe44d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/07b91e51cbcb3db5b8f7eb732de960ea.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/07c9476c2bd799321c78218a9811a891.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/081e326f4e318f565eb711fd39ac45da.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0820909da13ec06646c66fc2f4c84fd7.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/082760aa3f1c4e0ed8fffb58c61136cf.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0833d11afa1eb5c9ee2c5ab370e2eaf1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/083d7b3dc9be10f166a5fcc119479e4f.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/084f3003f8df1ccd28ce027003a4fadf.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/085705ab104b746ae3b73fd04e6dd37b.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/085a7c4aeefd28c79c43e07f46caa9c5.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/086d433e05d1b4858ed04f0e93b3a531.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0877bdf6c8b2738a6404ef7b096a7217.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/088f5bdbfc6eb9a9f7c6cad09df76525.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/0890b078c64ef3e894413e99e9f631ae.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/08939eafc6fc8af6298c34229b44d330.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/089a9892d4da47796c98ea7f139c2c2d.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/08a50e0ffab8da6fc732ee35babf98d1.png  \n",
            " extracting: malimg_paper_dataset_imgs/Lolyda.AT/08a813a71867d53dc60920cb9dbd7fdf.png  \n",
            "   creating: malimg_paper_dataset_imgs/Malex.gen!J/\n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00086fc370dde6617ddc9083ea4d2a77.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/000940c82f005154abb44e6b1a5cf2db.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00109d8814f1b6e890ed2426be4b7818.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/0027dfbce8c3a5cfce6f7c70c24ead61.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/003b0b71bc2a10909291f93e07e39399.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/0044a2b033f818dfd8931b6bf88530d7.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/004dbb473dd76ad6a63ab690f9b1d299.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/005636eb6d4f97972c2e74d3b21d0d30.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/006cdad7d05fdca4b3eef79510075279.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/006f56be0d3e0fae17146a0bc1e35763.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00726d3929bd7bc0cead562efdf258eb.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/007522a0b1f0946e717a23adad9f4135.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00a05020315b92d79e4dda579dc4ed80.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00a0d9f90ee74ad7f903306bdb492d34.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00bce1f575be79913f41d3bff29b6339.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00c61be7c36c4192b4020954a22a7ca9.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00e396bd7134531e1ceb5f4bdd3f5d72.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00ee1f67264d8149384f37bf728596b9.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/00f019a9a9b780114f0eba97dcdec995.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01022ae2105e4bfacaca0faf0907b90f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01437c9ac42cc9031b97782c9b68cd3b.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/014b57df7af5a3ec248e02b4f1086ee5.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/014d1a919f99ec3364239d45fc091277.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/015c31201ca212a5fae727ee5a6305ba.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/016e929e88b9470755d5b07eae697fae.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01726aa0fe600e97d411fd45201a9298.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/018b24fc64d0e8e9b7a9bd23b8932838.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/019df42f887693a0138643d1d0977131.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/019f8cd36356a90a2e70a9aa724590e4.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01bb13b77baf1873b804fcaad05f8846.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01be715d5968f5c4f147ec66ed6db1f3.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01d918e4172cb9b12cb35e6305948ef6.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01dfa49e2233de301db64c81002c74d2.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01f65c27cb7969f55be20ea45b5bc85f.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/01fd805c2ef6f5727780b15d06b34e73.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/03011dfd5884d3a6de6a8e32818bc8f0.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/03165c5c3111ac940f4b61a6287c2a1c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/0318483f282dd2bcd377e17980c86557.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/0339fd41ffa2decdd24d1aa1c21ebf74.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/033b1bf371f920db0972541f24536587.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/03477665445d0728bef495e25ebf2e1d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/035a6d4222b22d8a4e0f3ab008557177.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/03608f45d09bc817a99fb9c0ed29c58c.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/037b80443e7a3a2d51f07cbcc9515114.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/0391160779f8b6fea0d17db88d5afe0d.png  \n",
            "  inflating: malimg_paper_dataset_imgs/Malex.gen!J/03b93357dbe7fadd15ac6ea71cb1df2d.png  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DVvWXuUvQ6AY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!rm /content/malimg_paper_dataset_imgs/malimg_dataset_readme.txt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aaEPC-HlRKuc",
        "colab_type": "code",
        "outputId": "9e1171cb-4906-4794-900f-312768265c97",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 63
        }
      },
      "source": [
        "import tensorflow as tf\n",
        "import os\n",
        "from   random import shuffle\n",
        "import shutil"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<p style=\"color: red;\">\n",
              "The default version of TensorFlow in Colab will switch to TensorFlow 2.x on the 27th of March, 2020.<br>\n",
              "We recommend you <a href=\"https://www.tensorflow.org/guide/migrate\" target=\"_blank\">upgrade</a> now\n",
              "or ensure your notebook will continue to use TensorFlow 1.x via the <code>%tensorflow_version 1.x</code> magic:\n",
              "<a href=\"https://colab.research.google.com/notebooks/tensorflow_version.ipynb\" target=\"_blank\">more info</a>.</p>\n"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-jjh5QSvRSSZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def get_num_files(path):\n",
        "  return len(os.listdir(path))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_QZJppMWRVY1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def get_each_file_count(path):\n",
        "  for subdir in os.listdir(path):\n",
        "    subdirPath=os.path.join(path,subdir)\n",
        "    length=get_num_files(subdirPath)\n",
        "    print(\"Number of images in {0} is {1}\".format(subdir,length))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bsyDYspHRaqM",
        "colab_type": "code",
        "outputId": "61692524-6067-4ce0-fa8b-a3fc88f63a3e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        }
      },
      "source": [
        "get_each_file_count(\"/content/malimg_paper_dataset_imgs\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of images in Skintrim.N is 80\n",
            "Number of images in Dontovo.A is 162\n",
            "Number of images in Lolyda.AA2 is 184\n",
            "Number of images in Alueron.gen!J is 198\n",
            "Number of images in Lolyda.AA3 is 123\n",
            "Number of images in Obfuscator.AD is 142\n",
            "Number of images in Adialer.C is 122\n",
            "Number of images in Autorun.K is 106\n",
            "Number of images in Malex.gen!J is 136\n",
            "Number of images in Swizzor.gen!E is 128\n",
            "Number of images in C2LOP.P is 146\n",
            "Number of images in Wintrim.BX is 97\n",
            "Number of images in Swizzor.gen!I is 132\n",
            "Number of images in Lolyda.AT is 159\n",
            "Number of images in Fakerean is 381\n",
            "Number of images in Dialplatform.B is 177\n",
            "Number of images in Allaple.A is 2949\n",
            "Number of images in VB.AT is 408\n",
            "Number of images in C2LOP.gen!g is 200\n",
            "Number of images in Agent.FYI is 116\n",
            "Number of images in Instantaccess is 431\n",
            "Number of images in Allaple.L is 1591\n",
            "Number of images in Lolyda.AA1 is 213\n",
            "Number of images in Rbot!gen is 158\n",
            "Number of images in Yuner.A is 800\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5EfgIIDfRg6J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def create_test_set(path,count=20):\n",
        "  test_parent=\"test\"\n",
        "  try:\n",
        "    os.mkdir(\"test\")\n",
        "  except FileExistsError:\n",
        "    shutil.rmtree(test_parent,ignore_errors=True)\n",
        "    os.mkdir(\"test\")\n",
        "  for subdir in os.listdir(path):\n",
        "    files_in_subdir_20=os.listdir(os.path.join(path,subdir))[:20]\n",
        "    os.mkdir(os.path.join(test_parent,subdir))\n",
        "    for filename in files_in_subdir_20:\n",
        "      #print(os.path.join(test_parent,subdir,filename))\n",
        "      os.rename(os.path.join(path,subdir,filename),os.path.join(test_parent,subdir,filename))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dQdpSVwTRkBB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "create_test_set(\"/content/malimg_paper_dataset_imgs\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4VgPQNk3SUwT",
        "colab_type": "code",
        "outputId": "03b46fe3-1bf5-4718-e605-a817053d0687",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        }
      },
      "source": [
        "get_each_file_count(\"/content/test\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of images in Skintrim.N is 20\n",
            "Number of images in Dontovo.A is 20\n",
            "Number of images in Lolyda.AA2 is 20\n",
            "Number of images in Alueron.gen!J is 20\n",
            "Number of images in Lolyda.AA3 is 20\n",
            "Number of images in Obfuscator.AD is 20\n",
            "Number of images in Adialer.C is 20\n",
            "Number of images in Autorun.K is 20\n",
            "Number of images in Malex.gen!J is 20\n",
            "Number of images in Swizzor.gen!E is 20\n",
            "Number of images in C2LOP.P is 20\n",
            "Number of images in Wintrim.BX is 20\n",
            "Number of images in Swizzor.gen!I is 20\n",
            "Number of images in Lolyda.AT is 20\n",
            "Number of images in Fakerean is 20\n",
            "Number of images in Dialplatform.B is 20\n",
            "Number of images in Allaple.A is 20\n",
            "Number of images in VB.AT is 20\n",
            "Number of images in C2LOP.gen!g is 20\n",
            "Number of images in Agent.FYI is 20\n",
            "Number of images in Instantaccess is 20\n",
            "Number of images in Allaple.L is 20\n",
            "Number of images in Lolyda.AA1 is 20\n",
            "Number of images in Rbot!gen is 20\n",
            "Number of images in Yuner.A is 20\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "spNxkyBSYbT_",
        "colab_type": "code",
        "outputId": "fee83726-96b7-4b55-ffd8-45800b919c55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "aug       = tf.keras.preprocessing.image.ImageDataGenerator(validation_split=0.3, rescale=1/255.)\n",
        "train_gen = aug.flow_from_directory(\"/content/malimg_paper_dataset_imgs\",\n",
        "                                    subset=\"training\", class_mode=\"sparse\", color_mode=\"grayscale\",\n",
        "                                    target_size=(32,32))\n",
        "val_gen   = aug.flow_from_directory(\"/content/malimg_paper_dataset_imgs\",\n",
        "                                    subset=\"validation\", class_mode=\"sparse\",color_mode=\"grayscale\",\n",
        "                                    target_size=(32,32))\n",
        "test_gen  = aug.flow_from_directory(\"/content/test\",\n",
        "                                    class_mode=\"sparse\",color_mode=\"grayscale\",\n",
        "                                    target_size=(32,32))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 6199 images belonging to 25 classes.\n",
            "Found 2640 images belonging to 25 classes.\n",
            "Found 500 images belonging to 25 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y3V54jP3YfBi",
        "colab_type": "code",
        "outputId": "95e882cb-e035-4548-fd9b-b39f7f36564d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        }
      },
      "source": [
        "train_gen.class_indices"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Adialer.C': 0,\n",
              " 'Agent.FYI': 1,\n",
              " 'Allaple.A': 2,\n",
              " 'Allaple.L': 3,\n",
              " 'Alueron.gen!J': 4,\n",
              " 'Autorun.K': 5,\n",
              " 'C2LOP.P': 6,\n",
              " 'C2LOP.gen!g': 7,\n",
              " 'Dialplatform.B': 8,\n",
              " 'Dontovo.A': 9,\n",
              " 'Fakerean': 10,\n",
              " 'Instantaccess': 11,\n",
              " 'Lolyda.AA1': 12,\n",
              " 'Lolyda.AA2': 13,\n",
              " 'Lolyda.AA3': 14,\n",
              " 'Lolyda.AT': 15,\n",
              " 'Malex.gen!J': 16,\n",
              " 'Obfuscator.AD': 17,\n",
              " 'Rbot!gen': 18,\n",
              " 'Skintrim.N': 19,\n",
              " 'Swizzor.gen!E': 20,\n",
              " 'Swizzor.gen!I': 21,\n",
              " 'VB.AT': 22,\n",
              " 'Wintrim.BX': 23,\n",
              " 'Yuner.A': 24}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LusSFNYkYjYQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_model():\n",
        "  input_layer=tf.keras.layers.Input((32,32,1))\n",
        "  x=tf.keras.layers.Conv2D(32,(2,2),activation=\"relu\",name=\"mal_conv_0\")(input_layer)\n",
        "  x=tf.keras.layers.MaxPool2D()(x)\n",
        "  x=tf.keras.layers.Conv2D(16,(2,2),activation=\"relu\",name=\"mal_conv_1\")(x)\n",
        "  x=tf.keras.layers.MaxPool2D()(x)\n",
        "  x=tf.keras.layers.Flatten(name=\"mal_flat_0\")(x)\n",
        "  x=tf.keras.layers.Dense(128,activation=\"relu\", name=\"mal_dense_0\")(x)\n",
        "  x=tf.keras.layers.Dropout(0.2, name=\"mal_dropout_0\")(x)\n",
        "  x=tf.keras.layers.Dense(64,activation=\"relu\", name=\"mal_dense_1\")(x)\n",
        "  x=tf.keras.layers.Dropout(0.2, name=\"mal_dropout_1\")(x)\n",
        "  x=tf.keras.layers.Dense(25, activation=\"softmax\", name=\"mal_dense_2\")(x)\n",
        "  malnet=tf.keras.models.Model(inputs=input_layer, outputs=x)\n",
        "  malnet.compile(loss=\"sparse_categorical_crossentropy\", metrics=[\"accuracy\"], optimizer=\"adam\")\n",
        "  return malnet"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qw4l08s3ayCK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "malnet=build_model()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AyQpXLPUbZkX",
        "colab_type": "code",
        "outputId": "147d7bad-91e8-46e0-fd14-fce14b330ef0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        }
      },
      "source": [
        "malnet.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_2 (InputLayer)         [(None, 32, 32, 1)]       0         \n",
            "_________________________________________________________________\n",
            "mal_conv_0 (Conv2D)          (None, 31, 31, 32)        160       \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 15, 15, 32)        0         \n",
            "_________________________________________________________________\n",
            "mal_conv_1 (Conv2D)          (None, 14, 14, 16)        2064      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_4 (MaxPooling2 (None, 7, 7, 16)          0         \n",
            "_________________________________________________________________\n",
            "mal_flat_0 (Flatten)         (None, 784)               0         \n",
            "_________________________________________________________________\n",
            "mal_dense_0 (Dense)          (None, 128)               100480    \n",
            "_________________________________________________________________\n",
            "mal_dropout_0 (Dropout)      (None, 128)               0         \n",
            "_________________________________________________________________\n",
            "mal_dense_1 (Dense)          (None, 64)                8256      \n",
            "_________________________________________________________________\n",
            "mal_dropout_1 (Dropout)      (None, 64)                0         \n",
            "_________________________________________________________________\n",
            "mal_dense_2 (Dense)          (None, 25)                1625      \n",
            "=================================================================\n",
            "Total params: 112,585\n",
            "Trainable params: 112,585\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6O3BBLQ3be_g",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir models"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lNIonF2MbhwG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "callback = tf.keras.callbacks.ModelCheckpoint(\"models/weights.{epoch:02d}-{val_loss:.2f}.hdf5\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1jMS9tvnbkr3",
        "colab_type": "code",
        "outputId": "53566de3-0d68-477e-b343-a2ec449365aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "history=malnet.fit_generator(train_gen, epochs=20, callbacks=[callback], validation_data=val_gen)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 2.0900 - acc: 0.4051Epoch 1/20\n",
            "194/194 [==============================] - 22s 111ms/step - loss: 2.0859 - acc: 0.4064 - val_loss: 1.3862 - val_acc: 0.5545\n",
            "Epoch 2/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 1.1495 - acc: 0.6069Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 1.1473 - acc: 0.6078 - val_loss: 0.8008 - val_acc: 0.7167\n",
            "Epoch 3/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.8291 - acc: 0.7120Epoch 1/20\n",
            "194/194 [==============================] - 15s 78ms/step - loss: 0.8286 - acc: 0.7122 - val_loss: 0.6342 - val_acc: 0.7598\n",
            "Epoch 4/20\n",
            "192/194 [============================>.] - ETA: 0s - loss: 0.6666 - acc: 0.7610Epoch 1/20\n",
            "194/194 [==============================] - 15s 78ms/step - loss: 0.6689 - acc: 0.7604 - val_loss: 0.5966 - val_acc: 0.7780\n",
            "Epoch 5/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.5985 - acc: 0.7843Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.5987 - acc: 0.7840 - val_loss: 0.5230 - val_acc: 0.7973\n",
            "Epoch 6/20\n",
            "192/194 [============================>.] - ETA: 0s - loss: 0.5508 - acc: 0.7995Epoch 1/20\n",
            "194/194 [==============================] - 15s 75ms/step - loss: 0.5496 - acc: 0.7993 - val_loss: 0.5080 - val_acc: 0.8045\n",
            "Epoch 7/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.5063 - acc: 0.8077Epoch 1/20\n",
            "194/194 [==============================] - 15s 77ms/step - loss: 0.5076 - acc: 0.8067 - val_loss: 0.5087 - val_acc: 0.8064\n",
            "Epoch 8/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.4747 - acc: 0.8155Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.4749 - acc: 0.8150 - val_loss: 0.4824 - val_acc: 0.8121\n",
            "Epoch 9/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.4458 - acc: 0.8221Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.4458 - acc: 0.8222 - val_loss: 0.4555 - val_acc: 0.8174\n",
            "Epoch 10/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.4162 - acc: 0.8336Epoch 1/20\n",
            "194/194 [==============================] - 14s 75ms/step - loss: 0.4168 - acc: 0.8335 - val_loss: 0.4603 - val_acc: 0.8220\n",
            "Epoch 11/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.4008 - acc: 0.8424Epoch 1/20\n",
            "194/194 [==============================] - 14s 75ms/step - loss: 0.4010 - acc: 0.8422 - val_loss: 0.4400 - val_acc: 0.8299\n",
            "Epoch 12/20\n",
            "192/194 [============================>.] - ETA: 0s - loss: 0.3721 - acc: 0.8541Epoch 1/20\n",
            "194/194 [==============================] - 15s 75ms/step - loss: 0.3712 - acc: 0.8547 - val_loss: 0.4286 - val_acc: 0.8383\n",
            "Epoch 13/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.3399 - acc: 0.8670Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.3399 - acc: 0.8666 - val_loss: 0.4203 - val_acc: 0.8424\n",
            "Epoch 14/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.3216 - acc: 0.8748Epoch 1/20\n",
            "194/194 [==============================] - 15s 75ms/step - loss: 0.3211 - acc: 0.8750 - val_loss: 0.4450 - val_acc: 0.8292\n",
            "Epoch 15/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.2954 - acc: 0.8867Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.2950 - acc: 0.8869 - val_loss: 0.4045 - val_acc: 0.8504\n",
            "Epoch 16/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.2616 - acc: 0.9037Epoch 1/20\n",
            "194/194 [==============================] - 15s 75ms/step - loss: 0.2614 - acc: 0.9039 - val_loss: 0.4015 - val_acc: 0.8614\n",
            "Epoch 17/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.2367 - acc: 0.9108Epoch 1/20\n",
            "194/194 [==============================] - 15s 78ms/step - loss: 0.2370 - acc: 0.9105 - val_loss: 0.3916 - val_acc: 0.8655\n",
            "Epoch 18/20\n",
            "192/194 [============================>.] - ETA: 0s - loss: 0.2251 - acc: 0.9154Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.2249 - acc: 0.9156 - val_loss: 0.3906 - val_acc: 0.8689\n",
            "Epoch 19/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.2113 - acc: 0.9231Epoch 1/20\n",
            "194/194 [==============================] - 15s 77ms/step - loss: 0.2113 - acc: 0.9232 - val_loss: 0.4084 - val_acc: 0.8693\n",
            "Epoch 20/20\n",
            "193/194 [============================>.] - ETA: 0s - loss: 0.1911 - acc: 0.9304Epoch 1/20\n",
            "194/194 [==============================] - 15s 76ms/step - loss: 0.1911 - acc: 0.9303 - val_loss: 0.4155 - val_acc: 0.8746\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oGlW0GEDgo_T",
        "colab_type": "code",
        "outputId": "bcc79364-d079-4ca7-eb94-06612d4f3b9a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        }
      },
      "source": [
        "model = tf.keras.models.load_model(\"/content/models/weights.18-0.39.hdf5\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /tensorflow-1.15.0/python3.6/tensorflow_core/python/ops/init_ops.py:97: calling GlorotUniform.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Call initializer instance with the dtype argument instead of passing it to the constructor\n",
            "WARNING:tensorflow:From /tensorflow-1.15.0/python3.6/tensorflow_core/python/ops/init_ops.py:97: calling Zeros.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pOajrdC6g7jD",
        "colab_type": "code",
        "outputId": "20e8c822-4751-4c08-f270-36857e6bcf1b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.evaluate_generator(test_gen)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.6510886512696743, 0.772]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gBLfOFbfhEhd",
        "colab_type": "code",
        "outputId": "3d2e9d23-b84c-46f1-e655-e809da2e9d67",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AQ3A5kAAjumk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp \"/content/models/weights.18-0.39.hdf5\" \"/content/drive/My Drive/rapid_projects/malware\""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}