SkinType_fine_tuning.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "JpdX7VxW164R"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "from copy import deepcopy\n",
        "\n",
        "from torchvision import transforms\n",
        "from torchvision.models import resnet50, ResNet50_Weights\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from PIL import Image\n",
        "import os\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install kaggle\n",
        "\n",
        "from google.colab import files\n",
        "files.upload()\n",
        "\n",
        "!mkdir ~/.kaggle\n",
        "!cp kaggle.json ~/.kaggle/\n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        },
        "id": "NUbiw_km2J-o",
        "outputId": "4a8c851a-f6cd-472b-c8ac-f479471f5897"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.11/dist-packages (1.6.17)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.11/dist-packages (from kaggle) (1.17.0)\n",
            "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2024.12.14)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.32.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from kaggle) (4.67.1)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.11/dist-packages (from kaggle) (8.0.4)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.3.0)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.11/dist-packages (from kaggle) (6.2.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.11/dist-packages (from bleach->kaggle) (0.5.1)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.11/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->kaggle) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->kaggle) (3.10)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-614b5753-d4a2-4997-8c91-b88c3923052c\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-614b5753-d4a2-4997-8c91-b88c3923052c\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle datasets download -d shakyadissanayake/oily-dry-and-normal-skin-types-dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ENZkD5pL2jBW",
        "outputId": "59a0d8c1-3a5e-4ae3-953b-242d856a2cc8"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset URL: https://www.kaggle.com/datasets/shakyadissanayake/oily-dry-and-normal-skin-types-dataset\n",
            "License(s): apache-2.0\n",
            "Downloading oily-dry-and-normal-skin-types-dataset.zip to /content\n",
            " 97% 121M/124M [00:01<00:00, 97.7MB/s]\n",
            "100% 124M/124M [00:01<00:00, 82.1MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip oily-dry-and-normal-skin-types-dataset.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vu6KYamz2p95",
        "outputId": "fb1a8753-63dd-4857-e593-136dab3e81f6"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  oily-dry-and-normal-skin-types-dataset.zip\n",
            "  inflating: Oily-Dry-Skin-Types/README.dataset.txt  \n",
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            "  inflating: Oily-Dry-Skin-Types/test/dry/dry_1d3b1b41c06745c89fb6_jpg.rf.9fe7b2181a36c2b6f67744be1af2fdd7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/test/dry/dry_2e2591d4cf31b8e024a6_jpg.rf.e8a8db4db95cd0a0df0275d75fcd87a0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/test/dry/dry_304ff9ea442145481f67_jpg.rf.26e1ca5ca2eb32f5c89509c670ca967a.jpg  \n",
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            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f6c88e14bd2fdca21286_jpg.rf.88ec35a1934811d2a305d6cb7cf3e78f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f6c88e14bd2fdca21286_jpg.rf.9a51d2f6a765b1750ac22b097c239ef8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f6c88e14bd2fdca21286_jpg.rf.bde67c10bb6dffd48f9dab04eb307a93.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f78c1f95bd4b5d485416_jpg.rf.36850cc4e288d80ff2603c058d42c8ec.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f78c1f95bd4b5d485416_jpg.rf.4ce0cec3fed383026e07de6189fe6350.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_f78c1f95bd4b5d485416_jpg.rf.ff217566ec416fa0a8902481e714debe.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fc1f83e3384d897c7f53_jpg.rf.65b8590176693697fb0f5eb2a4e57b1a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fc1f83e3384d897c7f53_jpg.rf.9be0bd69453bac8395fba3ac11e297d9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fc1f83e3384d897c7f53_jpg.rf.df813d947992c1a36c27beb6620f1347.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fdb48cb892d5cbebad94_jpg.rf.97739040d7539d13b3d7af8295e85111.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fdb48cb892d5cbebad94_jpg.rf.cdeacde62a16735f08ff312f401a82ee.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fdb48cb892d5cbebad94_jpg.rf.f793c13cd6bb83eef9344b73aeb0c8fd.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe3418da475c02664fed_jpg.rf.5a5deb74fbe62e7f08f03843814aca85.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe3418da475c02664fed_jpg.rf.8413f0c9465a2ed7b4d327ac0bd3f8be.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe3418da475c02664fed_jpg.rf.ff76611fb70ea85f15cb82ec0f100c7f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe6f60617df744bd42cd_jpg.rf.73d15a4ed6e42b926b690f45478191c4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe6f60617df744bd42cd_jpg.rf.cda096ebb609f0e834772e24c57d050d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_fe6f60617df744bd42cd_jpg.rf.e85b924344b799fbce6da27e91e8e2cf.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ff7c57f1d1834ae7c6cf_jpg.rf.97f0f030c8c0ec15274326b3b027997f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ff7c57f1d1834ae7c6cf_jpg.rf.b112eb1ffadc3bc61500b2edac76d9a0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ff7c57f1d1834ae7c6cf_jpg.rf.f78f96c31c44c3b156ad59b67495f624.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ffefb613dd6a94820a82_jpg.rf.21ce038e2b00b0a7e11be6128e0e684e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ffefb613dd6a94820a82_jpg.rf.2f965f8e44d8b2d3e5109fdae6fc9b24.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/train/oily/oily_ffefb613dd6a94820a82_jpg.rf.d9767b5f7d95b634b10e5d45d7ca3fbb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_01a2f56b5d6099d2a71a_jpg.rf.f209155b50d6ffa91f31f801cc6ba21e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_01e4cad5778a56f9fd14_jpg.rf.10e49585f824fbe07fdfb2494040c228.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_020920254e34efeff0f5_jpg.rf.28cfa61215bff35ed696dabdc9df585a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_0448a21ee50ca17f2abf_jpg.rf.f070bcbcc95ab710ecff3b3e9fb84a79.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_07167f0fc499ad9cfadf_jpg.rf.d5c98df9201c03a7458a9acfe1338b5a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_07364d92affd8d28353e_jpg.rf.9cb9c6e2911a02be6924c7ca0d0aa266.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_0a04656a29dae63e34b4_jpg.rf.0f422132bab1ea2592d6b923590f91aa.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_0efdf0ab53ae13958625_jpg.rf.96c2c518c35696cffe002803bcd9e147.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_0f2a4d0547c381e7def5_jpg.rf.c9824fce71666829863805092f0ee9d1.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_162c031d06eaf5762e57_jpg.rf.c46922f6511c0a02ce79879a2aa9e694.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_1a4996793e7fdccadd63_jpg.rf.b1a4fe04e1620d964bbb3a617ab8eb9c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_1cc095c17f548c684fd5_jpg.rf.1cf687415bd87e74369e2abbc80da2e3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_280c46b32fec97be826d_jpg.rf.3a89d330c20dcc948963b9c8e1c91b97.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_2e4beabce499ae1bbc6c_jpg.rf.2e6a80d8371236ea44e53a0546c574f0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_30a729626803b45b50f5_jpg.rf.49aa31d46b2db224389d852c9aa0093b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_3afa25b1fef6da425dd4_jpg.rf.09b39d8b5246ba7f3d876a142e0084c3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_3b16046d1c224bcac3b2_jpg.rf.7a0306e201e8e93ad4bba8ba27dfd78e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_3da1cb46bac19fcbbb28_jpg.rf.8878412f07aaa6a75aff3c49dfe01a7e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_3f0225ae0ea8c5a9b7bb_jpg.rf.268f2133c6681fb2564a1d38a3c61dc5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_411e069e6cac17ab0363_jpg.rf.78e8aaeda20588342aeaa9c393032030.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_4381964de5e7765cf14c_jpg.rf.68be09f2a801874ce0ea82041405e2d4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_4551c769eda15beaddce_jpg.rf.09136941c17aaa7bc2ac46b008b5dda6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_46e972d60b511efa4760_jpg.rf.14c290d5f01b4bcd10c39213561d093e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_49b4af69b50043af6483_jpg.rf.79d6c99fad2f8dd929e66f3fd4b4fe4f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_542ae904c0d94bd67ec6_jpg.rf.ff5b7075dabe494cc4f6a1711fc0ec73.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_56a37ef864921f9a46d1_jpg.rf.30989a99dd926958522c83c720a2b51a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_5717c37ca77c9c18fc93_jpg.rf.a3e6fd0dc8d8d8d630e5182177d53e24.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_5e7f3a2b459834070ba1_jpg.rf.545d5d81ed7902b2935783f02edba3a5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_64d6ada187adcb61fe00_jpg.rf.2af6af06bd686aa75b0a1e9f543b49b7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_66296345fa95eef88974_jpg.rf.f320aa0faa3c2b9b9b970f8057ae24de.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_66d1da36f8d3aa21e206_jpg.rf.8fa17f3eef8cf8dfd6048a4e7e9b3259.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_6848aac7fe631a8a476f_jpg.rf.cebea66b18b67d9d5c9387a8ece84a4c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_68cf77a766f749bcfbe3_jpg.rf.b6ac1e3340c4bb15b99894a4b4bde4d6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_6c4a15df8e957ca1e5d5_jpg.rf.f6a673b66efb97219e1d9827bd3f378a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_6f58c7b1e90c1ec0d28d_jpg.rf.2a2867705550ed51786026d88da4475d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_7313a780ffeb8eab2492_jpg.rf.6402cde395b2836b676609cc0c49307e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_732a45ef4f4ffcc25b9b_jpg.rf.ce0120dde077a49db239f41306b02736.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_73643e9e44f7dcf2a775_jpg.rf.b122a282797b3359cf585a33ebc08278.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_78fffa3f122d501001ba_jpg.rf.d09171ad7811ddfb3c91b2df3a441aea.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_80b2449f155974505c25_jpg.rf.92dddffef0faa47e1099c5ec5d165263.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_857cd2c4e2115e933bfe_jpg.rf.5497721970005006ee5efd1c3a42eeca.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_8a2e0ea7f705df92d047_jpg.rf.0e049a0d7d65260ebe389a46ea87964a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_9a2023882cce0906bf5d_jpg.rf.51a3e8e92f8de212e1c51c5ed127dae6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_a39f6681bf3115c36e4c_jpg.rf.4fca98dcd315cb393f762e8a1f0bc44a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_a76d968ed9ae816977ef_jpg.rf.635b272379d9d60ee51af81475471a1f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_a80e3fa56f1b08178317_jpg.rf.9b38e6ca17a9568243b8c2a7f4a7952e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_abe2f0934d3fdb728bed_jpg.rf.6e5b196a2439c2d45a9e118ba1d4c27a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_b00dc1d45d97804f0a58_jpg.rf.27e480c92a853b732d14a5f67a67100c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_b088908102ba6469f5cc_jpg.rf.0a034f84ade649b35abd61b96862731c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_b21cec3336e210d0cb91_jpg.rf.59b7626c46020928e4039205abc0b3ee.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_b5b34971bd8d3fa9c604_jpg.rf.2030a92ae3f5f7c79a829fe9fae3f62d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_ba5585671fbb9f1daf2b_jpg.rf.83e12da3050405e2bd7c1a893740b28e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_bb7ce0ff64968386a15b_jpg.rf.f68ee76185e00c96409d87094c8f1e13.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_c46701a9ca174b2e13a2_jpg.rf.7b5ae940c3e45678b04444f655f4897e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_c4af664f44e5c4fb4fce_jpg.rf.e8a7c8d86426a0b26f8f7bbbf5ce9e3f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_c4d9352e4aa976052512_jpg.rf.3452042652907882222f4919467b4879.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_c6414df117c531e03976_jpg.rf.d8c5d9ee13fa9b2b675283f42b5ee51f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_ca28b3aae025bef79326_jpg.rf.d41c424a895ff1c912fe5351eeaeb961.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_ca9d2dbbe25469dffd74_jpg.rf.397345fc5711d1b3862228e872d86c1e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_d744271eba291b7e1de8_jpg.rf.6f57eb36355891c23baef3b3bb95caa2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_d77313561b75d11921df_jpg.rf.cd85a096d39962dd71801edcd778e91c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_dd647c81468b79979c45_jpg.rf.70afc627e73da30f97e2adcad6691512.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_ddeeac9b7fb8fdd402cb_jpg.rf.92c5d2ed182e5861623c9a8e8e9f30ca.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_de06cd0d5a2b31b3099c_jpg.rf.535bd09f69802b2baa9ab61b3af70c2c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_e12af2dfedf94be5c9f6_jpg.rf.6371431a68ad73ffd22d1de03f652ef0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_e135b839f1fca33100b9_jpg.rf.5bf0b1ddc8ac5b6920799426f9abcf77.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_e2176b00ce7967182a30_jpg.rf.bdd8474d8f8bedc757ca551a126c01c7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_e3165054caf92c4bbe2d_jpg.rf.0b32dc1db02b4bd0bddf924a8b1e6926.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_f72910f3fc6a7ef7b01d_jpg.rf.d5e8a711d865b286a78a4c1ff6428d03.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_f8415285c1521044484a_jpg.rf.f6ab00ace533a96b1f577b78e4502026.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/dry/dry_f8a762d88e6458dbebb1_jpg.rf.48517b42c11141e0add9c874afd4efb0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_01bc2817d6e0edb02bfd_jpg.rf.fe6ac17d4c4cf2cb5a60b1f210a5451c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_09645cff8c329b057214_jpg.rf.9b5253db3d42a6f8adda60ce8dad5de8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_0a9edb9b8d838a784d63_jpg.rf.3b952674085f0491d6ee6e6a5eaae09a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_0eef5e55253bfe52fbc7_jpg.rf.31441aec1271366b3c95d66ac899ad5e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_12cd5db363898591fe94_jpg.rf.e2d62d9d376dffc19b16d82e541d1058.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_18163c7cef788a9e3082_jpg.rf.27a928b8e10bfabffd3a321dc303afd3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_189b3374d9586df42984_jpg.rf.ca1bdd699e15fd5b1871e9003da6b5dd.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_1c5ab1a014ac7f131e17_jpg.rf.4e2f6ef0cfdfedfc879fce867ee2f652.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_1c62cae7fa989fe46149_jpg.rf.ab4c838f8e6d44afd05a8a9b7ba59934.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_1ca5a01050e738346691_jpg.rf.30b6a231573fa155908e328c69ac7f84.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_1ce2689cd46c12c0d01e_jpg.rf.cdbd9306dff178e58afdfe79e6661234.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_1ffa5dc8de7c69476bb3_jpg.rf.11020b369808877ad84327dab8930fbf.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_223b59223f3351fb1017_jpg.rf.0aa0ae3e9acef0bad8a8c4e98fe640e8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_22ad3f6609edac470804_jpg.rf.2ec929ba103d1861cbb97b6a7bbcd851.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_26f90eea16c33625ce21_jpg.rf.4f3f8f00a859afb865996909d76a75dd.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_2715c13f2ab6fc6868dd_jpg.rf.783ec165dbb849769a51f1883dde4d4b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_2d47636650b3940cc852_jpg.rf.4b160f8c9b3a5432025379dd20700f57.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_2f3ae7c73b67b9b1e1f1_jpg.rf.df2de9cee5fdb9c7470f7703fd9485ef.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_317f783b0ac711da2e7a_jpg.rf.a25c1152700b13c5e13cc285291b16a0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_34458a38fc273ea6d641_jpg.rf.983a08f686b01aaffc4c3448a04b8278.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_345dd34485c5ef28aeb8_jpg.rf.7510e70e8d78d2a169192169a5037fd5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_346714d7aa7a260d45d6_jpg.rf.6ac7fcacafa75f998e6147eec1e07c6b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_34d12e7668f49d05c74b_jpg.rf.a02fa00bd32c311774984e670c6e8651.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_37a7fa4900efa017a891_jpg.rf.6baecee3509153537abeae08b67eb55a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_3fb0e86e3344992851d3_jpg.rf.9dc26999bba7a95109d463853bd4ad04.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_43c09be2c7d565a9fccd_jpg.rf.2d220e3b9f3e84ed0de80f17804ad28c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_43ea688a114c60fc2fc3_jpg.rf.6a55c35377e3ca533c5cdbc9b80324b5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_44f5e59bf4d0b4c2c87f_jpg.rf.2f92061f972231fdf8800c2c516c06f6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_493d45106283cc5b7d0d_jpg.rf.d58505e17e20f282438cc41b7c9781bb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_4ab4cf5e1ec3bc591346_jpg.rf.f45c56a1b5d308291d7795c7838e0020.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_4b9626572c1b7f6087ee_jpg.rf.3cd42fad5c7e4c420a4f917191655988.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_4da4518e0e8cd5572ad9_jpg.rf.3137a2adcd1aa7af13674d122912ece8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_537b1e6e60aff04430a2_jpg.rf.a004ce7d01b15b8262fdc366393256b8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_565b3932888902806dba_jpg.rf.d110273a2d791b67e3499e196fa9aabe.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_58e8e747a9ec3189f514_jpg.rf.28f69ce1cfe3312b4883afac8f471cd4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_598438022cf13c5165cf_jpg.rf.8d5ec16bf77074509dd711555a9ff6e7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_5e56ac432e22b07dfb0f_jpg.rf.4fccb318cf8d587afb1b3b36ea8e2aac.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_6158869d0344963607d1_jpg.rf.3080dc65bf47ba2276fe618a547b52bf.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_6fcbe85fe5e1ad6090c7_jpg.rf.23af81a2dd9449ff33b184987dba01d8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_718b78805bc070a270e5_jpg.rf.ca2ca32464c987b30d095cb4a702c6c0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_71eaeb8fda354ab5e269_jpg.rf.73ffc51f5cc41496ebd2f422e5fc08f1.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_72fd148df48a8b2c6df1_jpg.rf.c4dc3851b2c7f83b45d8a382415a445d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_73557e2b434e42de169b_jpg.rf.d76d3311c8041f47e412cf1786acd4ca.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_73e6531e237151c11fc3_jpg.rf.216940be7b4d6d6b14413723e797be50.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_73e6531e237151c11fc3_jpg.rf.e79551653e5cb8ca2025bb702db51d9c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7650272fc27b2d658f34_jpg.rf.2910339a5f8ca43d2552497687ae0114.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_78fd434114782dfc80dd_jpg.rf.a7a1ba652b87f7b1512e2ccfd5dcf6d4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7bbebe98ccce18ab3b07_jpg.rf.9e4037c80eaafa9715d49194ee1fcbc4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7c7f872e38b71e818f79_jpg.rf.e60d0654ef6e32735b2fbbf6bbd728a9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7d2066296c3beea3579a_jpg.rf.b3b60fdbc35fa60dab55ae2eebf4c6eb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7daecf3670aa597ee376_jpg.rf.8f1ee7a871c8f312ad230c09cd5d8bee.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_7fbf491591da7b6a1972_jpg.rf.85fa105f2dcf3629c9637427df8d8cd5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_81442529fa408ff3c7f8_jpg.rf.5f73c67c2ed62cfeb3326261c1b930ee.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_8181d272e4bcb95a3435_jpg.rf.818240cc443d514834dca1e29dfa2e3d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_81e70f95419b3ee288aa_jpg.rf.31c7703caa0f7d2a3af246e6326b5272.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_8357e8c0029e34aac5b5_jpg.rf.af4b26b2ce64405f3bd4a0bd46691ea0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_87d85b0cfd21d41c07e4_jpg.rf.9ad3ff11ba88464339843320c54eec28.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_886c46d298ce441af09e_jpg.rf.3162010b4a299881a125c1d3d0fe0d01.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_8a1952797d54ba54abe7_jpg.rf.53a171f098ba8c5165a84123dc6d6d07.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_8a1952797d54ba54abe7_jpg.rf.f0f0b8ec845a75d3e324a069e8c9ff80.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_8e5e9ac3c56cdd16d6c7_jpg.rf.578c7c0ad82362a7f48c8b80e59d7c10.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_90f6914dff65b5795709_jpg.rf.aaa6b15e132d10d5a1bc05723c4ddb99.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_9233d0140368a62502b8_jpg.rf.7374eecda1474192c368b7009fb1a648.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_932681028b727934dcb8_jpg.rf.5b55749ee81f60097ec625f849813890.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_93a6b6ee9c114af8fd1a_jpg.rf.1417ed4f8f384a7e18b7189e7bc528ab.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_98b7d5d32e1a8b77768a_jpg.rf.752aac7d73e7425a0fe6d416575fa661.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_99acd144131dcdf60744_jpg.rf.7555c12b51b986ac321d89d0a15de5d9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_9bafe1a502664b72aed1_jpg.rf.8ffca7258e16859a1150ae7403e04ab0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_9c2b06c0010269563b01_jpg.rf.92d1064fbfe8a7052aa68ad7bc181df7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_9f890b7e783a42db19eb_jpg.rf.ed6cc9e38c4d614c7cf81cc9c9b66bb9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_a6dff754a88c5cb6583d_jpg.rf.2e56245d5ec16fdd410f6af402a020f2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_a83d1c8879aba3da4288_jpg.rf.2ba22505af3e2845bd0e6329ac7e4256.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_b633811016e2562ad204_jpg.rf.5d573b281e74147a6f16ce268b668127.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_b696d9da422538bb5aff_jpg.rf.b68aaee96349cc60e7cefb3867b06c41.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_b80d959d981f9b5004b5_jpg.rf.2676af875fdcac7be93e52c076eb1202.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_b886f9300e4aa7717bda_jpg.rf.f020763590c72c395ec18873f54dea8e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_bb7a2af299e8979ecc2a_jpg.rf.8e40f5a0872877fa5f013789c8057edb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_c30c47b8f764d38cabe8_jpg.rf.6da031c2a11d9855dc3919a91ba2359f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_c8315e6da48b215579c4_jpg.rf.ec6b2bff7c19128da0394a37eb5000b1.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_c8c9fab81a994515a15c_jpg.rf.a0435d858c5037752f2adbaaab7d3cc2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_caa0fe5a5031e7de96b0_jpg.rf.4763a577dd9f4e1979f2994dddf04b76.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_cc094849326725bd4ff6_jpg.rf.d3fcd42b32aa0026832b0647efc9c5ad.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ce77a7a55c0c3cbd2af2_jpg.rf.585884e7f038560f43250da173702bf2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_cebde527dc523630da78_jpg.rf.6663b4712279121e6f7c88083ce8e6e2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_cff25c281a0d2ffec61a_jpg.rf.18ae7c34560d2fa398c87fc4d321f959.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_cffc7de515a2fc4b66a7_jpg.rf.1fb3c272ce350da1b64524dae1bb645c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_d040680e611e233bd34f_jpg.rf.8062319e6c5616f00fdfb7fcc496aebc.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_d2ea2eccc43abb6d1083_jpg.rf.8aa762b948db30976fe7f4242f19e0e6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_d3bd678b09ac2b3edcd5_jpg.rf.2124e9c2ce568bb8715e00c3ff6ae706.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_d8f4c247a9f4701c3f22_jpg.rf.56a5b0a3391e3e24551d59a099b944f2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_dccc7002e2361020fa78_jpg.rf.6c058e16d3698ac196827a5aff954996.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_dd08f970aafdc35c0def_jpg.rf.baf2034b38079653145e2800af010881.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_df87ce1a9b86af0ea405_jpg.rf.ea7258a63b62e98479817f73edd82770.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e06b91788ca7dfaa9a6c_jpg.rf.4ac3ddb88138f2291fe3ae9a7d968bd6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e0a892327a4e32161fe4_jpg.rf.8631425112d22ef6acc0bf7274b9c9ce.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e2609df57feccb569010_jpg.rf.a9b3ef49f982f29726fe2aa5ded4b747.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e3281002dd8f72c00d1a_jpg.rf.d3e6e2261f27d12199f5107de30a48a0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e3c15a74f3a32e350210_jpg.rf.9af56194301ba39d92caa22be8231fec.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e42c3ec7ca4cc72c61af_jpg.rf.b45fa3bdc34453f64c355720c7695da5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e78871599fd060880d9f_jpg.rf.37ded9c72de6c25bd3b5f960fe954883.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_e851438c4c2311eebee0_jpg.rf.9880f93120f5bd503ef84c1650be0c49.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ea75ce644894cd0ee620_jpg.rf.ccc27654b50044b19bfbc2e4109d1f49.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_eb9b7248f3e37ff7807d_jpg.rf.ebf689eae02d72986463ea06d43ad453.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ec13e18db22b26ea73eb_jpg.rf.61a3af001e547fcd9265583689ec4b06.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ed2b6dc53fb46cbaea63_jpg.rf.6c0e9b55dc7f85e92dd64b1e2d52219a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ee3c79e07bdbd9b117e2_jpg.rf.e97c4b572123f1da53a4cbd20bb5004b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_f40ab19effc04c5dd602_jpg.rf.a5185c705c2973a4357c5af3d2a21474.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_f4a101d909bbd3bebdb9_jpg.rf.efc3df2d6fcb723e9b3c140de2d7a2dc.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_f5f36a7889d19909352d_jpg.rf.8cc6f12e34a1721d437a99c39d27715f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_fbab6e6883479c8a91b6_jpg.rf.15fb25deeb8d6f1c087ead9b4619874b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/normal/normal_ff491e13dec6c7cd5186_jpg.rf.a0a77a888b69f70f4f6f121882a4307f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_0168440a3f7fbdd107e3_jpg.rf.0805b42144376a7698b95a2076ef7a6f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_0262a764849fb9b84820_jpg.rf.8d70e98e56f8c2ddc0fe31ae3fd1e7da.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_0697facc118397294446_jpg.rf.1b1dc6efe281c75e13d65d43ba4a442c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_08b3227e67427708d39f_jpg.rf.f6c0cab17c4d89ab5be8a997378b99f5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_0d3eaf25374b3572d903_jpg.rf.fec39bf4db9f15f0b59114c220e5cbb9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_0f8585a4945bf8fccda1_jpg.rf.e64fc9f8d511dd175debc580a8cb7259.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_1125e768848bc51c0101_jpg.rf.9b69e54dcfc68c0bf8f4a5dcc501a5d0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_1245b36810096dc4a6c9_jpg.rf.85e8581911cad6f73822e5f6a7afc1ac.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_12c575146214da77a7aa_jpg.rf.ef93e9652b6b9a8d553353a3477a03f3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_1beea635a79024003745_jpg.rf.e9cce86c2e1616569f3a45b6024d72d2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_1cc074f5a157859c729e_jpg.rf.a5a64e4bec641dd74d88a953b0a57c0a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_1f16851427fbbea37b51_jpg.rf.76b4a2d75913e10344700be12af80873.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_206024a25077b5289e9b_jpg.rf.a5376a9953d98c4fcc3983df9ce5f9c2.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_26ba9a0c8aae790d3cef_jpg.rf.e19a9868bf1a6b8426893906590f4b65.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_27703a7431a6f2946312_jpg.rf.fdbafed33b3cf8030eac3c5b71a6e8e9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_284ef5e1c4821d5bce92_jpg.rf.4fb6a780c5003e20db29cd7f354cfb8d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_30ed933f522945571796_jpg.rf.983300b24dd52aecc092958cd595f1c3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_314cde0908549365998f_jpg.rf.83f668c5a8e74e96d3ee5f5527a13484.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_333cd54252dfa2fadbda_jpg.rf.c113346f4a2860ab1dc6d84519d5462e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_36bd53d1d0d720b5aaf8_jpg.rf.99988daffc0637bac0f598f837203619.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_36e151a9e319ef0fe06f_jpg.rf.8159f9f1b0aa41e6e80e037574d0e5aa.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_3d6e1ee8b4f2e7938f5e_jpg.rf.a109232434661e0d045b2ea37bd77531.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_403abe09de51b661b3a7_jpg.rf.a21f1df4ad8c32e5744760e44317f261.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_4229afa2a0695dc13765_jpg.rf.42d8c1576abed0948800c7dc0045817d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_43decc12aa3786f36f80_jpg.rf.345f0fcc079c1873414c3d1d4a42d2bf.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_4604e475c154d21a1758_jpg.rf.93ec0c9e6d8e3b7cbe4b4f868f4366e9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_464e72030694c3bfe66d_jpg.rf.de71a251296c36e9bad2cf2543b29058.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_48ea6fb7bb774349b7d9_jpg.rf.bde571a71e9c520f330ec0aa519c88e9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_4dbc9a89686246566dc3_jpg.rf.12ed4d2de1a161cfbb068816120debd6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_57448765378c2956deb4_jpg.rf.dd46d4b7125a197dca39cd001cf9ddf8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_5770710a36eb51b7cd8d_jpg.rf.f9aacf10ee2cb1be074395b1e0a2eb6f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_59a49a46f3322dcbb495_jpg.rf.bf42d1e08b8ad56f60c83bad63e93098.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_5b03151bc9e6a45d03aa_jpg.rf.ab5d169c98208397b6809d7ea8695e8a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_5ba0fa597137a8aab073_jpg.rf.27f0ca71f755c6ec24f05cb578a6d9bb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_60685e474eb95de94556_jpg.rf.f1e7d030ffd5d6613db5eb61fbb9a336.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_60d8227b7c7bc9f33e98_jpg.rf.21b356111a55e7c2987845fe1ecccf5d.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_613da6c0422fe9e4029b_jpg.rf.98bb76443c607d7590019fb3cd6794ae.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_61ee74ab37e34e3ef4ea_jpg.rf.fa7d65ad9a41b1adc5c2dd3536a2e6d7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_6307f9f5d48a6ab5973c_jpg.rf.5504c88296e88173d3f1a652669f4691.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_6e79b53c396ac45ef8a1_jpg.rf.de5ed5cb63fbbac87d04360a360a9cbe.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_708e38d20431c235100b_jpg.rf.7a56901fa90e56d143d8e741fd4ed3e9.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_719c5008ec7f8289944e_jpg.rf.fdf220ee5ffd76903b73d17587d8c53c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_7c1dbc95c43fdcf7fe62_jpg.rf.8a52f65213fe1b19281ba02ab418ae26.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_7ca357ab1e946bebc416_jpg.rf.5e280104f025c0777803fad3a242e820.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_80866ee14d12679f0740_jpg.rf.bdfc50323ae37a3a896636bdeee5b89c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_860e7c3907eabed365b0_jpg.rf.6725742f2ff38f4b98be2e11593559d7.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_86e929444bdd51e3dce7_jpg.rf.dbb21a701faa993d0155d8565706035e.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_884d6dbc425722f4d5a8_jpg.rf.a49b0887bf1e729791cf1737bac4b2b0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_8e03bcdef2c85ad5369b_jpg.rf.663db1731176e7a80950aa91fa1ad577.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_919ad8d814dfe9aee0c8_jpg.rf.34419a07f860c0722ae58a460019d4ed.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_96410de6ea0f4491724b_jpg.rf.d9d7da768eb99ea648ce7b48211d16cb.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_9ca59b8557a411f687d3_jpg.rf.ef868fe07cb53c299a4df06d491871c3.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_9d881c29cd1c54ef73b3_jpg.rf.7af5a0c2108f3382a7a4532ec95e1e5c.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_9dc86b9c9d218914b444_jpg.rf.67dfb18ae12105badd41e8087b000112.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_a14cbc3fe88c559bd982_jpg.rf.a3b535b23286edc2fa38de4c0beacb58.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_a7d88ac374da4d0de006_jpg.rf.7c17c9abec95e20d6a6a4c415cd6ff1b.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_a9dbf6ff0990e765e1dc_jpg.rf.6095e8b50ff396559257f2408e9bbeed.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_b02f2268320e82287090_jpg.rf.7dce28297731bac9ae9019599f977798.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_b18474f15a80a2d3159a_jpg.rf.68476aa36b8fe1fa773d14e3c51a2f67.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_b27f9077fb56ed37ae36_jpg.rf.e4bd0d08c6631025eabc2c7d5e0bafa0.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_b3104f9f3ebbf005e811_jpg.rf.d42df8af203340ee243330fddf97724f.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_b41c5215ba4e3ffbb26b_jpg.rf.ce9f73409daa6f347f6af1cb8140402b.jpg  \n",
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            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_bd5cc0c1e0a9bd7b67e6_jpg.rf.fe7eeb59055ef88102d39b643311b4e8.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_bdf73bf8b293375d7298_jpg.rf.5c659eed0c9ba649b8a4ac3619d98bc5.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_bfe6f3dcfaca0d160182_jpg.rf.6fa409ca4bd97ebb042f1c789d7ab2d4.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_c4b747c17f552355870a_jpg.rf.147805985ad3cb4d77828c62148564a6.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_c79a8e8bba9009211df8_jpg.rf.6eb9b574d6ff4bca8f7bdda3a739eb53.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_d22cdc67c68276efb8fb_jpg.rf.2d3d5117308e36cdbf580ea157f12e6a.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_d47799d2e04fe5593b95_jpg.rf.e8a246007269ae5c7641f1d96f13bdd1.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_d5ede95c79ed84fc847b_jpg.rf.fb9ed53bbf4a15a0e331d9aa3d9a44a4.jpg  \n",
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            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_ea02cb5fba715591ed60_jpg.rf.948c61501cd40d2449c4051581838298.jpg  \n",
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            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_f23c9058b8277c3e86a4_jpg.rf.ff8778279297bc2456d9fadf9600c662.jpg  \n",
            "  inflating: Oily-Dry-Skin-Types/valid/oily/oily_f74d762092bdbbbc0f77_jpg.rf.06eeaac97d9b2ff2c8633266cb490fb0.jpg  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "label_index = {\"dry\": 0, \"normal\": 1, \"oily\": 2}\n",
        "index_label = {0: \"dry\", 1: \"normal\", 2: \"oily\"}"
      ],
      "metadata": {
        "id": "8AEhn9Cg25sw"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def create_df(base):\n",
        "    dd = {\"images\": [], \"labels\": []}\n",
        "    for i in os.listdir(base):\n",
        "        label = os.path.join(base, i)\n",
        "        for j in os.listdir(label):\n",
        "            img = os.path.join(label, j)\n",
        "            dd[\"images\"] += [img]\n",
        "            dd[\"labels\"] += [label_index[i]]\n",
        "    return pd.DataFrame(dd)"
      ],
      "metadata": {
        "id": "X-Irbvp-2vZe"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df = create_df(\"/content/Oily-Dry-Skin-Types/valid\")\n",
        "val_df = create_df(\"/content/Oily-Dry-Skin-Types/train\")\n",
        "test_df = create_df(\"/content/Oily-Dry-Skin-Types/test\")"
      ],
      "metadata": {
        "id": "2VRxofCY22J-"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df = pd.concat([train_df, val_df, test_df])"
      ],
      "metadata": {
        "id": "eAHc3mo03EXP"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 20\n",
        "LR = 0.1\n",
        "STEP = 15\n",
        "GAMMA = 0.1\n",
        "BATCH = 32\n",
        "OUT_CLASSES = 3\n",
        "IMG_SIZE = 224"
      ],
      "metadata": {
        "id": "JCAs8drn3GBN"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class CloudDS(Dataset):\n",
        "    def __init__(self, data, transform):\n",
        "        super(CloudDS, self).__init__()\n",
        "        self.data = data\n",
        "        self.transform = transform\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.data)\n",
        "\n",
        "    def __getitem__(self, x):\n",
        "        img, label = self.data.iloc[x, 0], self.data.iloc[x, 1]\n",
        "        img = Image.open(img).convert(\"RGB\")\n",
        "        img = self.transform(np.array(img))\n",
        "\n",
        "        return img, label"
      ],
      "metadata": {
        "id": "HpsHczsQ3Hnh"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_transform = transforms.Compose([transforms.ToPILImage(),\n",
        "                               transforms.ToTensor(),\n",
        "                               transforms.Resize((IMG_SIZE, IMG_SIZE)),\n",
        "                                transforms.RandomVerticalFlip(0.6),\n",
        "                               transforms.Normalize(mean=[0.485, 0.456, 0.406],\n",
        "                     std=[0.229, 0.224, 0.225])])\n",
        "\n",
        "transform = transforms.Compose([transforms.ToPILImage(),\n",
        "                               transforms.ToTensor(),\n",
        "                               transforms.Resize((IMG_SIZE, IMG_SIZE)),\n",
        "                               transforms.Normalize(mean=[0.485, 0.456, 0.406],\n",
        "                     std=[0.229, 0.224, 0.225])])"
      ],
      "metadata": {
        "id": "77kdiygl3KKh"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train, testing = train_test_split(train_df, random_state=42, test_size=0.2)\n",
        "val, test = train_test_split(testing, random_state=42, test_size=0.5)"
      ],
      "metadata": {
        "id": "miBvdAbu3MJr"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_ds = CloudDS(train, train_transform)\n",
        "val_ds = CloudDS(val, transform)"
      ],
      "metadata": {
        "id": "vaF2q4Bs3OGl"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_dl = DataLoader(train_ds, batch_size=BATCH, shuffle=True)\n",
        "val_dl = DataLoader(val_ds, batch_size=BATCH, shuffle=False)"
      ],
      "metadata": {
        "id": "zCD98ppD3QJG"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "resnet = resnet50(weights=ResNet50_Weights.IMAGENET1K_V2)\n",
        "num_ftrs = resnet.fc.in_features\n",
        "resnet.fc.in_features = nn.Linear(num_ftrs, OUT_CLASSES)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1a5foYR33R9F",
        "outputId": "9ab94820-2fcb-4a28-aa43-66f89ee76e45"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet50-11ad3fa6.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-11ad3fa6.pth\n",
            "100%|██████████| 97.8M/97.8M [00:01<00:00, 72.9MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "print(device)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zyPfl2X53Tju",
        "outputId": "151c448c-5803-4e16-fb0f-cebc9eae1efc"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cuda\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = deepcopy(resnet)\n",
        "model = model.to(device)\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.SGD(model.parameters(), lr=LR)\n",
        "scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=STEP, gamma=GAMMA)"
      ],
      "metadata": {
        "id": "REExdjj_3WXf"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "best_model = deepcopy(model)\n",
        "best_acc = 0\n",
        "\n",
        "train_loss = []\n",
        "train_acc = []\n",
        "val_loss = []\n",
        "val_acc = []\n",
        "\n",
        "for i in range(1, EPOCHS+1):\n",
        "    model.train()\n",
        "\n",
        "    diff = 0\n",
        "    total = 0\n",
        "    acc = 0\n",
        "\n",
        "    for data, target in train_dl:\n",
        "        optimizer.zero_grad()\n",
        "        if torch.cuda.is_available():\n",
        "            data, target = data.cuda(), target.cuda()\n",
        "\n",
        "        out = model(data)\n",
        "        loss = criterion(out, target)\n",
        "        diff += loss.item()\n",
        "        acc += (out.argmax(1) == target).sum().item()\n",
        "        total += out.size(0)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "    train_loss += [diff/total]\n",
        "    train_acc += [acc/total]\n",
        "\n",
        "    model.eval()\n",
        "\n",
        "    diff = 0\n",
        "    total = 0\n",
        "    acc = 0\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for data, target in val_dl:\n",
        "            if torch.cuda.is_available():\n",
        "                data, target = data.cuda(), target.cuda()\n",
        "\n",
        "            out = model(data)\n",
        "            loss = criterion(out, target)\n",
        "            diff += loss.item()\n",
        "            acc += (out.argmax(1) == target).sum().item()\n",
        "            total += out.size(0)\n",
        "\n",
        "    val_loss += [diff/total]\n",
        "    val_acc += [acc/total]\n",
        "\n",
        "    if val_acc[-1] > best_acc:\n",
        "        best_acc = val_acc[-1]\n",
        "        best_model = deepcopy(model)\n",
        "\n",
        "    scheduler.step()\n",
        "\n",
        "    print(\"Epochs {} train loss {} acc {} val loss {} acc {}\".format(i, train_loss[-1],\n",
        "                                                                    train_acc[-1], val_loss[-1],\n",
        "                                                                    val_acc[-1]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BG7cDk6P3YNf",
        "outputId": "1df3dacd-198d-4517-e6f0-71319d9f7c93"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epochs 1 train loss 0.04592353762827521 acc 0.45180483934946447 val loss 0.04102793648129418 acc 0.4666666666666667\n",
            "Epochs 2 train loss 0.024172505125172883 acc 0.6731455771519238 val loss 0.02656783584564451 acc 0.6476190476190476\n",
            "Epochs 3 train loss 0.016906487780967813 acc 0.7893692978976596 val loss 0.024167961355239628 acc 0.6952380952380952\n",
            "Epochs 4 train loss 0.010459014858484552 acc 0.8790162633875446 val loss 0.02814454199775817 acc 0.653968253968254\n",
            "Epochs 5 train loss 0.009110438060022829 acc 0.8936929789765966 val loss 0.027445196726965524 acc 0.6888888888888889\n",
            "Epochs 6 train loss 0.005452302121621945 acc 0.9420864736215787 val loss 0.030753906946333627 acc 0.707936507936508\n",
            "Epochs 7 train loss 0.004213862265181277 acc 0.9551765172550575 val loss 0.024118691588205003 acc 0.7523809523809524\n",
            "Epochs 8 train loss 0.0028293217129293107 acc 0.9702499008330028 val loss 0.026252940344432044 acc 0.7396825396825397\n",
            "Epochs 9 train loss 0.003144759746864645 acc 0.96390321301071 val loss 0.021477843087816997 acc 0.8158730158730159\n",
            "Epochs 10 train loss 0.0024614778036256835 acc 0.978579928599762 val loss 0.023903279928934006 acc 0.7523809523809524\n",
            "Epochs 11 train loss 0.0021287943066593935 acc 0.9797699325664418 val loss 0.02087828318277995 acc 0.8126984126984127\n",
            "Epochs 12 train loss 0.0019483325355721343 acc 0.9829432764775883 val loss 0.016980967919031777 acc 0.8444444444444444\n",
            "Epochs 13 train loss 0.0015375617671649325 acc 0.9829432764775883 val loss 0.01838337154615493 acc 0.8476190476190476\n",
            "Epochs 14 train loss 0.001257139799572625 acc 0.986513288377628 val loss 0.025104078224727086 acc 0.7746031746031746\n",
            "Epochs 15 train loss 0.0013162122293309305 acc 0.9857199523998413 val loss 0.021033508105883524 acc 0.8285714285714286\n",
            "Epochs 16 train loss 0.0008189179131290914 acc 0.9908766362554542 val loss 0.020421959199602643 acc 0.8412698412698413\n",
            "Epochs 17 train loss 0.0005705647019725567 acc 0.9952399841332804 val loss 0.020518374726885842 acc 0.8317460317460318\n",
            "Epochs 18 train loss 0.0005910853323431 acc 0.9944466481554939 val loss 0.020270576741960315 acc 0.8285714285714286\n",
            "Epochs 19 train loss 0.0004191004071485891 acc 0.9952399841332804 val loss 0.01998914943801032 acc 0.8444444444444444\n",
            "Epochs 20 train loss 0.00043246374646174393 acc 0.9948433161443871 val loss 0.019868420324628315 acc 0.834920634920635\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "epochs = list(range(1, EPOCHS+1))\n",
        "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 7))\n",
        "axes[0].plot(epochs, train_loss)\n",
        "axes[0].plot(epochs, val_loss)\n",
        "axes[0].legend([\"Training\", \"Validation\"])\n",
        "axes[0].set_title(\"Loss log\")\n",
        "\n",
        "axes[1].plot(epochs, train_acc)\n",
        "axes[1].plot(epochs, val_acc)\n",
        "axes[1].legend([\"Training\", \"Validation\"])\n",
        "axes[1].set_title(\"Accuracy log\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 663
        },
        "id": "4rH_L_YN3gTC",
        "outputId": "aca9e9f9-eab2-4535-a18f-069852a2b840"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def predict(x):\n",
        "    img = Image.open(x).convert(\"RGB\")\n",
        "    img = transform(np.array(img))\n",
        "    img = img.view(1, 3, 224, 224)\n",
        "    best_model.eval()\n",
        "    with torch.no_grad():\n",
        "        if torch.cuda.is_available():\n",
        "            img = img.cuda()\n",
        "\n",
        "        out = best_model(img)\n",
        "\n",
        "        return out.argmax(1).item()"
      ],
      "metadata": {
        "id": "wrH9pJ4y3i_K"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pred = []\n",
        "truth = []\n",
        "\n",
        "for i in range(test.shape[0]):\n",
        "    pred += [predict(test.iloc[i, 0])]\n",
        "    truth += [test.iloc[i, 1]]"
      ],
      "metadata": {
        "id": "TiF8oCN43lh2"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "score = accuracy_score(truth, pred)\n",
        "report = classification_report(truth, pred)\n",
        "cm = confusion_matrix(truth, pred)\n",
        "sns.heatmap(cm, annot=True)\n",
        "plt.title(\"Accuracy: {}%\".format(round(score*100, 2)))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "zMDThjZ83nUA",
        "outputId": "90268b53-564f-4bd7-b285-14148d762b61"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(report)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l8DpC_6C3pSY",
        "outputId": "07ec4da9-52e3-4590-9a82-972ff635d8d4"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.75      0.77      0.76        73\n",
            "           1       0.78      0.82      0.80       120\n",
            "           2       0.87      0.81      0.84       123\n",
            "\n",
            "    accuracy                           0.80       316\n",
            "   macro avg       0.80      0.80      0.80       316\n",
            "weighted avg       0.81      0.80      0.80       316\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(nrows=5, ncols=5, figsize=(10, 6))\n",
        "index = 0\n",
        "for i in range(5):\n",
        "    for j in range(5):\n",
        "        img = test.iloc[index, 0]\n",
        "        img = Image.open(img).convert(\"RGB\")\n",
        "        axes[i][j].imshow(img)\n",
        "        axes[i][j].set_title(\"Predicted: {}\\nTruth: {}\".format(index_label[pred[index]], index_label[truth[index]]))\n",
        "        index += 1\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "jktDd-rQ3rRF",
        "outputId": "3e73a602-87b4-49cc-b1c2-e819aede1582"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 25 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from keras.models import model_from_json"
      ],
      "metadata": {
        "id": "NW1lya0Dquyy"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Conv2D, MaxPooling2D, Flatten\n",
        "from keras.optimizers import Adam\n",
        "\n",
        "# Define a simple CNN model\n",
        "model = Sequential([\n",
        "    Conv2D(32, (3, 3), activation='relu', input_shape=(48, 48, 1)),\n",
        "    MaxPooling2D((2, 2)),\n",
        "    Conv2D(64, (3, 3), activation='relu'),\n",
        "    MaxPooling2D((2, 2)),\n",
        "    Flatten(),\n",
        "    Dense(128, activation='relu'),\n",
        "    Dense(3, activation='softmax')  # 3 classes: dry, normal, oily\n",
        "])\n",
        "\n",
        "# Compile the model\n",
        "model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\n",
        "\n",
        "# Save the model architecture to JSON\n",
        "model_json = model.to_json()\n",
        "with open(\"skindetector.json\", \"w\") as json_file:\n",
        "    json_file.write(model_json)\n",
        "\n",
        "# Save the model weights\n",
        "model.save_weights(\"skindetector.weights.h5\")  # Updated filename\n",
        "\n",
        "print(\"Model saved successfully!\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nNb05_45qvjz",
        "outputId": "24595e22-9f4b-4932-af8e-31f600fac4cf"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model saved successfully!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from keras.models import model_from_json\n",
        "\n",
        "# Load the model architecture from JSON\n",
        "with open(\"skindetector.json\", \"r\") as json_file:\n",
        "    model_json = json_file.read()\n",
        "    model = model_from_json(model_json)\n",
        "\n",
        "# Load the model weights\n",
        "model.load_weights(\"skindetector.weights.h5\")  # Updated filename\n",
        "\n",
        "print(\"Model loaded successfully!\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zt23-EmcrdCM",
        "outputId": "c4fe01b7-7823-427b-880c-88dec2ccf5f6"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model loaded successfully!\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/saving/saving_lib.py:713: UserWarning: Skipping variable loading for optimizer 'adam', because it has 18 variables whereas the saved optimizer has 2 variables. \n",
            "  saveable.load_own_variables(weights_store.get(inner_path))\n"
          ]
        }
      ]
    }
  ]
}