Tabnet_digitalpersona.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install pytorch_tabnet"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OASpzZzw50H2",
        "outputId": "ee34b8d3-e855-4f2f-c6b8-9bc9ae0f3022"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting pytorch_tabnet\n",
            "  Downloading pytorch_tabnet-4.0-py3-none-any.whl (41 kB)\n",
            "\u001b[K     |████████████████████████████████| 41 kB 517 kB/s \n",
            "\u001b[?25hRequirement already satisfied: torch<2.0,>=1.2 in /usr/local/lib/python3.8/dist-packages (from pytorch_tabnet) (1.13.0+cu116)\n",
            "Requirement already satisfied: numpy<2.0,>=1.17 in /usr/local/lib/python3.8/dist-packages (from pytorch_tabnet) (1.21.6)\n",
            "Requirement already satisfied: scikit_learn>0.21 in /usr/local/lib/python3.8/dist-packages (from pytorch_tabnet) (1.0.2)\n",
            "Requirement already satisfied: tqdm<5.0,>=4.36 in /usr/local/lib/python3.8/dist-packages (from pytorch_tabnet) (4.64.1)\n",
            "Requirement already satisfied: scipy>1.4 in /usr/local/lib/python3.8/dist-packages (from pytorch_tabnet) (1.7.3)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.8/dist-packages (from scikit_learn>0.21->pytorch_tabnet) (3.1.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.8/dist-packages (from scikit_learn>0.21->pytorch_tabnet) (1.2.0)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/dist-packages (from torch<2.0,>=1.2->pytorch_tabnet) (4.4.0)\n",
            "Installing collected packages: pytorch-tabnet\n",
            "Successfully installed pytorch-tabnet-4.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "ZJwJacy7nIzo"
      },
      "outputs": [],
      "source": [
        "from pytorch_tabnet.tab_model import TabNetClassifier\n",
        "\n",
        "import torch\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.metrics import roc_auc_score\n",
        "from pytorch_tabnet.utils import define_device\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "np.random.seed(0)\n",
        "\n",
        "import seaborn as sns\n",
        "import os\n",
        "\n",
        "from pathlib import Path\n",
        "\n",
        "from matplotlib import pyplot as plt\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bSViTpMI4bnH",
        "outputId": "f3787278-10ee-4946-9d2d-d89cc077734f"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train = pd.read_csv('/content/drive/MyDrive/CSV/Training_Digital-Persona.csv')\n"
      ],
      "metadata": {
        "id": "b9JSqtGCoTwH"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if \"Filename\"  in train.columns:\n",
        "    train.drop([\"Filename\"], axis = 1, inplace = True)"
      ],
      "metadata": {
        "id": "_O8JfzyvtYUy"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test = pd.read_csv('/content/drive/MyDrive/CSV/TestingDigitalPersona.csv')"
      ],
      "metadata": {
        "id": "qevDo0NPARUr"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if \"Filename\"  in test.columns:\n",
        "    test.drop([\"Filename\"], axis = 1, inplace = True)"
      ],
      "metadata": {
        "id": "RfLV-tGltfeR"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(28,28))\n",
        "cor = train.corr()\n",
        "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "fCT_uBEN2SZq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e4f3a37a-63d7-4627-a80f-2c1bae14278c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2016x2016 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cor_target = abs(cor[\"Class\"])\n",
        "#Selecting highly correlated features\n",
        "relevant_features = cor_target[cor_target>=0.4]\n",
        "relevant_features"
      ],
      "metadata": {
        "id": "M62Dbsnx2Tbs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ab1dcf3a-f4d4-4de1-e6ce-a5137396284f"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Contrast       0.440039\n",
              "Black Patch    0.422241\n",
              "Class          1.000000\n",
              "FDA_STD        0.442349\n",
              "RVU            0.548243\n",
              "OCL            0.406305\n",
              "FDA            0.477093\n",
              "FDA_STD2       0.442347\n",
              "RVU_STD2       0.568689\n",
              "Name: Class, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#68%, 57%\n",
        "#train = train[['White Circle Patch','Contrast','Black Patch','Termination','CID','Class','OCL_STD','OFL_STD','FDA_STD','RVU','GABOR_STD','MEAN','OCL','LCS','OFL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.2, 79%,62%\n",
        "#train = train[['Contrast','Black Patch','Termination','CID','Class','OCL_STD','FDA_STD','RVU','OCL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.3,90%,80%\n",
        "train = train[['Contrast','Black Patch','Class','FDA_STD','RVU','OCL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.4, 88%, 84%"
      ],
      "metadata": {
        "id": "lchommZCoZ2F"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#test = test[['White Circle Patch','Contrast','Black Patch','Termination','CID','Class','OCL_STD','OFL_STD','FDA_STD','RVU','GABOR_STD','MEAN','OCL','LCS','OFL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.2\n",
        "#test = test[['Contrast','Black Patch','Termination','CID','Class','OCL_STD','FDA_STD','RVU','OCL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.3\n",
        "test = test[['Contrast','Black Patch','Class','FDA_STD','RVU','OCL','FDA','FDA_STD2','RVU_STD2']].copy() #>=0.4"
      ],
      "metadata": {
        "id": "V438Z8tz3MqY"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "target = 'Class'\n",
        "if \"Set\"  in train.columns:\n",
        "    train.drop([\"Set\"], axis = 1)\n",
        "train[\"Set\"] = np.random.choice([\"train\", \"valid\"], p =[.8, .2], size=(train.shape[0],))\n",
        "#train[\"Set\"] = \"train\"    \n",
        "train_indices = train[train.Set==\"train\"].index\n",
        "valid_indices = train[train.Set==\"valid\"].index"
      ],
      "metadata": {
        "id": "SOHtvsFdrjzU"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if \"Set\" in test.columns:\n",
        "  test.drop(['Set'], axis = 1)\n",
        "test[\"Set\"] = \"test\"\n",
        "test_indices = test[test.Set==\"test\"].index"
      ],
      "metadata": {
        "id": "xpkpmLqe1K6H"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nunique = train.nunique()\n",
        "types = train.dtypes\n",
        "\n",
        "categorical_columns = []\n",
        "categorical_dims =  {}\n",
        "for col in train.columns:\n",
        "    if types[col] == 'object' or nunique[col] < 200:\n",
        "        print(col, train[col].nunique())\n",
        "        l_enc = LabelEncoder()\n",
        "        train[col] = train[col].fillna(\"VV_likely\")\n",
        "        train[col] = l_enc.fit_transform(train[col].values)\n",
        "        categorical_columns.append(col)\n",
        "        categorical_dims[col] = len(l_enc.classes_)\n",
        "    else:\n",
        "        train.fillna(train.loc[train_indices, col].mean(), inplace=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z0J-nfTvtL4v",
        "outputId": "74fca925-9676-4f32-a463-4a87b475e9ec"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Class 2\n",
            "Set 2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "qrqwtfTGtNwc",
        "outputId": "335d94fb-fd60-4049-fb80-8748032c1106"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Contrast  Black Patch  Class   FDA_STD       RVU       OCL       FDA  \\\n",
              "0  0.192565     0.965358      1  0.176037  0.353598  0.710952  0.487488   \n",
              "1  0.184950     0.967039      1  0.154466  0.331051  0.777803  0.502754   \n",
              "2  0.187642     0.966452      1  0.183331  0.584087  0.716943  0.484818   \n",
              "3  0.177059     0.969040      1  0.186131  0.417190  0.742284  0.448238   \n",
              "4  0.185612     0.966522      1  0.171876  0.375148  0.790276  0.462497   \n",
              "\n",
              "   FDA_STD2  RVU_STD2  Set  \n",
              "0  0.095556  0.143455    0  \n",
              "1  0.092978  0.107935    0  \n",
              "2  0.120344  0.268805    0  \n",
              "3  0.156784  0.182722    0  \n",
              "4  0.112946  0.144860    0  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-da6bc3cf-b869-41da-a148-ec487dbe7f5d\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Contrast</th>\n",
              "      <th>Black Patch</th>\n",
              "      <th>Class</th>\n",
              "      <th>FDA_STD</th>\n",
              "      <th>RVU</th>\n",
              "      <th>OCL</th>\n",
              "      <th>FDA</th>\n",
              "      <th>FDA_STD2</th>\n",
              "      <th>RVU_STD2</th>\n",
              "      <th>Set</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.192565</td>\n",
              "      <td>0.965358</td>\n",
              "      <td>1</td>\n",
              "      <td>0.176037</td>\n",
              "      <td>0.353598</td>\n",
              "      <td>0.710952</td>\n",
              "      <td>0.487488</td>\n",
              "      <td>0.095556</td>\n",
              "      <td>0.143455</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.184950</td>\n",
              "      <td>0.967039</td>\n",
              "      <td>1</td>\n",
              "      <td>0.154466</td>\n",
              "      <td>0.331051</td>\n",
              "      <td>0.777803</td>\n",
              "      <td>0.502754</td>\n",
              "      <td>0.092978</td>\n",
              "      <td>0.107935</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.187642</td>\n",
              "      <td>0.966452</td>\n",
              "      <td>1</td>\n",
              "      <td>0.183331</td>\n",
              "      <td>0.584087</td>\n",
              "      <td>0.716943</td>\n",
              "      <td>0.484818</td>\n",
              "      <td>0.120344</td>\n",
              "      <td>0.268805</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.177059</td>\n",
              "      <td>0.969040</td>\n",
              "      <td>1</td>\n",
              "      <td>0.186131</td>\n",
              "      <td>0.417190</td>\n",
              "      <td>0.742284</td>\n",
              "      <td>0.448238</td>\n",
              "      <td>0.156784</td>\n",
              "      <td>0.182722</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.185612</td>\n",
              "      <td>0.966522</td>\n",
              "      <td>1</td>\n",
              "      <td>0.171876</td>\n",
              "      <td>0.375148</td>\n",
              "      <td>0.790276</td>\n",
              "      <td>0.462497</td>\n",
              "      <td>0.112946</td>\n",
              "      <td>0.144860</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-da6bc3cf-b869-41da-a148-ec487dbe7f5d')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-da6bc3cf-b869-41da-a148-ec487dbe7f5d button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-da6bc3cf-b869-41da-a148-ec487dbe7f5d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nunique = test.nunique()\n",
        "types = test.dtypes\n",
        "for col in test.columns:\n",
        "    if types[col] == 'object' or nunique[col] < 200:\n",
        "        print(col, test[col].nunique())\n",
        "        l_enc = LabelEncoder()\n",
        "        test[col] = test[col].fillna(\"VV_likely\")\n",
        "        test[col] = l_enc.fit_transform(test[col].values)\n",
        "\n",
        "    else:\n",
        "        test.fillna(test.loc[test_indices, col].mean(), inplace=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "merYqaRh1xVs",
        "outputId": "76aabb67-c2fa-4823-9f4f-462abd4c6524"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Class 2\n",
            "Set 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train.loc[train[target]==0, target] = \"classZero\"\n",
        "train.loc[train[target]==1, target] = \"classOne\"\n",
        "test.loc[test[target]==0, target] = \"classZero\"\n",
        "test.loc[test[target]==1, target] = \"classOne\""
      ],
      "metadata": {
        "id": "7we2KydSte9E"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "unused_feat = ['Set']\n",
        "\n",
        "features = [ col for col in train.columns if col not in unused_feat+[target]] \n",
        "\n",
        "cat_idxs = [ i for i, f in enumerate(features) if f in categorical_columns]\n",
        "\n",
        "cat_dims = [ categorical_dims[f] for i, f in enumerate(features) if f in categorical_columns]"
      ],
      "metadata": {
        "id": "nRYcwNaww3qt"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tabnet_params = {\"cat_idxs\":cat_idxs,\n",
        "                 \"cat_dims\":cat_dims,\n",
        "                 \"cat_emb_dim\":1,\n",
        "                 \"optimizer_fn\":torch.optim.Adam,\n",
        "                 \"optimizer_params\":dict(lr=2e-2),\n",
        "                 \"scheduler_params\":{\"step_size\":50, # how to use learning rate scheduler\n",
        "                                 \"gamma\":0.9},\n",
        "                 \"scheduler_fn\":torch.optim.lr_scheduler.StepLR,\n",
        "                 \"mask_type\":'entmax' # \"sparsemax\"\n",
        "                }\n",
        "\n",
        "clf = TabNetClassifier(**tabnet_params\n",
        "                      )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z4g5C-Rg2LtI",
        "outputId": "31953d62-8c29-489c-ea56-35b7b9d57d2e"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pytorch_tabnet/abstract_model.py:75: UserWarning: Device used : cpu\n",
            "  warnings.warn(f\"Device used : {self.device}\")\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train = train[features].values[train_indices]\n",
        "y_train = train[target].values[train_indices]\n",
        "\n",
        "X_valid = train[features].values[valid_indices]\n",
        "y_valid = train[target].values[valid_indices]\n",
        "X_test = test[features].values[test_indices]\n",
        "y_test = test[target].values[test_indices]\n"
      ],
      "metadata": {
        "id": "AV1Zy6zd2_Nk"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E7C_d8owLLn6",
        "outputId": "6c4a9e98-b129-42ee-d40d-10fd4b4cf1dc"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.19256475, 0.96535815, 0.17603729, 0.35359804, 0.71095223,\n",
              "       0.48748848, 0.09555587, 0.14345473])"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "max_epochs = 100 if not os.getenv(\"CI\", False) else 2"
      ],
      "metadata": {
        "id": "KaM5yMDF3HFK"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class ClassificationSMOTE():\n",
        "    \"\"\"\n",
        "    Apply SMOTE for classification tasks.\n",
        "    This will average a percentage p of the elements in the batch with other elements.\n",
        "    The target will stay unchanged and keep the value of the most important row in the mix.\n",
        "    \"\"\"\n",
        "    def __init__(self, device_name=\"auto\", p=0.8, alpha=0.5, beta=0.5, seed=0):\n",
        "        \"\"\n",
        "        self.seed = seed\n",
        "        self._set_seed()\n",
        "        self.device = define_device(device_name)\n",
        "        self.alpha = alpha\n",
        "        self.beta = beta\n",
        "        self.p = p\n",
        "        if (p < 0.) or (p > 1.0):\n",
        "            raise ValueError(\"Value of p should be between 0. and 1.\")\n",
        "\n",
        "    def _set_seed(self):\n",
        "        torch.manual_seed(self.seed)\n",
        "        np.random.seed(self.seed)\n",
        "        return\n",
        "\n",
        "    def __call__(self, X, y):\n",
        "        batch_size = X.shape[0]\n",
        "        random_values = torch.rand(batch_size, device=self.device)\n",
        "        idx_to_change = random_values < self.p\n",
        "\n",
        "        # ensure that first element to switch has probability > 0.5\n",
        "        np_betas = np.random.beta(self.alpha, self.beta, batch_size) / 2 + 0.5\n",
        "        random_betas = torch.from_numpy(np_betas).to(self.device).float()\n",
        "        index_permute = torch.randperm(batch_size, device=self.device)\n",
        "\n",
        "        X[idx_to_change] = random_betas[idx_to_change, None] * X[idx_to_change]\n",
        "        X[idx_to_change] += (1 - random_betas[idx_to_change, None]) * X[index_permute][idx_to_change].view(X[idx_to_change].size())  # noqa\n",
        "\n",
        "        return X, y"
      ],
      "metadata": {
        "id": "d5E7FjkA5xwk"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from pytorch_tabnet.augmentations import ClassificationSMOTE\n",
        "aug = ClassificationSMOTE(p=0.2)"
      ],
      "metadata": {
        "id": "vSxI0fBx6EAk"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "save_history = []\n",
        "for _ in range(2):\n",
        "    clf.fit(\n",
        "        X_train=X_train, y_train=y_train,\n",
        "        eval_set=[(X_train, y_train), (X_valid, y_valid)],\n",
        "        eval_name=['train', 'valid'],\n",
        "        eval_metric=['auc'],\n",
        "        max_epochs=max_epochs , patience=20,\n",
        "        batch_size=1024, virtual_batch_size=128,\n",
        "        num_workers=0,\n",
        "        weights=1,\n",
        "        drop_last=False,\n",
        "        augmentations=aug,#aug, None\n",
        "    )\n",
        "    save_history.append(clf.history[\"valid_auc\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bMdIJzCv3QvZ",
        "outputId": "a78a98ba-728d-40c4-972b-ebd92962d694"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "epoch 0  | loss: 1.09697 | train_auc: 0.6577  | valid_auc: 0.71238 |  0:00:00s\n",
            "epoch 1  | loss: 0.64308 | train_auc: 0.23874 | valid_auc: 0.2554  |  0:00:00s\n",
            "epoch 2  | loss: 0.51297 | train_auc: 0.25517 | valid_auc: 0.24643 |  0:00:00s\n",
            "epoch 3  | loss: 0.46338 | train_auc: 0.26048 | valid_auc: 0.25373 |  0:00:00s\n",
            "epoch 4  | loss: 0.43124 | train_auc: 0.28988 | valid_auc: 0.29057 |  0:00:00s\n",
            "epoch 5  | loss: 0.43587 | train_auc: 0.32498 | valid_auc: 0.32967 |  0:00:00s\n",
            "epoch 6  | loss: 0.41943 | train_auc: 0.36836 | valid_auc: 0.37978 |  0:00:01s\n",
            "epoch 7  | loss: 0.39221 | train_auc: 0.46225 | valid_auc: 0.49848 |  0:00:01s\n",
            "epoch 8  | loss: 0.39963 | train_auc: 0.53451 | valid_auc: 0.5742  |  0:00:01s\n",
            "epoch 9  | loss: 0.40425 | train_auc: 0.58872 | valid_auc: 0.62338 |  0:00:01s\n",
            "epoch 10 | loss: 0.39551 | train_auc: 0.60178 | valid_auc: 0.63494 |  0:00:01s\n",
            "epoch 11 | loss: 0.36803 | train_auc: 0.60845 | valid_auc: 0.63678 |  0:00:01s\n",
            "epoch 12 | loss: 0.36245 | train_auc: 0.6186  | valid_auc: 0.6445  |  0:00:01s\n",
            "epoch 13 | loss: 0.38302 | train_auc: 0.60171 | valid_auc: 0.63026 |  0:00:01s\n",
            "epoch 14 | loss: 0.37122 | train_auc: 0.57975 | valid_auc: 0.6142  |  0:00:02s\n",
            "epoch 15 | loss: 0.37835 | train_auc: 0.57768 | valid_auc: 0.61178 |  0:00:02s\n",
            "epoch 16 | loss: 0.37172 | train_auc: 0.60706 | valid_auc: 0.63744 |  0:00:02s\n",
            "epoch 17 | loss: 0.35386 | train_auc: 0.62277 | valid_auc: 0.65135 |  0:00:02s\n",
            "epoch 18 | loss: 0.3519  | train_auc: 0.65228 | valid_auc: 0.67482 |  0:00:02s\n",
            "epoch 19 | loss: 0.34848 | train_auc: 0.67593 | valid_auc: 0.69378 |  0:00:02s\n",
            "epoch 20 | loss: 0.34715 | train_auc: 0.69673 | valid_auc: 0.71335 |  0:00:02s\n",
            "epoch 21 | loss: 0.34694 | train_auc: 0.71272 | valid_auc: 0.73086 |  0:00:02s\n",
            "epoch 22 | loss: 0.36176 | train_auc: 0.64279 | valid_auc: 0.67494 |  0:00:02s\n",
            "epoch 23 | loss: 0.33791 | train_auc: 0.53361 | valid_auc: 0.56942 |  0:00:03s\n",
            "epoch 24 | loss: 0.3579  | train_auc: 0.47287 | valid_auc: 0.49848 |  0:00:03s\n",
            "epoch 25 | loss: 0.34724 | train_auc: 0.47259 | valid_auc: 0.49945 |  0:00:03s\n",
            "epoch 26 | loss: 0.32168 | train_auc: 0.54201 | valid_auc: 0.56286 |  0:00:03s\n",
            "epoch 27 | loss: 0.34961 | train_auc: 0.66338 | valid_auc: 0.66783 |  0:00:03s\n",
            "epoch 28 | loss: 0.36416 | train_auc: 0.76176 | valid_auc: 0.74213 |  0:00:03s\n",
            "epoch 29 | loss: 0.33752 | train_auc: 0.80976 | valid_auc: 0.78111 |  0:00:03s\n",
            "epoch 30 | loss: 0.35507 | train_auc: 0.82554 | valid_auc: 0.79635 |  0:00:04s\n",
            "epoch 31 | loss: 0.33496 | train_auc: 0.82707 | valid_auc: 0.79231 |  0:00:04s\n",
            "epoch 32 | loss: 0.34791 | train_auc: 0.82565 | valid_auc: 0.78827 |  0:00:04s\n",
            "epoch 33 | loss: 0.32853 | train_auc: 0.81489 | valid_auc: 0.77635 |  0:00:04s\n",
            "epoch 34 | loss: 0.31563 | train_auc: 0.82398 | valid_auc: 0.79336 |  0:00:04s\n",
            "epoch 35 | loss: 0.32849 | train_auc: 0.84282 | valid_auc: 0.8233  |  0:00:04s\n",
            "epoch 36 | loss: 0.31623 | train_auc: 0.86453 | valid_auc: 0.85355 |  0:00:04s\n",
            "epoch 37 | loss: 0.32314 | train_auc: 0.8693  | valid_auc: 0.86413 |  0:00:04s\n",
            "epoch 38 | loss: 0.35544 | train_auc: 0.86884 | valid_auc: 0.86867 |  0:00:04s\n",
            "epoch 39 | loss: 0.30818 | train_auc: 0.86594 | valid_auc: 0.86706 |  0:00:05s\n",
            "epoch 40 | loss: 0.33935 | train_auc: 0.86234 | valid_auc: 0.85916 |  0:00:05s\n",
            "epoch 41 | loss: 0.32966 | train_auc: 0.84534 | valid_auc: 0.82575 |  0:00:05s\n",
            "epoch 42 | loss: 0.32185 | train_auc: 0.81347 | valid_auc: 0.77878 |  0:00:05s\n",
            "epoch 43 | loss: 0.3277  | train_auc: 0.73878 | valid_auc: 0.71992 |  0:00:05s\n",
            "epoch 44 | loss: 0.33149 | train_auc: 0.64174 | valid_auc: 0.64935 |  0:00:05s\n",
            "epoch 45 | loss: 0.29326 | train_auc: 0.64806 | valid_auc: 0.65237 |  0:00:05s\n",
            "epoch 46 | loss: 0.32997 | train_auc: 0.642   | valid_auc: 0.64978 |  0:00:05s\n",
            "epoch 47 | loss: 0.30294 | train_auc: 0.64977 | valid_auc: 0.65547 |  0:00:06s\n",
            "epoch 48 | loss: 0.31955 | train_auc: 0.66005 | valid_auc: 0.66348 |  0:00:06s\n",
            "epoch 49 | loss: 0.30105 | train_auc: 0.64636 | valid_auc: 0.64472 |  0:00:06s\n",
            "epoch 50 | loss: 0.31812 | train_auc: 0.63807 | valid_auc: 0.63213 |  0:00:06s\n",
            "epoch 51 | loss: 0.30199 | train_auc: 0.65754 | valid_auc: 0.65323 |  0:00:06s\n",
            "epoch 52 | loss: 0.30597 | train_auc: 0.69158 | valid_auc: 0.69059 |  0:00:06s\n",
            "epoch 53 | loss: 0.31319 | train_auc: 0.70963 | valid_auc: 0.71032 |  0:00:06s\n",
            "epoch 54 | loss: 0.30713 | train_auc: 0.7032  | valid_auc: 0.70272 |  0:00:06s\n",
            "epoch 55 | loss: 0.30513 | train_auc: 0.69384 | valid_auc: 0.69085 |  0:00:06s\n",
            "epoch 56 | loss: 0.32477 | train_auc: 0.6958  | valid_auc: 0.69328 |  0:00:07s\n",
            "epoch 57 | loss: 0.31936 | train_auc: 0.69344 | valid_auc: 0.68886 |  0:00:07s\n",
            "epoch 58 | loss: 0.30761 | train_auc: 0.67524 | valid_auc: 0.66864 |  0:00:07s\n",
            "\n",
            "Early stopping occurred at epoch 58 with best_epoch = 38 and best_valid_auc = 0.86867\n",
            "epoch 0  | loss: 1.09697 | train_auc: 0.6577  | valid_auc: 0.71238 |  0:00:00s\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pytorch_tabnet/callbacks.py:172: UserWarning: Best weights from best epoch are automatically used!\n",
            "  warnings.warn(wrn_msg)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "epoch 1  | loss: 0.64308 | train_auc: 0.23874 | valid_auc: 0.2554  |  0:00:00s\n",
            "epoch 2  | loss: 0.51297 | train_auc: 0.25517 | valid_auc: 0.24643 |  0:00:00s\n",
            "epoch 3  | loss: 0.46338 | train_auc: 0.26048 | valid_auc: 0.25373 |  0:00:00s\n",
            "epoch 4  | loss: 0.43124 | train_auc: 0.28988 | valid_auc: 0.29057 |  0:00:00s\n",
            "epoch 5  | loss: 0.43587 | train_auc: 0.32498 | valid_auc: 0.32967 |  0:00:00s\n",
            "epoch 6  | loss: 0.41943 | train_auc: 0.36836 | valid_auc: 0.37978 |  0:00:00s\n",
            "epoch 7  | loss: 0.39221 | train_auc: 0.46225 | valid_auc: 0.49848 |  0:00:00s\n",
            "epoch 8  | loss: 0.39963 | train_auc: 0.53451 | valid_auc: 0.5742  |  0:00:01s\n",
            "epoch 9  | loss: 0.40425 | train_auc: 0.58872 | valid_auc: 0.62338 |  0:00:01s\n",
            "epoch 10 | loss: 0.39551 | train_auc: 0.60178 | valid_auc: 0.63494 |  0:00:01s\n",
            "epoch 11 | loss: 0.36803 | train_auc: 0.60845 | valid_auc: 0.63678 |  0:00:01s\n",
            "epoch 12 | loss: 0.36245 | train_auc: 0.6186  | valid_auc: 0.6445  |  0:00:01s\n",
            "epoch 13 | loss: 0.38302 | train_auc: 0.60171 | valid_auc: 0.63026 |  0:00:01s\n",
            "epoch 14 | loss: 0.37122 | train_auc: 0.57975 | valid_auc: 0.6142  |  0:00:01s\n",
            "epoch 15 | loss: 0.37835 | train_auc: 0.57768 | valid_auc: 0.61178 |  0:00:01s\n",
            "epoch 16 | loss: 0.37172 | train_auc: 0.60706 | valid_auc: 0.63744 |  0:00:01s\n",
            "epoch 17 | loss: 0.35386 | train_auc: 0.62277 | valid_auc: 0.65135 |  0:00:02s\n",
            "epoch 18 | loss: 0.3519  | train_auc: 0.65228 | valid_auc: 0.67482 |  0:00:02s\n",
            "epoch 19 | loss: 0.34848 | train_auc: 0.67593 | valid_auc: 0.69378 |  0:00:02s\n",
            "epoch 20 | loss: 0.34715 | train_auc: 0.69673 | valid_auc: 0.71335 |  0:00:02s\n",
            "epoch 21 | loss: 0.34694 | train_auc: 0.71272 | valid_auc: 0.73086 |  0:00:02s\n",
            "epoch 22 | loss: 0.36176 | train_auc: 0.64279 | valid_auc: 0.67494 |  0:00:02s\n",
            "epoch 23 | loss: 0.33791 | train_auc: 0.53361 | valid_auc: 0.56942 |  0:00:02s\n",
            "epoch 24 | loss: 0.3579  | train_auc: 0.47287 | valid_auc: 0.49848 |  0:00:02s\n",
            "epoch 25 | loss: 0.34724 | train_auc: 0.47259 | valid_auc: 0.49945 |  0:00:03s\n",
            "epoch 26 | loss: 0.32168 | train_auc: 0.54201 | valid_auc: 0.56286 |  0:00:03s\n",
            "epoch 27 | loss: 0.34961 | train_auc: 0.66338 | valid_auc: 0.66783 |  0:00:03s\n",
            "epoch 28 | loss: 0.36416 | train_auc: 0.76176 | valid_auc: 0.74213 |  0:00:03s\n",
            "epoch 29 | loss: 0.33752 | train_auc: 0.80976 | valid_auc: 0.78111 |  0:00:03s\n",
            "epoch 30 | loss: 0.35507 | train_auc: 0.82554 | valid_auc: 0.79635 |  0:00:03s\n",
            "epoch 31 | loss: 0.33496 | train_auc: 0.82707 | valid_auc: 0.79231 |  0:00:03s\n",
            "epoch 32 | loss: 0.34791 | train_auc: 0.82565 | valid_auc: 0.78827 |  0:00:03s\n",
            "epoch 33 | loss: 0.32853 | train_auc: 0.81489 | valid_auc: 0.77635 |  0:00:03s\n",
            "epoch 34 | loss: 0.31563 | train_auc: 0.82398 | valid_auc: 0.79336 |  0:00:04s\n",
            "epoch 35 | loss: 0.32849 | train_auc: 0.84282 | valid_auc: 0.8233  |  0:00:04s\n",
            "epoch 36 | loss: 0.31623 | train_auc: 0.86453 | valid_auc: 0.85355 |  0:00:04s\n",
            "epoch 37 | loss: 0.32314 | train_auc: 0.8693  | valid_auc: 0.86413 |  0:00:04s\n",
            "epoch 38 | loss: 0.35544 | train_auc: 0.86884 | valid_auc: 0.86867 |  0:00:04s\n",
            "epoch 39 | loss: 0.30818 | train_auc: 0.86594 | valid_auc: 0.86706 |  0:00:04s\n",
            "epoch 40 | loss: 0.33935 | train_auc: 0.86234 | valid_auc: 0.85916 |  0:00:04s\n",
            "epoch 41 | loss: 0.32966 | train_auc: 0.84534 | valid_auc: 0.82575 |  0:00:04s\n",
            "epoch 42 | loss: 0.32185 | train_auc: 0.81347 | valid_auc: 0.77878 |  0:00:04s\n",
            "epoch 43 | loss: 0.3277  | train_auc: 0.73878 | valid_auc: 0.71992 |  0:00:05s\n",
            "epoch 44 | loss: 0.33149 | train_auc: 0.64174 | valid_auc: 0.64935 |  0:00:05s\n",
            "epoch 45 | loss: 0.29326 | train_auc: 0.64806 | valid_auc: 0.65237 |  0:00:05s\n",
            "epoch 46 | loss: 0.32997 | train_auc: 0.642   | valid_auc: 0.64978 |  0:00:05s\n",
            "epoch 47 | loss: 0.30294 | train_auc: 0.64977 | valid_auc: 0.65547 |  0:00:05s\n",
            "epoch 48 | loss: 0.31955 | train_auc: 0.66005 | valid_auc: 0.66348 |  0:00:05s\n",
            "epoch 49 | loss: 0.30105 | train_auc: 0.64636 | valid_auc: 0.64472 |  0:00:05s\n",
            "epoch 50 | loss: 0.31812 | train_auc: 0.63807 | valid_auc: 0.63213 |  0:00:05s\n",
            "epoch 51 | loss: 0.30199 | train_auc: 0.65754 | valid_auc: 0.65323 |  0:00:05s\n",
            "epoch 52 | loss: 0.30597 | train_auc: 0.69158 | valid_auc: 0.69059 |  0:00:06s\n",
            "epoch 53 | loss: 0.31319 | train_auc: 0.70963 | valid_auc: 0.71032 |  0:00:06s\n",
            "epoch 54 | loss: 0.30713 | train_auc: 0.7032  | valid_auc: 0.70272 |  0:00:06s\n",
            "epoch 55 | loss: 0.30513 | train_auc: 0.69384 | valid_auc: 0.69085 |  0:00:06s\n",
            "epoch 56 | loss: 0.32477 | train_auc: 0.6958  | valid_auc: 0.69328 |  0:00:06s\n",
            "epoch 57 | loss: 0.31936 | train_auc: 0.69344 | valid_auc: 0.68886 |  0:00:06s\n",
            "epoch 58 | loss: 0.30761 | train_auc: 0.67524 | valid_auc: 0.66864 |  0:00:06s\n",
            "\n",
            "Early stopping occurred at epoch 58 with best_epoch = 38 and best_valid_auc = 0.86867\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pytorch_tabnet/callbacks.py:172: UserWarning: Best weights from best epoch are automatically used!\n",
            "  warnings.warn(wrn_msg)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(clf.history['loss'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "-j1jSKYa3Rrr",
        "outputId": "6fd233ba-5402-4561-9c91-02b909bc535f"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7ff7714d98b0>]"
            ]
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(clf.history['train_auc'])\n",
        "plt.plot(clf.history['valid_auc'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "hjAQ0bH338_t",
        "outputId": "4cfdb8da-ecbf-4b05-cb44-36fca94f6b3c"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7ff773e07640>]"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(clf.history['lr'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "T-oDi1HE4X_f",
        "outputId": "37615551-047f-4ef7-e3ae-20d646ba4b24"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7ff773ef61f0>]"
            ]
          },
          "metadata": {},
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "features"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DwP5o5fzHZLY",
        "outputId": "a8f362b4-1389-4f50-e505-906ada5b51c3"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Contrast',\n",
              " 'Black Patch',\n",
              " 'FDA_STD',\n",
              " 'RVU',\n",
              " 'OCL',\n",
              " 'FDA',\n",
              " 'FDA_STD2',\n",
              " 'RVU_STD2']"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "4C9Uh5I267G_"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "COsmiHxmHlgh"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "preds = clf.predict_proba(X_test)\n",
        "test_auc = roc_auc_score(y_score=preds[:,1], y_true=y_test)\n",
        "\n",
        "\n",
        "preds_valid = clf.predict_proba(X_valid)\n",
        "valid_auc = roc_auc_score(y_score=preds_valid[:,1], y_true=y_valid)\n",
        "\n",
        "print(f\"BEST VALID SCORE : {clf.best_cost}\")\n",
        "print(f\"FINAL TEST SCORE : {test_auc}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K8urOmcs7E-4",
        "outputId": "23ddf7f9-9e15-46fc-8156-1701fc8a0be2"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "BEST VALID SCORE : 0.8686738964992389\n",
            "FINAL TEST SCORE : 0.8142123225369843\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "PJnFRUU87UUS"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clf.predict(X_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "feh79dwu7b43",
        "outputId": "6043694f-45f6-4b0d-efc6-4931a52f671f"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['classZero', 'classZero', 'classZero', ..., 'classZero',\n",
              "       'classZero', 'classZero'], dtype='<U9')"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "saving_path_name = \"./tabnet_model_test_1\"\n",
        "saved_filepath = clf.save_model(saving_path_name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KaWI68kP7eqL",
        "outputId": "2b1569d5-bea9-4b8a-ba1c-4dc57a5aaee1"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Successfully saved model at ./tabnet_model_test_1.zip\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loaded_clf = TabNetClassifier()\n",
        "loaded_clf.load_model(saved_filepath)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Pt6UA5nW7ujf",
        "outputId": "07040771-e320-4c13-9ac7-a1ba77331f4e"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pytorch_tabnet/abstract_model.py:75: UserWarning: Device used : cpu\n",
            "  warnings.warn(f\"Device used : {self.device}\")\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loaded_preds = loaded_clf.predict_proba(X_test)\n",
        "loaded_test_auc = roc_auc_score(y_score=loaded_preds[:,1], y_true=y_test)\n",
        "\n",
        "print(f\"FINAL TEST SCORE  : {loaded_test_auc}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C6OfxSxy7wsG",
        "outputId": "75cfd120-5367-432f-fd95-8112e1130196"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "FINAL TEST SCORE  : 0.8142123225369843\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "assert(test_auc == loaded_test_auc)"
      ],
      "metadata": {
        "id": "8zAKtR0y70PG"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "loaded_clf.predict(X_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YCyXvKdb72Y5",
        "outputId": "7fdfba5d-d816-4da7-8a69-a78bb5cc7959"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['classZero', 'classZero', 'classZero', ..., 'classZero',\n",
              "       'classZero', 'classZero'], dtype='<U9')"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clf.feature_importances_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HzyI7uxK74dK",
        "outputId": "9120f048-d014-43c7-ecf1-1248c6fd8d4f"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.20327269, 0.11083536, 0.01987213, 0.04636253, 0.23717969,\n",
              "       0.1582676 , 0.01638742, 0.20782259])"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "explain_matrix, masks = clf.explain(X_test)"
      ],
      "metadata": {
        "id": "dCXNPfsO7638"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(1, 3, figsize=(20,20))\n",
        "\n",
        "for i in range(3):\n",
        "    axs[i].imshow(masks[i][:50])\n",
        "    axs[i].set_title(f\"mask {i}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "pBNO1IGq79Sj",
        "outputId": "84450dea-b22c-470e-e706-8a96f7a80296"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1440 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "vKlWwxTl7_s_"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}