clip_model_mimic.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ba6b5830",
   "metadata": {},
   "source": [
    "### MIMIC CXR\n",
    "\n",
    "* [Dataset](https://physionet.org/content/mimic-cxr/2.0.0/)\n",
    "\n",
    "* [Original Paper](https://www.nature.com/articles/s41597-019-0322-0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2a18213",
   "metadata": {},
   "source": [
    "### Setup Environment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2c379507",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "from src.classifiers import preprocess_data, process_labels,split_data\n",
    "\n",
    "from src.classifiers import VQADataset\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "from src.classifiers import train_early_fusion, train_late_fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d6c7942b",
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = 'Embeddings_vlm/mimic/'\n",
    "FILE = 'embeddings_clip.csv'\n",
    "\n",
    "FILE_PATH = os.path.join(PATH, FILE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91879c41",
   "metadata": {},
   "source": [
    "## Get data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e7597d05",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path</th>\n",
       "      <th>race_label</th>\n",
       "      <th>sex_label</th>\n",
       "      <th>disease_label</th>\n",
       "      <th>subject_id</th>\n",
       "      <th>study_id</th>\n",
       "      <th>split</th>\n",
       "      <th>file_path</th>\n",
       "      <th>image_embedding_0</th>\n",
       "      <th>image_embedding_1</th>\n",
       "      <th>...</th>\n",
       "      <th>text_embedding_502</th>\n",
       "      <th>text_embedding_503</th>\n",
       "      <th>text_embedding_504</th>\n",
       "      <th>text_embedding_505</th>\n",
       "      <th>text_embedding_506</th>\n",
       "      <th>text_embedding_507</th>\n",
       "      <th>text_embedding_508</th>\n",
       "      <th>text_embedding_509</th>\n",
       "      <th>text_embedding_510</th>\n",
       "      <th>text_embedding_511</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>p19/p19702416/s51321189/d85c9f15-f0f84927-761f...</td>\n",
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       "      <td>19702416</td>\n",
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       "      <td>datasets/mimic/files/p19/p19702416/s51321189.txt</td>\n",
       "      <td>0.017584</td>\n",
       "      <td>-0.003019</td>\n",
       "      <td>...</td>\n",
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       "      <td>-0.018894</td>\n",
       "      <td>0.101141</td>\n",
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       "      <td>-0.030474</td>\n",
       "      <td>0.013750</td>\n",
       "      <td>-0.007859</td>\n",
       "      <td>0.061135</td>\n",
       "      <td>0.050736</td>\n",
       "      <td>-0.005674</td>\n",
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       "      <th>1</th>\n",
       "      <td>p13/p13339704/s51292704/0024603b-12db30e2-ab32...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>13339704</td>\n",
       "      <td>51292704</td>\n",
       "      <td>train</td>\n",
       "      <td>datasets/mimic/files/p13/p13339704/s51292704.txt</td>\n",
       "      <td>0.025167</td>\n",
       "      <td>-0.008093</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.045582</td>\n",
       "      <td>-0.014851</td>\n",
       "      <td>0.052466</td>\n",
       "      <td>-0.013415</td>\n",
       "      <td>-0.023199</td>\n",
       "      <td>0.001723</td>\n",
       "      <td>0.004433</td>\n",
       "      <td>0.036226</td>\n",
       "      <td>0.035885</td>\n",
       "      <td>-0.000904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>p13/p13339704/s51292704/7953848d-2411f0df-859f...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>13339704</td>\n",
       "      <td>51292704</td>\n",
       "      <td>train</td>\n",
       "      <td>datasets/mimic/files/p13/p13339704/s51292704.txt</td>\n",
       "      <td>0.027844</td>\n",
       "      <td>-0.001912</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.045582</td>\n",
       "      <td>-0.014851</td>\n",
       "      <td>0.052466</td>\n",
       "      <td>-0.013415</td>\n",
       "      <td>-0.023199</td>\n",
       "      <td>0.001723</td>\n",
       "      <td>0.004433</td>\n",
       "      <td>0.036226</td>\n",
       "      <td>0.035885</td>\n",
       "      <td>-0.000904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>p12/p12668169/s54048859/8a4aaaee-55fcf98f-a036...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12668169</td>\n",
       "      <td>54048859</td>\n",
       "      <td>train</td>\n",
       "      <td>datasets/mimic/files/p12/p12668169/s54048859.txt</td>\n",
       "      <td>0.041953</td>\n",
       "      <td>0.002593</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.031608</td>\n",
       "      <td>-0.018585</td>\n",
       "      <td>0.020580</td>\n",
       "      <td>0.012898</td>\n",
       "      <td>0.000496</td>\n",
       "      <td>0.035545</td>\n",
       "      <td>0.023832</td>\n",
       "      <td>-0.059201</td>\n",
       "      <td>0.019583</td>\n",
       "      <td>-0.003538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>p10/p10309415/s58144222/9886b0fe-9121c65e-c8d7...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10309415</td>\n",
       "      <td>58144222</td>\n",
       "      <td>train</td>\n",
       "      <td>datasets/mimic/files/p10/p10309415/s58144222.txt</td>\n",
       "      <td>0.012712</td>\n",
       "      <td>0.006450</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.038537</td>\n",
       "      <td>-0.009317</td>\n",
       "      <td>0.057783</td>\n",
       "      <td>-0.010010</td>\n",
       "      <td>-0.025244</td>\n",
       "      <td>0.002658</td>\n",
       "      <td>0.010754</td>\n",
       "      <td>0.027053</td>\n",
       "      <td>0.024629</td>\n",
       "      <td>0.007983</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1032 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                path  race_label  sex_label  \\\n",
       "0  p19/p19702416/s51321189/d85c9f15-f0f84927-761f...           0          0   \n",
       "1  p13/p13339704/s51292704/0024603b-12db30e2-ab32...           2          0   \n",
       "2  p13/p13339704/s51292704/7953848d-2411f0df-859f...           2          0   \n",
       "3  p12/p12668169/s54048859/8a4aaaee-55fcf98f-a036...           0          0   \n",
       "4  p10/p10309415/s58144222/9886b0fe-9121c65e-c8d7...           0          0   \n",
       "\n",
       "  disease_label  subject_id  study_id  split  \\\n",
       "0             3    19702416  51321189  train   \n",
       "1             3    13339704  51292704  train   \n",
       "2             3    13339704  51292704  train   \n",
       "3             3    12668169  54048859  train   \n",
       "4             3    10309415  58144222  train   \n",
       "\n",
       "                                          file_path  image_embedding_0  \\\n",
       "0  datasets/mimic/files/p19/p19702416/s51321189.txt           0.017584   \n",
       "1  datasets/mimic/files/p13/p13339704/s51292704.txt           0.025167   \n",
       "2  datasets/mimic/files/p13/p13339704/s51292704.txt           0.027844   \n",
       "3  datasets/mimic/files/p12/p12668169/s54048859.txt           0.041953   \n",
       "4  datasets/mimic/files/p10/p10309415/s58144222.txt           0.012712   \n",
       "\n",
       "   image_embedding_1  ...  text_embedding_502  text_embedding_503  \\\n",
       "0          -0.003019  ...           -0.052364           -0.018894   \n",
       "1          -0.008093  ...           -0.045582           -0.014851   \n",
       "2          -0.001912  ...           -0.045582           -0.014851   \n",
       "3           0.002593  ...           -0.031608           -0.018585   \n",
       "4           0.006450  ...           -0.038537           -0.009317   \n",
       "\n",
       "   text_embedding_504  text_embedding_505  text_embedding_506  \\\n",
       "0            0.101141            0.003454           -0.030474   \n",
       "1            0.052466           -0.013415           -0.023199   \n",
       "2            0.052466           -0.013415           -0.023199   \n",
       "3            0.020580            0.012898            0.000496   \n",
       "4            0.057783           -0.010010           -0.025244   \n",
       "\n",
       "   text_embedding_507  text_embedding_508  text_embedding_509  \\\n",
       "0            0.013750           -0.007859            0.061135   \n",
       "1            0.001723            0.004433            0.036226   \n",
       "2            0.001723            0.004433            0.036226   \n",
       "3            0.035545            0.023832           -0.059201   \n",
       "4            0.002658            0.010754            0.027053   \n",
       "\n",
       "   text_embedding_510  text_embedding_511  \n",
       "0            0.050736           -0.005674  \n",
       "1            0.035885           -0.000904  \n",
       "2            0.035885           -0.000904  \n",
       "3            0.019583           -0.003538  \n",
       "4            0.024629            0.007983  \n",
       "\n",
       "[5 rows x 1032 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(FILE_PATH)\n",
    "df.drop(columns=['text', 'image_id'], inplace=True)\n",
    "df.disease_label = df.disease_label.astype(str)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1ef60d2",
   "metadata": {},
   "source": [
    "## Data Perparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6fdb58b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Shape: (107695, 1032)\n",
      "Test Shape: (30360, 1032)\n"
     ]
    }
   ],
   "source": [
    "# Split the data\n",
    "train_df, test_df = split_data(df)\n",
    "\n",
    "# Select features and labels vectors\n",
    "text_columns = [column for column in df.columns if 'text' in column] #[f'text_{i}']\n",
    "image_columns = [column for column in df.columns if 'image' in column] #[f'image_{i}']\n",
    "label_columns = 'disease_label'\n",
    "\n",
    "\n",
    "# Process and one-hot encode labels for training set\n",
    "train_labels, mlb, train_columns = process_labels(train_df, col=label_columns)\n",
    "test_labels = process_labels(test_df, col=label_columns, train_columns=train_columns)\n",
    "\n",
    "\n",
    "train_dataset = VQADataset(train_df, text_columns, image_columns, label_columns, mlb, train_columns)\n",
    "test_dataset = VQADataset(test_df, text_columns, image_columns, label_columns, mlb, train_columns)\n",
    "\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True, num_workers=2)\n",
    "test_loader = DataLoader(test_dataset, batch_size=64, shuffle=False, num_workers=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a09559f",
   "metadata": {},
   "source": [
    "### Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e5fb9486",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_input_size = len(text_columns)\n",
    "image_input_size = len(image_columns)\n",
    "if label_columns == 'DR_2':\n",
    "    output_size = 1\n",
    "else:\n",
    "    output_size = len(pd.unique(train_df[label_columns]))\n",
    "multilabel = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "18d0ce81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Early Fusion Model:\n",
      "The number of parameters of the model are: 131972\n",
      "Epoch 1/50 - Test Accuracy: 0.5264, macro-f1: 0.4250, macro-AUC: 0.7106\n",
      "Epoch 1/50 - Training Time: 5.46 seconds | Inference Time: 1.30 seconds\n",
      "Epoch 2/50 - Test Accuracy: 0.5170, macro-f1: 0.4170, macro-AUC: 0.7068\n",
      "Epoch 2/50 - Training Time: 5.44 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 3/50 - Test Accuracy: 0.6177, macro-f1: 0.4819, macro-AUC: 0.7191\n",
      "Epoch 3/50 - Training Time: 5.38 seconds | Inference Time: 1.42 seconds\n",
      "Epoch 4/50 - Test Accuracy: 0.5353, macro-f1: 0.4333, macro-AUC: 0.7153\n",
      "Epoch 4/50 - Training Time: 5.22 seconds | Inference Time: 1.37 seconds\n",
      "Epoch 5/50 - Test Accuracy: 0.5560, macro-f1: 0.4440, macro-AUC: 0.7196\n",
      "Epoch 5/50 - Training Time: 5.71 seconds | Inference Time: 1.18 seconds\n",
      "Epoch 6/50 - Test Accuracy: 0.5471, macro-f1: 0.4417, macro-AUC: 0.7216\n",
      "Epoch 6/50 - Training Time: 5.29 seconds | Inference Time: 1.38 seconds\n",
      "Epoch 7/50 - Test Accuracy: 0.5885, macro-f1: 0.4675, macro-AUC: 0.7257\n",
      "Epoch 7/50 - Training Time: 5.39 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 8/50 - Test Accuracy: 0.5333, macro-f1: 0.4344, macro-AUC: 0.7193\n",
      "Epoch 8/50 - Training Time: 5.28 seconds | Inference Time: 1.19 seconds\n",
      "Epoch 9/50 - Test Accuracy: 0.5856, macro-f1: 0.4641, macro-AUC: 0.7255\n",
      "Epoch 9/50 - Training Time: 5.55 seconds | Inference Time: 1.15 seconds\n",
      "Epoch 10/50 - Test Accuracy: 0.5285, macro-f1: 0.4313, macro-AUC: 0.7167\n",
      "Epoch 10/50 - Training Time: 5.34 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 11/50 - Test Accuracy: 0.5818, macro-f1: 0.4671, macro-AUC: 0.7246\n",
      "Epoch 11/50 - Training Time: 5.58 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 12/50 - Test Accuracy: 0.5764, macro-f1: 0.4588, macro-AUC: 0.7232\n",
      "Epoch 12/50 - Training Time: 5.47 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 13/50 - Test Accuracy: 0.5799, macro-f1: 0.4628, macro-AUC: 0.7259\n",
      "Epoch 13/50 - Training Time: 5.31 seconds | Inference Time: 1.28 seconds\n",
      "Epoch 14/50 - Test Accuracy: 0.5702, macro-f1: 0.4563, macro-AUC: 0.7228\n",
      "Epoch 14/50 - Training Time: 5.23 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 15/50 - Test Accuracy: 0.5680, macro-f1: 0.4539, macro-AUC: 0.7249\n",
      "Epoch 15/50 - Training Time: 5.36 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 16/50 - Test Accuracy: 0.5729, macro-f1: 0.4586, macro-AUC: 0.7243\n",
      "Epoch 16/50 - Training Time: 5.26 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 17/50 - Test Accuracy: 0.5229, macro-f1: 0.4243, macro-AUC: 0.7172\n",
      "Epoch 17/50 - Training Time: 5.43 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 18/50 - Test Accuracy: 0.5736, macro-f1: 0.4547, macro-AUC: 0.7233\n",
      "Epoch 18/50 - Training Time: 5.54 seconds | Inference Time: 1.48 seconds\n",
      "Epoch 19/50 - Test Accuracy: 0.5893, macro-f1: 0.4672, macro-AUC: 0.7219\n",
      "Epoch 19/50 - Training Time: 5.71 seconds | Inference Time: 1.24 seconds\n",
      "Epoch 20/50 - Test Accuracy: 0.5838, macro-f1: 0.4631, macro-AUC: 0.7271\n",
      "Epoch 20/50 - Training Time: 5.74 seconds | Inference Time: 1.24 seconds\n",
      "Epoch 21/50 - Test Accuracy: 0.5824, macro-f1: 0.4610, macro-AUC: 0.7268\n",
      "Epoch 21/50 - Training Time: 5.09 seconds | Inference Time: 1.18 seconds\n",
      "Epoch 22/50 - Test Accuracy: 0.5776, macro-f1: 0.4604, macro-AUC: 0.7265\n",
      "Epoch 22/50 - Training Time: 5.40 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 23/50 - Test Accuracy: 0.5712, macro-f1: 0.4559, macro-AUC: 0.7230\n",
      "Epoch 23/50 - Training Time: 5.58 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 24/50 - Test Accuracy: 0.5711, macro-f1: 0.4545, macro-AUC: 0.7238\n",
      "Epoch 24/50 - Training Time: 5.52 seconds | Inference Time: 1.39 seconds\n",
      "Epoch 25/50 - Test Accuracy: 0.5511, macro-f1: 0.4438, macro-AUC: 0.7233\n",
      "Epoch 25/50 - Training Time: 5.30 seconds | Inference Time: 1.18 seconds\n",
      "Epoch 26/50 - Test Accuracy: 0.5618, macro-f1: 0.4522, macro-AUC: 0.7239\n",
      "Epoch 26/50 - Training Time: 5.35 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 27/50 - Test Accuracy: 0.5787, macro-f1: 0.4600, macro-AUC: 0.7249\n",
      "Epoch 27/50 - Training Time: 5.32 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 28/50 - Test Accuracy: 0.5633, macro-f1: 0.4548, macro-AUC: 0.7244\n",
      "Epoch 28/50 - Training Time: 5.91 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 29/50 - Test Accuracy: 0.5475, macro-f1: 0.4397, macro-AUC: 0.7203\n",
      "Epoch 29/50 - Training Time: 5.23 seconds | Inference Time: 1.24 seconds\n",
      "Epoch 30/50 - Test Accuracy: 0.5842, macro-f1: 0.4607, macro-AUC: 0.7232\n",
      "Epoch 30/50 - Training Time: 5.34 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 31/50 - Test Accuracy: 0.5348, macro-f1: 0.4353, macro-AUC: 0.7212\n",
      "Epoch 31/50 - Training Time: 5.55 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 32/50 - Test Accuracy: 0.5677, macro-f1: 0.4555, macro-AUC: 0.7231\n",
      "Epoch 32/50 - Training Time: 5.52 seconds | Inference Time: 1.31 seconds\n",
      "Epoch 33/50 - Test Accuracy: 0.5910, macro-f1: 0.4657, macro-AUC: 0.7261\n",
      "Epoch 33/50 - Training Time: 5.30 seconds | Inference Time: 1.26 seconds\n",
      "Epoch 34/50 - Test Accuracy: 0.5697, macro-f1: 0.4538, macro-AUC: 0.7242\n",
      "Epoch 34/50 - Training Time: 5.49 seconds | Inference Time: 1.29 seconds\n",
      "Epoch 35/50 - Test Accuracy: 0.6127, macro-f1: 0.4767, macro-AUC: 0.7187\n",
      "Epoch 35/50 - Training Time: 5.48 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 36/50 - Test Accuracy: 0.5830, macro-f1: 0.4643, macro-AUC: 0.7238\n",
      "Epoch 36/50 - Training Time: 5.38 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 37/50 - Test Accuracy: 0.5455, macro-f1: 0.4424, macro-AUC: 0.7218\n",
      "Epoch 37/50 - Training Time: 5.42 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 38/50 - Test Accuracy: 0.5727, macro-f1: 0.4576, macro-AUC: 0.7245\n",
      "Epoch 38/50 - Training Time: 5.60 seconds | Inference Time: 1.26 seconds\n",
      "Epoch 39/50 - Test Accuracy: 0.5748, macro-f1: 0.4583, macro-AUC: 0.7251\n",
      "Epoch 39/50 - Training Time: 5.79 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 40/50 - Test Accuracy: 0.5623, macro-f1: 0.4500, macro-AUC: 0.7234\n",
      "Epoch 40/50 - Training Time: 5.80 seconds | Inference Time: 1.19 seconds\n",
      "Epoch 41/50 - Test Accuracy: 0.5641, macro-f1: 0.4504, macro-AUC: 0.7229\n",
      "Epoch 41/50 - Training Time: 5.89 seconds | Inference Time: 1.31 seconds\n",
      "Epoch 42/50 - Test Accuracy: 0.5741, macro-f1: 0.4587, macro-AUC: 0.7229\n",
      "Epoch 42/50 - Training Time: 5.89 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 43/50 - Test Accuracy: 0.5764, macro-f1: 0.4580, macro-AUC: 0.7242\n",
      "Epoch 43/50 - Training Time: 6.18 seconds | Inference Time: 1.44 seconds\n",
      "Epoch 44/50 - Test Accuracy: 0.5653, macro-f1: 0.4524, macro-AUC: 0.7249\n",
      "Epoch 44/50 - Training Time: 5.93 seconds | Inference Time: 1.30 seconds\n",
      "Epoch 45/50 - Test Accuracy: 0.5697, macro-f1: 0.4545, macro-AUC: 0.7253\n",
      "Epoch 45/50 - Training Time: 6.36 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 46/50 - Test Accuracy: 0.5587, macro-f1: 0.4469, macro-AUC: 0.7227\n",
      "Epoch 46/50 - Training Time: 6.27 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 47/50 - Test Accuracy: 0.5342, macro-f1: 0.4354, macro-AUC: 0.7206\n",
      "Epoch 47/50 - Training Time: 6.30 seconds | Inference Time: 1.19 seconds\n",
      "Epoch 48/50 - Test Accuracy: 0.5435, macro-f1: 0.4397, macro-AUC: 0.7232\n",
      "Epoch 48/50 - Training Time: 6.47 seconds | Inference Time: 1.47 seconds\n",
      "Epoch 49/50 - Test Accuracy: 0.5541, macro-f1: 0.4473, macro-AUC: 0.7215\n",
      "Epoch 49/50 - Training Time: 6.70 seconds | Inference Time: 1.30 seconds\n",
      "Epoch 50/50 - Test Accuracy: 0.5618, macro-f1: 0.4514, macro-AUC: 0.7254\n",
      "Epoch 50/50 - Training Time: 6.29 seconds | Inference Time: 1.23 seconds\n",
      "Average Training Time per Epoch: 5.61 seconds\n",
      "Total Training Time per Epoch: 280.33 seconds\n",
      "Average Inference Time per Epoch: 1.26 seconds\n",
      "Total Inference Time per Epoch: 62.92 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.70      0.72      0.71      9406\n",
      "           1       0.11      0.62      0.19       755\n",
      "           2       0.21      0.57      0.31      2239\n",
      "           3       0.83      0.48      0.60     17960\n",
      "\n",
      "    accuracy                           0.56     30360\n",
      "   macro avg       0.46      0.60      0.45     30360\n",
      "weighted avg       0.73      0.56      0.60     30360\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.561824769433465,\n",
       " 0.7250688058008173,\n",
       " 0.561824769433465,\n",
       " 0.6041859342680853,\n",
       " {'Acc': {'Acc': 0.6176548089591568,\n",
       "   'F1': 0.48191547873264096,\n",
       "   'Auc': 0.7191409232977313,\n",
       "   'Epoch': 3,\n",
       "   'Auc_Per_Class': array([0.78860511, 0.71699574, 0.67782738, 0.69313546])},\n",
       "  'Macro-F1': {'Acc': 0.6176548089591568,\n",
       "   'F1': 0.48191547873264096,\n",
       "   'Auc': 0.7191409232977313,\n",
       "   'Epoch': 3,\n",
       "   'Auc_Per_Class': array([0.78860511, 0.71699574, 0.67782738, 0.69313546])},\n",
       "  'AUC': {'Acc': 0.5838274044795784,\n",
       "   'F1': 0.46311249512871844,\n",
       "   'Auc': 0.7270865050707166,\n",
       "   'Epoch': 20,\n",
       "   'Auc_Per_Class': array([0.78603742, 0.74938299, 0.69235795, 0.68056766])}})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train early fusion model\n",
    "print(\"Training Early Fusion Model:\")\n",
    "train_early_fusion(train_loader, test_loader, text_input_size, image_input_size, output_size, num_epochs=50, multilabel=multilabel, report=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a929aa4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Late Fusion Model:\n",
      "The number of parameters of the model are: 66436\n",
      "Epoch 1/50 - Test Accuracy: 0.5325, macro-f1: 0.4321, macro-AUC: 0.7135\n",
      "Epoch 1/50 - Training Time: 6.38 seconds | Inference Time: 1.18 seconds\n",
      "Epoch 2/50 - Test Accuracy: 0.5616, macro-f1: 0.4471, macro-AUC: 0.7195\n",
      "Epoch 2/50 - Training Time: 6.17 seconds | Inference Time: 1.19 seconds\n",
      "Epoch 3/50 - Test Accuracy: 0.5574, macro-f1: 0.4476, macro-AUC: 0.7227\n",
      "Epoch 3/50 - Training Time: 5.80 seconds | Inference Time: 1.19 seconds\n",
      "Epoch 4/50 - Test Accuracy: 0.5849, macro-f1: 0.4638, macro-AUC: 0.7249\n",
      "Epoch 4/50 - Training Time: 6.12 seconds | Inference Time: 1.31 seconds\n",
      "Epoch 5/50 - Test Accuracy: 0.5610, macro-f1: 0.4507, macro-AUC: 0.7237\n",
      "Epoch 5/50 - Training Time: 5.94 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 6/50 - Test Accuracy: 0.5567, macro-f1: 0.4472, macro-AUC: 0.7256\n",
      "Epoch 6/50 - Training Time: 6.35 seconds | Inference Time: 1.35 seconds\n",
      "Epoch 7/50 - Test Accuracy: 0.5736, macro-f1: 0.4570, macro-AUC: 0.7256\n",
      "Epoch 7/50 - Training Time: 5.72 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 8/50 - Test Accuracy: 0.5769, macro-f1: 0.4590, macro-AUC: 0.7273\n",
      "Epoch 8/50 - Training Time: 5.69 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 9/50 - Test Accuracy: 0.5254, macro-f1: 0.4291, macro-AUC: 0.7195\n",
      "Epoch 9/50 - Training Time: 6.17 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 10/50 - Test Accuracy: 0.5606, macro-f1: 0.4501, macro-AUC: 0.7252\n",
      "Epoch 10/50 - Training Time: 5.53 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 11/50 - Test Accuracy: 0.5493, macro-f1: 0.4437, macro-AUC: 0.7254\n",
      "Epoch 11/50 - Training Time: 5.92 seconds | Inference Time: 1.39 seconds\n",
      "Epoch 12/50 - Test Accuracy: 0.5601, macro-f1: 0.4495, macro-AUC: 0.7251\n",
      "Epoch 12/50 - Training Time: 5.92 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 13/50 - Test Accuracy: 0.5568, macro-f1: 0.4496, macro-AUC: 0.7266\n",
      "Epoch 13/50 - Training Time: 6.23 seconds | Inference Time: 1.43 seconds\n",
      "Epoch 14/50 - Test Accuracy: 0.5331, macro-f1: 0.4374, macro-AUC: 0.7235\n",
      "Epoch 14/50 - Training Time: 6.53 seconds | Inference Time: 1.51 seconds\n",
      "Epoch 15/50 - Test Accuracy: 0.5639, macro-f1: 0.4551, macro-AUC: 0.7262\n",
      "Epoch 15/50 - Training Time: 6.35 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 16/50 - Test Accuracy: 0.5835, macro-f1: 0.4622, macro-AUC: 0.7249\n",
      "Epoch 16/50 - Training Time: 6.27 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 17/50 - Test Accuracy: 0.5859, macro-f1: 0.4662, macro-AUC: 0.7276\n",
      "Epoch 17/50 - Training Time: 6.30 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 18/50 - Test Accuracy: 0.5632, macro-f1: 0.4510, macro-AUC: 0.7243\n",
      "Epoch 18/50 - Training Time: 5.87 seconds | Inference Time: 1.32 seconds\n",
      "Epoch 19/50 - Test Accuracy: 0.5639, macro-f1: 0.4534, macro-AUC: 0.7176\n",
      "Epoch 19/50 - Training Time: 6.21 seconds | Inference Time: 1.45 seconds\n",
      "Epoch 20/50 - Test Accuracy: 0.5924, macro-f1: 0.4700, macro-AUC: 0.7284\n",
      "Epoch 20/50 - Training Time: 6.56 seconds | Inference Time: 1.28 seconds\n",
      "Epoch 21/50 - Test Accuracy: 0.5690, macro-f1: 0.4552, macro-AUC: 0.7267\n",
      "Epoch 21/50 - Training Time: 6.28 seconds | Inference Time: 1.32 seconds\n",
      "Epoch 22/50 - Test Accuracy: 0.5412, macro-f1: 0.4424, macro-AUC: 0.7256\n",
      "Epoch 22/50 - Training Time: 5.98 seconds | Inference Time: 1.34 seconds\n",
      "Epoch 23/50 - Test Accuracy: 0.5735, macro-f1: 0.4581, macro-AUC: 0.7239\n",
      "Epoch 23/50 - Training Time: 6.19 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 24/50 - Test Accuracy: 0.5856, macro-f1: 0.4695, macro-AUC: 0.7299\n",
      "Epoch 24/50 - Training Time: 6.13 seconds | Inference Time: 1.24 seconds\n",
      "Epoch 25/50 - Test Accuracy: 0.5594, macro-f1: 0.4464, macro-AUC: 0.7212\n",
      "Epoch 25/50 - Training Time: 5.95 seconds | Inference Time: 1.40 seconds\n",
      "Epoch 26/50 - Test Accuracy: 0.5877, macro-f1: 0.4652, macro-AUC: 0.7275\n",
      "Epoch 26/50 - Training Time: 5.88 seconds | Inference Time: 1.26 seconds\n",
      "Epoch 27/50 - Test Accuracy: 0.5798, macro-f1: 0.4606, macro-AUC: 0.7267\n",
      "Epoch 27/50 - Training Time: 6.25 seconds | Inference Time: 1.29 seconds\n",
      "Epoch 28/50 - Test Accuracy: 0.5667, macro-f1: 0.4533, macro-AUC: 0.7259\n",
      "Epoch 28/50 - Training Time: 6.25 seconds | Inference Time: 1.26 seconds\n",
      "Epoch 29/50 - Test Accuracy: 0.5712, macro-f1: 0.4601, macro-AUC: 0.7220\n",
      "Epoch 29/50 - Training Time: 5.94 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 30/50 - Test Accuracy: 0.5865, macro-f1: 0.4656, macro-AUC: 0.7269\n",
      "Epoch 30/50 - Training Time: 5.90 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 31/50 - Test Accuracy: 0.5579, macro-f1: 0.4493, macro-AUC: 0.7253\n",
      "Epoch 31/50 - Training Time: 5.88 seconds | Inference Time: 1.49 seconds\n",
      "Epoch 32/50 - Test Accuracy: 0.5759, macro-f1: 0.4625, macro-AUC: 0.7291\n",
      "Epoch 32/50 - Training Time: 5.92 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 33/50 - Test Accuracy: 0.5337, macro-f1: 0.4326, macro-AUC: 0.7162\n",
      "Epoch 33/50 - Training Time: 6.26 seconds | Inference Time: 1.42 seconds\n",
      "Epoch 34/50 - Test Accuracy: 0.5545, macro-f1: 0.4459, macro-AUC: 0.7238\n",
      "Epoch 34/50 - Training Time: 6.11 seconds | Inference Time: 1.35 seconds\n",
      "Epoch 35/50 - Test Accuracy: 0.5651, macro-f1: 0.4523, macro-AUC: 0.7252\n",
      "Epoch 35/50 - Training Time: 5.97 seconds | Inference Time: 1.18 seconds\n",
      "Epoch 36/50 - Test Accuracy: 0.5740, macro-f1: 0.4602, macro-AUC: 0.7286\n",
      "Epoch 36/50 - Training Time: 6.01 seconds | Inference Time: 1.22 seconds\n",
      "Epoch 37/50 - Test Accuracy: 0.5569, macro-f1: 0.4475, macro-AUC: 0.7251\n",
      "Epoch 37/50 - Training Time: 6.31 seconds | Inference Time: 1.21 seconds\n",
      "Epoch 38/50 - Test Accuracy: 0.5554, macro-f1: 0.4489, macro-AUC: 0.7270\n",
      "Epoch 38/50 - Training Time: 5.93 seconds | Inference Time: 1.34 seconds\n",
      "Epoch 39/50 - Test Accuracy: 0.5783, macro-f1: 0.4607, macro-AUC: 0.7264\n",
      "Epoch 39/50 - Training Time: 6.01 seconds | Inference Time: 1.27 seconds\n",
      "Epoch 40/50 - Test Accuracy: 0.5288, macro-f1: 0.4325, macro-AUC: 0.7224\n",
      "Epoch 40/50 - Training Time: 6.04 seconds | Inference Time: 1.28 seconds\n",
      "Epoch 41/50 - Test Accuracy: 0.5618, macro-f1: 0.4510, macro-AUC: 0.7239\n",
      "Epoch 41/50 - Training Time: 6.19 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 42/50 - Test Accuracy: 0.5478, macro-f1: 0.4439, macro-AUC: 0.7236\n",
      "Epoch 42/50 - Training Time: 6.35 seconds | Inference Time: 1.25 seconds\n",
      "Epoch 43/50 - Test Accuracy: 0.5991, macro-f1: 0.4744, macro-AUC: 0.7264\n",
      "Epoch 43/50 - Training Time: 6.38 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 44/50 - Test Accuracy: 0.5640, macro-f1: 0.4527, macro-AUC: 0.7233\n",
      "Epoch 44/50 - Training Time: 6.49 seconds | Inference Time: 1.24 seconds\n",
      "Epoch 45/50 - Test Accuracy: 0.5719, macro-f1: 0.4604, macro-AUC: 0.7245\n",
      "Epoch 45/50 - Training Time: 6.14 seconds | Inference Time: 1.33 seconds\n",
      "Epoch 46/50 - Test Accuracy: 0.5503, macro-f1: 0.4447, macro-AUC: 0.7231\n",
      "Epoch 46/50 - Training Time: 6.09 seconds | Inference Time: 1.39 seconds\n",
      "Epoch 47/50 - Test Accuracy: 0.5745, macro-f1: 0.4563, macro-AUC: 0.7252\n",
      "Epoch 47/50 - Training Time: 6.37 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 48/50 - Test Accuracy: 0.5731, macro-f1: 0.4564, macro-AUC: 0.7234\n",
      "Epoch 48/50 - Training Time: 6.56 seconds | Inference Time: 1.23 seconds\n",
      "Epoch 49/50 - Test Accuracy: 0.5842, macro-f1: 0.4618, macro-AUC: 0.7257\n",
      "Epoch 49/50 - Training Time: 6.67 seconds | Inference Time: 1.20 seconds\n",
      "Epoch 50/50 - Test Accuracy: 0.5858, macro-f1: 0.4630, macro-AUC: 0.7242\n",
      "Epoch 50/50 - Training Time: 7.27 seconds | Inference Time: 1.22 seconds\n",
      "Average Training Time per Epoch: 6.15 seconds\n",
      "Total Training Time per Epoch: 307.67 seconds\n",
      "Average Inference Time per Epoch: 1.28 seconds\n",
      "Total Inference Time per Epoch: 64.12 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.71      0.71      9406\n",
      "           1       0.11      0.60      0.19       755\n",
      "           2       0.22      0.53      0.31      2239\n",
      "           3       0.82      0.53      0.64     17960\n",
      "\n",
      "    accuracy                           0.59     30360\n",
      "   macro avg       0.46      0.59      0.46     30360\n",
      "weighted avg       0.72      0.59      0.63     30360\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.585836627140975,\n",
       " 0.7217387817996054,\n",
       " 0.585836627140975,\n",
       " 0.6269738238090037,\n",
       " {'Acc': {'Acc': 0.5991106719367589,\n",
       "   'F1': 0.4744299248179638,\n",
       "   'Auc': 0.7263753051226732,\n",
       "   'Epoch': 43,\n",
       "   'Auc_Per_Class': array([0.79379772, 0.73082417, 0.69663908, 0.68424025])},\n",
       "  'Macro-F1': {'Acc': 0.5991106719367589,\n",
       "   'F1': 0.4744299248179638,\n",
       "   'Auc': 0.7263753051226732,\n",
       "   'Epoch': 43,\n",
       "   'Auc_Per_Class': array([0.79379772, 0.73082417, 0.69663908, 0.68424025])},\n",
       "  'AUC': {'Acc': 0.5856060606060606,\n",
       "   'F1': 0.46945885703361645,\n",
       "   'Auc': 0.7298538376360295,\n",
       "   'Epoch': 24,\n",
       "   'Auc_Per_Class': array([0.79663894, 0.73777832, 0.70812107, 0.67687702])}})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train late fusion model\n",
    "print(\"Training Late Fusion Model:\")\n",
    "train_late_fusion(train_loader, test_loader, text_input_size, image_input_size, output_size, num_epochs=50, multilabel=multilabel, report=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42f87970",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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