ANLP_WS24_CA2/model_comparison_bs_bert.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import ml_helper\n",
"import ml_plots\n",
"import re\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
"import matplotlib.gridspec as gridspec\n",
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"COLORS = {\n",
" \n",
" 'yellow': '#FFBE0B',\n",
" 'orange': '#FB5607',\n",
" 'blue': '#3A86FF',\n",
" 'pink': '#FF006E' ,\n",
" 'lila': '#8338EC',\n",
" 'rot': '#2a9d8f' \n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading histories/BERT_history_2025-02-16_18-56-38.json\n",
"Loading ['histories/ensemble_preds_BERT_2025-02-16_17-16-37.json', 'histories/BERT_6_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_5_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_4_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_3_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_2_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_1_ensemble_history_2025-02-16_17-16-37.json', 'histories/BERT_0_ensemble_history_2025-02-16_17-16-37.json']\n"
]
}
],
"source": [
"# load latest data if keyword is in the file name\n",
"hist_name_bert_norm = ml_helper.get_newest_file('histories/', name='BERT_history', extension=\".json\", ensemble=False)\n",
"print(f\"Loading {hist_name_bert_norm}\")\n",
"\n",
"hist_name_bert = ml_helper.get_newest_file('histories/', name='BERT', extension=\".json\", ensemble=True)\n",
"print(f\"Loading {hist_name_bert}\")\n",
"hist_name_bert = hist_name_bert[1:]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"494\n"
]
}
],
"source": [
"with open(\"histories/ensemble_preds_bert_2025-02-16_17-16-37.json\", 'r') as file:\n",
" ensemble_avg_prediction = json.load(file)\n",
" print(len(ensemble_avg_prediction))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert_norm, 'r') as file:\n",
" hist_bert_norm = json.load(file)\n",
"\n",
"labels_bert_norm = hist_bert_norm['test_labels']\n",
"preds_bert_norm = hist_bert_norm['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert[0], 'r') as file:\n",
" hist_bert = json.load(file)\n",
"\n",
"labels_bert = hist_bert['test_labels']\n",
"preds_bert = hist_bert['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert[1], 'r') as file:\n",
" hist_bert1 = json.load(file)\n",
"\n",
"labels_bert1 = hist_bert1['test_labels']\n",
"preds_bert1 = hist_bert1['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert[2], 'r') as file:\n",
" hist_bert2 = json.load(file)\n",
"\n",
"labels_bert2 = hist_bert2['test_labels']\n",
"preds_bert2 = hist_bert2['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert[4], 'r') as file:\n",
" hist_bert3 = json.load(file)\n",
"\n",
"labels_bert3 = hist_bert3['test_labels']\n",
"preds_bert3 = hist_bert3['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_bert[5], 'r') as file:\n",
" hist_bert4 = json.load(file)\n",
"\n",
"labels_bert4 = hist_bert4['test_labels']\n",
"preds_bert4 = hist_bert4['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def save_plot(plt, title):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_training_histories(hist_datas, names, colors, title='Training History', include_val=True, save=True):\n",
" fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n",
" color_keys = list(colors.keys())\n",
" color_counter = 0\n",
"\n",
" for hist_data, name in zip(hist_datas, names):\n",
" epochs = range(1, len(hist_data['train_loss']) + 1)\n",
"\n",
" color = colors[color_keys[color_counter]]\n",
" color_counter = (color_counter + 1) % len(color_keys)\n",
"\n",
" # Plot RMSE\n",
" axs[1].plot(epochs, hist_data['train_rmse'], label=f'{name} Train RMSE', color=color)\n",
" if include_val:\n",
" axs[1].plot(epochs, hist_data['val_rmse'], label=f'{name} Validation RMSE', color=color, linestyle='dashed')\n",
" axs[1].set_title('RMSE')\n",
" axs[1].set_xlabel('Epochs')\n",
" axs[1].set_ylabel('RMSE')\n",
" axs[1].legend()\n",
"\n",
" # Plot Loss\n",
" axs[0].plot(epochs, hist_data['train_loss'], label=f'{name} Train Loss', color=color)\n",
" if include_val:\n",
" axs[0].plot(epochs, hist_data['val_loss'], label=f'{name} Validation Loss', color=color, linestyle='dashed')\n",
" axs[0].set_title('Loss')\n",
" axs[0].set_xlabel('Epochs')\n",
" axs[0].set_ylabel('Loss')\n",
" axs[0].legend()\n",
"\n",
" plt.tight_layout()\n",
" plt.suptitle(title)\n",
"\n",
" # Save plot\n",
" if save:\n",
" save_plot(plt, title)\n",
" \n",
" return plt\n",
"\n",
"plot_training_histories([hist_bert, hist_bert2, hist_bert3], ['Average', 'Bert1', 'Bert2'], colors=COLORS, include_val=False).show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_distributions(true_values, predicted_values_list, names, colors, title='Distribution of Predicted and True Values', save=True):\n",
" plt.figure(figsize=(10, 6))\n",
" color_keys = list(colors.keys())\n",
" color_counter = 0\n",
"\n",
" # Plot true values\n",
" plt.hist(true_values, bins=20, color=colors[\"blue\"], edgecolor='black', alpha=0.7, label='True Values')\n",
"\n",
" # Plot predicted values for each model\n",
" for predicted_values, name in zip(predicted_values_list, names):\n",
" color = colors[color_keys[color_counter]]\n",
" color_counter = (color_counter + 1) % len(color_keys)\n",
" plt.hist(predicted_values, bins=20, color=color, edgecolor='black', alpha=0.7, label=f'{name} Predicted Values')\n",
"\n",
" plt.title(title)\n",
" plt.xlabel('Score')\n",
" plt.ylabel('Frequency')\n",
" plt.legend()\n",
" plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
" # save plot\n",
" if save:\n",
" save_plot(plt, title)\n",
" return plt\n",
"\n",
"plot_distributions(labels_bert,[ preds_bert2, preds_bert3, ensemble_avg_prediction ], [ 'Bert1', 'Bert2', 'Average'], colors=COLORS).show()\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"def plot_multiple_residuals(labels, preds_list, names, colors, title='Residuals Plot', save=True):\n",
" fig = plt.figure(figsize=(14, 6))\n",
" gs = gridspec.GridSpec(1, 2, width_ratios=[4, 1])\n",
" color_keys = list(colors.keys())\n",
" color_counter = 0\n",
"\n",
" # Main plot\n",
" ax0 = plt.subplot(gs[0])\n",
"\n",
" for preds, name in zip(preds_list, names):\n",
" residuals = np.array(preds) - np.array(labels)\n",
" color = colors[color_keys[color_counter]]\n",
" color_counter = (color_counter + 1) % len(color_keys)\n",
"\n",
" ax0.scatter(labels, residuals, label=f'{name} Residuals', color=color, alpha=0.5)\n",
"\n",
" # Fit linear regression model to residuals\n",
" labels_reshaped = np.array(labels).reshape(-1, 1)\n",
" model = LinearRegression()\n",
" model.fit(labels_reshaped, residuals)\n",
" trend_line = model.predict(labels_reshaped)\n",
"\n",
" # Plot trend line\n",
" ax0.plot(labels, trend_line, color=color, label=f'{name} Trend Line', linewidth=2)\n",
"\n",
" ax0.set_xlabel('True Values')\n",
" ax0.set_ylabel('Residuals')\n",
" ax0.axhline(y=0, color='k', linestyle='--')\n",
" ax0.set_title(title)\n",
" ax0.legend()\n",
"\n",
" color_counter = 0\n",
" # Side plot for distribution of residuals\n",
" ax1 = plt.subplot(gs[1], sharey=ax0)\n",
" for preds, name in zip(preds_list, names):\n",
" residuals = np.array(preds) - np.array(labels)\n",
" color = colors[color_keys[color_counter]]\n",
" color_counter = (color_counter + 1) % len(color_keys)\n",
" ax1.hist(residuals, bins=30, alpha=0.5, color=color, orientation='horizontal', label=f'{name} Residuals')\n",
"\n",
" ax1.set_xlabel('Frequency')\n",
" ax1.set_title('Distribution of Residuals')\n",
" ax1.yaxis.tick_right()\n",
" ax1.yaxis.set_label_position(\"right\")\n",
"\n",
" plt.tight_layout()\n",
" # Save plot\n",
" if save:\n",
" save_plot(plt, title)\n",
" \n",
" return plt\n",
"plot_multiple_residuals(labels_bert, [preds_bert2, preds_bert3, ensemble_avg_prediction], ['Bert1', 'Bert2', 'Average'], colors=COLORS).show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" RMSE MAE R2\n",
"Ensemble Model 0.541693 0.442809 0.083312\n",
"Single Model 0.543638 0.439952 0.076717\n"
]
}
],
"source": [
"mse_t = np.sqrt(mean_squared_error(labels_bert_norm, preds_bert_norm))\n",
"mae_t = mean_absolute_error(labels_bert_norm, preds_bert_norm)\n",
"r2_t = r2_score(labels_bert_norm, preds_bert_norm)\n",
"\n",
"mse_ensemble = np.sqrt(mean_squared_error(labels_bert1, ensemble_avg_prediction))\n",
"mae_ensemble = mean_absolute_error(labels_bert1, ensemble_avg_prediction)\n",
"r2_ensemble = r2_score(labels_bert1, ensemble_avg_prediction)\n",
"df = pd.DataFrame([[mse_ensemble, mae_ensemble, r2_ensemble], [mse_t, mae_t, r2_t]],\n",
" columns=['RMSE', 'MAE', 'R2'],\n",
" index=['Ensemble Model', 'Single Model'])\n",
"print(df)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}