ANLP_WS24_CA2/model_comparison_bs_cnn.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 29,
"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": 30,
"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": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading histories/CNN_history_2025-02-16_18-41-29.json\n",
"Loading ['histories/ensemble_preds_CNN_2025-02-16_18-06-10.json', 'histories/CNN_6_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_5_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_4_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_3_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_2_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_1_ensemble_history_2025-02-16_18-06-10.json', 'histories/CNN_0_ensemble_history_2025-02-16_18-06-10.json']\n"
]
}
],
"source": [
"# load latest data if keyword is in the file name\n",
"hist_name_cnn_norm = ml_helper.get_newest_file('histories/', name='CNN_history', extension=\".json\", ensemble=False)\n",
"print(f\"Loading {hist_name_cnn_norm}\")\n",
"\n",
"hist_name_cnn = ml_helper.get_newest_file('histories/', name='CNN', extension=\".json\", ensemble=True)\n",
"print(f\"Loading {hist_name_cnn}\")\n",
"hist_name_cnn = hist_name_cnn[1:]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"494\n"
]
}
],
"source": [
"with open(\"histories/ensemble_preds_CNN_2025-02-16_18-06-10.json\", 'r') as file:\n",
" ensemble_avg_prediction = json.load(file)\n",
" print(len(ensemble_avg_prediction))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn_norm, 'r') as file:\n",
" hist_cnn_norm = json.load(file)\n",
"\n",
"labels_cnn_norm = hist_cnn_norm['test_labels']\n",
"preds_cnn_norm = hist_cnn_norm['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn[0], 'r') as file:\n",
" hist_cnn = json.load(file)\n",
"(len(hist_cnn))\n",
"labels_cnn = hist_cnn['test_labels']\n",
"preds_cnn = hist_cnn['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn[1], 'r') as file:\n",
" hist_cnn1 = json.load(file)\n",
"\n",
"labels_cnn1 = hist_cnn1['test_labels']\n",
"preds_cnn1 = hist_cnn1['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn[2], 'r') as file:\n",
" hist_cnn2 = json.load(file)\n",
"\n",
"labels_cnn2 = hist_cnn2['test_labels']\n",
"preds_cnn2 = hist_cnn2['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn[4], 'r') as file:\n",
" hist_cnn3 = json.load(file)\n",
"\n",
"labels_cnn3 = hist_cnn3['test_labels']\n",
"preds_cnn3 = hist_cnn3['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"with open(hist_name_cnn[5], 'r') as file:\n",
" hist_cnn4 = json.load(file)\n",
"\n",
"labels_cnn4 = hist_cnn4['test_labels']\n",
"preds_cnn4 = hist_cnn4['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"def save_plot(plt, title):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 40,
"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_cnn, hist_cnn2, hist_cnn3], ['Average', 'CNN1', 'CNN2'], colors=COLORS, include_val=False).show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"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_cnn,[ preds_cnn2, preds_cnn3, ensemble_avg_prediction ], [ 'CNN1', 'CNN2', 'Average'], colors=COLORS).show()\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"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_cnn, [preds_cnn2, preds_cnn3, ensemble_avg_prediction], ['CNN1', 'CNN2', 'Average'], colors=COLORS).show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" RMSE MAE R2\n",
"Ensemble Model 0.576617 0.468167 -0.038697\n",
"Single Model 0.522875 0.418756 0.145897\n"
]
}
],
"source": [
"mse_t = np.sqrt(mean_squared_error(labels_cnn_norm, preds_cnn_norm))\n",
"mae_t = mean_absolute_error(labels_cnn_norm, preds_cnn_norm)\n",
"r2_t = r2_score(labels_cnn_norm, preds_cnn_norm)\n",
"\n",
"mse_ensemble = np.sqrt(mean_squared_error(labels_cnn1, ensemble_avg_prediction))\n",
"mae_ensemble = mean_absolute_error(labels_cnn1, ensemble_avg_prediction)\n",
"r2_ensemble = r2_score(labels_cnn1, ensemble_avg_prediction)\n",
"\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
}