ANLP_WS24_CA2/model_comparison.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"\n",
"import ml_helper\n",
"import ml_plots\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"COLORS = {\n",
" 'red': '#B56576',\n",
" 'blue': '#187795',\n",
" 'green': '#3F9A73' , #'#47B887', #'#38686A',\n",
" 'brown': '#DBCFB0',\n",
" 'yellow': '#D5C67A'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading histories/CNN_history_2025-02-16_03-37-28.json\n",
"Loading histories/Transformer_history_2025-02-16_03-39-21.json\n"
]
}
],
"source": [
"# load latest data if keyword is in the file name\n",
"hist_name_cnn = ml_helper.get_newest_file('histories/', name='CNN', extension=\".json\", ensemble=False)\n",
"print(f\"Loading {hist_name_cnn}\")\n",
"\n",
"hist_name_transformer = ml_helper.get_newest_file('histories/', name='Transformer_history', extension=\".json\", ensemble=False)\n",
"print(f\"Loading {hist_name_transformer}\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"hist_cnn = None\n",
"with open(hist_name_cnn, 'r') as file:\n",
" hist_cnn = json.load(file)\n",
"\n",
"labels_cnn = hist_cnn['test_labels']\n",
"preds_cnn = hist_cnn['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"hist_trans= None\n",
"with open(hist_name_transformer, 'r') as file:\n",
" hist_trans = json.load(file)\n",
"\n",
"labels_trans = hist_trans['test_labels']\n",
"preds_trans = hist_trans['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def save_plot(plt, title):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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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_trans, hist_cnn], ['transformer', 'cnn', 'test'], colors=COLORS, include_val=False).show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"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['green'], 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_cnn, preds_trans], names=['cnn', 'transformer'], colors=COLORS).show()\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.gridspec as gridspec\n",
"\n",
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 26,
"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",
"\n",
"plot_multiple_residuals(labels_cnn, [preds_cnn, preds_trans], ['CNN', 'Transformer'], colors=COLORS).show()"
]
}
],
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}