ANLP_WS24_CA2/model_evaluation.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"import scipy.stats as stats\n",
"import matplotlib.gridspec as gridspec\n",
"\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"import ml_helper\n",
"import ml_plots"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"COLORS = {\n",
" 'red': '#B56576',\n",
" 'blue': '#187795',\n",
" 'green': '#3F9A73' , #'#47B887', #'#38686A',\n",
" 'brown': '#DBCFB0',\n",
" 'yellow': '#D5C67A'\n",
"}\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading histories/CNN_history_20250215_170051.json\n"
]
}
],
"source": [
"# load latest data if keyword is in the file name\n",
"hist_file_name = ml_helper.get_newest_file('histories/', name='CNN', extension=\".json\")\n",
"print(f\"Loading {hist_file_name}\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keys: dict_keys(['train_loss', 'val_loss', 'train_rmse', 'val_rmse', 'val_labels', 'val_preds', 'test_labels', 'test_preds'])\n"
]
}
],
"source": [
"hist = None\n",
"with open(hist_file_name, 'r') as file:\n",
" hist = json.load(file)\n",
"\n",
"print(f\"Keys: {hist.keys()}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"labels = hist['test_labels']\n",
"preds= hist['test_preds']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the training history\n",
"ml_plots.plot_training_history(hist, colors=COLORS).show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ml_plots.plot_predictions(labels, preds, colors=COLORS).show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ml_plots.plot_distribution(labels, preds, colors=COLORS).show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"# Plot residuals with trend line\n",
"def plot_residuals(labels, preds):\n",
" residuals = np.array(preds) - np.array(labels)\n",
" \n",
" fig = plt.figure(figsize=(14, 6))\n",
" gs = gridspec.GridSpec(1, 2, width_ratios=[4, 1])\n",
"\n",
" # Main plot\n",
" ax0 = plt.subplot(gs[0])\n",
" ax0.scatter(labels, residuals, label='Residuals', color=COLORS['blue'], 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=COLORS['red'], label='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('Residuals Plot with Trend Line')\n",
" ax0.legend()\n",
"\n",
" # Side plot for distribution of true values\n",
" ax1 = plt.subplot(gs[1], sharey=ax0)\n",
" ax1.hist(residuals, bins=30, alpha=0.5, color=COLORS['blue'], orientation='horizontal')\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",
" plt.show()\n",
"\n",
"plot_residuals(labels, preds)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Quantile-Quantile Plot\n",
"\n",
"# def plot_qq(labels, preds):\n",
"# residuals = np.array(preds) - np.array(labels)\n",
" \n",
"# # Generate a Normal Q-Q plot\n",
"# fig = plt.figure(figsize=(8, 6))\n",
"# stats.probplot(residuals, dist=\"norm\", plot=plt)\n",
"# plt.title('Q-Q plot')\n",
"# plt.show()\n",
"\n",
"# plot_qq(labels, preds)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"epochs = 10\n",
"# Reaorder hist['val_preds'] from [{epoch:int: [val_preds]}, ...] to {epoch:int: [val_preds], ...}\n",
"val_preds = {}\n",
"for i, val_pred in enumerate(hist['val_preds'][:epochs]):\n",
" val_preds[i] = hist['val_preds'][i].values()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"def plot_val_preds(val_preds, val_labels):\n",
" plt.figure(figsize=(10, 6))\n",
" plt.hist(val_labels, bins=20, alpha=0.5, label='True Values', color=COLORS['green'],)\n",
"\n",
" cmap = cm.get_cmap('coolwarm', len(val_preds)) # Use 'coolwarm' colormap for gradient from red to blue\n",
" for epoch, preds in val_preds.items():\n",
" color = cmap(len(val_preds) - epoch ) # Get color from colormap\n",
" plt.hist(preds, bins=20, alpha=0.5, label=f'Epoch {epoch}', color=color)\n",
"\n",
" plt.xlabel('Predicted Values')\n",
" plt.ylabel('Frequency')\n",
" plt.title('Histogram of Validation Predictions')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"plot_val_preds(val_preds, hist['val_labels'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# def plot_val_preds(val_preds, val_labels, grid_shape=(2, 5)):\n",
"# num_epochs = len(val_preds)\n",
"# fig, axs = plt.subplots(grid_shape[0], grid_shape[1], figsize=(20, 10), sharex=True, sharey=True)\n",
"\n",
"# for epoch, preds in val_preds.items():\n",
"# row = epoch // grid_shape[1]\n",
"# col = epoch % grid_shape[1]\n",
"# ax = axs[row, col]\n",
"# ax.hist(val_labels, bins=20, alpha=0.5, label='True Values', color='green')\n",
"# ax.hist(preds, bins=20, alpha=0.5, label=f'Epoch {epoch}')\n",
"# ax.set_xlabel('Predicted Values')\n",
"# ax.set_ylabel('Frequency')\n",
"# ax.set_title(f'Epoch {epoch}')\n",
"# ax.legend()\n",
"\n",
"# plt.tight_layout()\n",
"# plt.show()\n",
"\n",
"# plot_val_preds(val_preds, hist['val_labels'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
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