ANLP_WS24_CA2/model_evaluation.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json\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",
"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading histories/Transformer_history_2025-02-16_18-55-46.json\n"
]
}
],
"source": [
"# load latest data if keyword is in the file name\n",
"hist_file_name = ml_helper.get_newest_file('histories/', name='Transformer_history', extension=\".json\", ensemble=False)\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": [
"# Plot residuals with trend line\n",
"ml_plots.plot_residuals(labels, preds, colors=COLORS).show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Quantile-Quantile Plot\n",
"ml_plots.plot_qq(labels, preds, COLORS).show()"
]
},
{
"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": [
"ml_plots.plot_val_preds(val_preds, hist['val_labels'], 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
}