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@ogrisel
Last active June 16, 2023 07:29
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Monotonic bias study
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.special import expit\n",
"\n",
"\n",
"x_range = (-10, 10)\n",
"\n",
"def true_mean_outcome(X):\n",
" assert X.shape[1] == 1\n",
" x = X[:, 0]\n",
" return expit(x + 1) # voluntarily make the function non-symmetric\n",
"\n",
"\n",
"def generate_noisy_sample(n_datapoints=70, relative_noise_level=0.3, seed=0):\n",
" rng = np.random.default_rng(seed)\n",
" X = rng.uniform(*x_range, size=n_datapoints).reshape(-1, 1)\n",
" y_noiseless = true_mean_outcome(X)\n",
" y = y_noiseless + rng.normal(\n",
" loc=0, scale=y_noiseless.std() * relative_noise_level, size=n_datapoints\n",
" )\n",
" return X, y\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"X, y = generate_noisy_sample()\n",
"plt.plot(X.ravel(), y, \"x\", label=\"sample\")\n",
"x_grid = np.linspace(*x_range, num=1000)\n",
"plt.plot(\n",
" x_grid, true_mean_outcome(x_grid.reshape(-1, 1)), \"--\", label=\"true mean outcome\"\n",
")\n",
"_ = plt.legend()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Check that we are using the first implementation of monotonic constraint for DecisionTreeRegressor in Sam's PR:\n",
"\n",
"https://github.com/scikit-learn/scikit-learn/pull/13649\n",
"\n",
"That is `104600e` before `27895f5` that implements the \" Implement middle value as unweighted average of right and left children values of constrained nodes\".\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"104600ea73\n"
]
}
],
"source": [
"import sklearn\n",
"\n",
"SKLEARN_FOLDER = sklearn.__path__[0]\n",
"!cd {SKLEARN_FOLDER} && git rev-parse --short HEAD"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.ensemble import HistGradientBoostingRegressor\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"from lightgbm import LGBMRegressor\n",
"\n",
"\n",
"hgbr_params = dict(\n",
" learning_rate=1, max_iter=1, max_leaf_nodes=300, min_samples_leaf=1\n",
")\n",
"\n",
"dtr_params = dict(max_leaf_nodes=300, min_samples_leaf=1)\n",
"\n",
"lightgbm_params = dict(\n",
" learning_rate=1, n_estimators=1, num_leaves=300, min_child_samples=1\n",
")\n",
"\n",
"model_specs = {\n",
" \"HGBR no monotonicity cst\": HistGradientBoostingRegressor(\n",
" monotonic_cst=None, **hgbr_params\n",
" ),\n",
" \"HGBR increasing cst\": HistGradientBoostingRegressor(\n",
" monotonic_cst=[1], **hgbr_params\n",
" ),\n",
" \"DecisionTreeRegressor no monotonicity cst\": DecisionTreeRegressor(\n",
" monotonic_cst=None, **dtr_params\n",
" ),\n",
" \"DecisionTreeRegressor incresing cst\": DecisionTreeRegressor(\n",
" monotonic_cst=[1], **dtr_params\n",
" ),\n",
" \"LightGBM no monotonicity cst\": LGBMRegressor(\n",
" monotone_constraints=None, **lightgbm_params\n",
" ),\n",
" \"LightGBM basic increasing cst\": LGBMRegressor(\n",
" monotone_constraints=[1], monotone_constraints_method=\"basic\", **lightgbm_params\n",
" ),\n",
" \"LightGBM intermediate increasing cst\": LGBMRegressor(\n",
" monotone_constraints=[1], monotone_constraints_method=\"intermediate\", **lightgbm_params\n",
" ),\n",
" \"LightGBM advanced increasing cst\": LGBMRegressor(\n",
" monotone_constraints=[1], monotone_constraints_method=\"advanced\", **lightgbm_params\n",
" ),\n",
"}\n",
"\n",
"\n",
"for name, model in model_specs.items():\n",
" model.fit(X, y)\n",
" plt.plot(x_grid, model.predict(x_grid.reshape(-1, 1)), label=name)\n",
"\n",
"_ = plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3853c59bf5224c159973098a7e9ce661",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1000 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import mean_squared_error\n",
"from tqdm.auto import tqdm\n",
"\n",
"model_predictions = {}\n",
"model_test_errors = {}\n",
"\n",
"n_sampling_iterations = 1000\n",
"n_datapoints = 200\n",
"train_size = 30\n",
"for sample_idx in tqdm(range(n_sampling_iterations)):\n",
" X, y = generate_noisy_sample(seed=sample_idx)\n",
" X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, train_size=train_size, random_state=0\n",
" )\n",
" for name, model in model_specs.items():\n",
" model.fit(X_train, y_train)\n",
" model_predictions.setdefault(name, []).append(\n",
" model.predict(x_grid.reshape(-1, 1))\n",
" )\n",
" test_error = mean_squared_error(y_test, model.predict(X_test))\n",
" model_test_errors.setdefault(name, []).append(test_error)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 5))\n",
"for name, predictions in model_predictions.items():\n",
" plt.plot(\n",
" x_grid,\n",
" np.mean(predictions, axis=0),\n",
" label=f\"{name} (test MSE: {np.mean(model_test_errors[name]):.4f})\",\n",
" )\n",
"plt.plot(\n",
" x_grid, true_mean_outcome(x_grid.reshape(-1, 1)), \"--\", color=\"gray\", label=\"true mean outcome\"\n",
")\n",
"plt.title(f\"Average predictions over {n_sampling_iterations} samples\")\n",
"_ = plt.legend()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 5))\n",
"for name, predictions in model_predictions.items():\n",
" if not name.startswith(\"HGBR\"):\n",
" continue\n",
"\n",
" plt.plot(\n",
" x_grid,\n",
" np.mean(predictions, axis=0),\n",
" label=f\"{name} (test MSE: {np.mean(model_test_errors[name]):.4f})\",\n",
" )\n",
"plt.plot(\n",
" x_grid, true_mean_outcome(x_grid.reshape(-1, 1)), \"--\", color=\"gray\", label=\"true mean outcome\"\n",
")\n",
"plt.title(f\"Average predictions over {n_sampling_iterations} samples (HGBR only)\")\n",
"_ = plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 5))\n",
"for name, predictions in model_predictions.items():\n",
" if not name.startswith(\"DecisionTreeRegressor\"):\n",
" continue\n",
"\n",
" plt.plot(\n",
" x_grid,\n",
" np.mean(predictions, axis=0),\n",
" label=f\"{name} (test MSE: {np.mean(model_test_errors[name]):.4f})\",\n",
" )\n",
"plt.plot(\n",
" x_grid,\n",
" true_mean_outcome(x_grid.reshape(-1, 1)),\n",
" \"--\",\n",
" color=\"gray\",\n",
" label=\"true mean outcome\",\n",
")\n",
"plt.title(f\"Average predictions over {n_sampling_iterations} samples (Sam's DecisionTreeRegressor only)\")\n",
"_ = plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 5))\n",
"for name, predictions in model_predictions.items():\n",
" if not name.startswith(\"LightGBM\"):\n",
" continue\n",
"\n",
" plt.plot(\n",
" x_grid,\n",
" np.mean(predictions, axis=0),\n",
" label=f\"{name} (test MSE: {np.mean(model_test_errors[name]):.4f})\",\n",
" )\n",
"plt.plot(\n",
" x_grid,\n",
" true_mean_outcome(x_grid.reshape(-1, 1)),\n",
" \"--\",\n",
" color=\"gray\",\n",
" label=\"true mean outcome\",\n",
")\n",
"plt.title(f\"Average predictions over {n_sampling_iterations} samples (LightGBM only)\")\n",
"_ = plt.legend()\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 5))\n",
"for name, predictions in model_predictions.items():\n",
" bias = np.mean(predictions, axis=0) - true_mean_outcome(x_grid.reshape(-1, 1))\n",
" plt.plot(x_grid, bias, label=name)\n",
"\n",
"plt.title(\"Model bias\")\n",
"_ = plt.legend()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "dev",
"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": "3.11.0"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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