{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick start: Forecasting with synthetic data\n", "\n", "In this notebook, we train Treeffuser on synthethic data and then visualize both the original and model-generated samples to explore how well Treeffuser captures the underlying distribution of the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first install `treeffuser` and import the relevant libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "!pip install treeffuser\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from treeffuser import Treeffuser" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We simulate a non-linear, bimodal response of $y$ given $x$, where the two modes follow two different response functions: one is a sine function and the other is a cosine function over $x$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "seed = 0 # fixing the random seed for reproducibility\n", "n = 5000 # number of data points\n", "\n", "rng = np.random.default_rng(seed=seed)\n", "x = rng.uniform(0, 2 * np.pi, size=n) # x values in the range [0, 2π)\n", "z = rng.integers(0, 2, size=n) # response function assignments\n", "\n", "y = z * np.sin(x - np.pi / 2) + (1 - z) * np.cos(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also introduce heteroscedastic, fat-tailed noise from a Laplace distribution, meaning the variability of $y$ increases with $x$ and may result in large outliers." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "y += rng.laplace(scale=x / 30, size=n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting Treffuser and producing samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting Treeffuser and generating samples is very simple, as Treeffuser adheres to the `sklearn.base.BaseEstimator` class. Fitting amounts to initializing the model and calling the `fit` method, just like any `scikit-learn` estimator. Samples are then generated using the `sample` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:01<00:00, 1.02s/it]\n" ] } ], "source": [ "model = Treeffuser(sde_initialize_from_data=True, seed=seed)\n", "model.fit(x, y)\n", "\n", "y_samples = model.sample(x, n_samples=1, seed=seed, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a scatter plot to visualize both the original data and the samples produced by Treeffuser. The samples closely reflect the underlying response distributions that generated the data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(x, y, s=1, label=\"observed data\")\n", "plt.scatter(x, y_samples[0, :], s=1, alpha=0.7, label=\"Treeffuser samples\")\n", "\n", "plt.xlabel(\"$x$\")\n", "plt.ylabel(\"$y$\")\n", "\n", "legend = plt.legend(loc=\"upper center\", scatterpoints=1, bbox_to_anchor=(0.5, -0.125), ncol=2)\n", "for legend_handle in legend.legend_handles:\n", " legend_handle.set_sizes([32]) # change marker size for legend\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The samples generated by Treeffuser can be used to compute any downstream estimates of interest." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 435.02it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Mean of the samples: [-0.05467086]\n", "Standard deviation of the samples: [0.99499814] \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "x = np.array(np.pi).reshape((1, 1))\n", "y_samples = model.sample(x, n_samples=100, verbose=True) # y_samples.shape[0] is 100\n", "\n", "# Estimate downstream quantities of interest\n", "y_mean = y_samples.mean(axis=0) # conditional mean for each x\n", "y_std = y_samples.std(axis=0) # conditional std for each x\n", "\n", "print(f\"Mean of the samples: {y_mean}\")\n", "print(f\"Standard deviation of the samples: {y_std} \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience, we also provide a class Samples that can estimate standard quantities." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean of the samples: [-0.05467086]\n", "Standard deviation of the samples: [0.99499814] \n", "5th and 95th quantiles of the samples: [-1.25918297 1.06402459]\n" ] } ], "source": [ "from treeffuser.samples import Samples\n", "\n", "y_samples = Samples(y_samples)\n", "y_mean = y_samples.sample_mean() # same as before\n", "y_std = y_samples.sample_std() # same as before\n", "y_quantiles = y_samples.sample_quantile(q=[0.05, 0.95]) # conditional quantiles for each x\n", "\n", "print(f\"Mean of the samples: {y_mean}\")\n", "print(f\"Standard deviation of the samples: {y_std} \")\n", "print(f\"5th and 95th quantiles of the samples: {y_quantiles.reshape(-1)}\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 2 }