{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## **Gaussian Process Emulator with Functional Data**\n", "\n", "In many scenarios, we may be dealing with _functional_ data. This means that the input, output, or both, are sampled over a particular dimension (e.g. time). In `twinlab`, data are presented in column-feature format, meaning a single data sample of functional format may contain hundreds or thousands of columns.\n", "\n", "Gaussian Process models do not scale well to these scenarios, so we provide the ability to perform dimensionality reduction before model fitting.\n", "\n", "This notebook will cover:\n", "\n", "- How to decompose functional inputs and outputs\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Third party imports\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from itertools import product\n", "\n", "# twinLab import\n", "import twinlab as tl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Problem Formulation**\n", "\n", "Here, we define a problem with two input dimensions and one functional output defined over a grid of sample locations\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Grid over which the functional output is defined\n", "grid = np.linspace(0, 1)\n", "\n", "\n", "# True function: Forrester function with variable a and b\n", "def model(x):\n", " return (x[0] * grid - 2) ** 2 * np.sin(x[1] * grid - 4)\n", "\n", "\n", "# Define input data\n", "x = np.random.uniform(size=(100, 2))\n", "x[:, 0] = x[:, 0] * 4 + 4\n", "x[:, 1] = x[:, 1] * 4 + 10\n", "\n", "# Compute output data\n", "y = np.zeros((x.shape[0], grid.size))\n", "\n", "for i, x_i in enumerate(x):\n", " y[i, :] = model(x_i)\n", "\n", "y = {\"y_{}\".format(i): y[:, i] for i in range(grid.size)}\n", "\n", "# Save to DataFrame\n", "df = pd.DataFrame({\"x1\": x[:, 0], \"x2\": x[:, 1], **y})\n", "df.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Define the name of the dataset\n", "dataset_id = \"FunctionalGP_Data\"\n", "\n", "# Intialise a Dataset object\n", "dataset = tl.Dataset(id=dataset_id)\n", "\n", "# Upload the dataset\n", "dataset.upload(df, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Functional Emulator Workflow**\n", "\n", "In `twinlab`, dimensionality reduction is implemented in the form of truncated Singular Value Decomposition (tSVD), and is accessible in two ways. It can be performed by specifiying the number of dimensions we want to truncate the data to using `input_retained_dimensions` for inputs and `output_retained_dimensions` for outputs. This can also be specified through the amount of variance to be explained by the data through `input_explained_variance` for inputs and `output_explained_variance` for outputs. These parameters are part of the `TrainParams` object, and can then be further passed to the training function.\n", "\n", "One can decompose the inputs, outputs, or both in the same `Emulator`.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Initialise emulator\n", "emulator_id = \"FunctionalGP\"\n", "\n", "emulator = tl.Emulator(id=emulator_id)\n", "\n", "# Define the training parameters for your emulator\n", "output_columns = df.columns[2:].to_list()\n", "params = tl.TrainParams(\n", " train_test_ratio=0.75,\n", " estimator=\"gaussian_process_regression\",\n", " input_retained_dimensions=1,\n", " output_explained_variance=0.99,\n", ")\n", "\n", "# Train the emulator using the train method\n", "emulator.train(\n", " dataset=dataset,\n", " inputs=[\"x1\", \"x2\"],\n", " outputs=output_columns,\n", " params=params,\n", " verbose=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create grid of output plots\n", "grid = np.linspace(0, 1)\n", "\n", "x1 = [4, 6, 8]\n", "x2 = [10, 12, 14]\n", "\n", "X = np.array(list(product(x1, x2)))\n", "ax_i = list(product([0, 1, 2], [0, 1, 2]))\n", "\n", "# Create output plot and save in directory\n", "fig, axes = plt.subplots(figsize=(14, 12), nrows=3, ncols=3)\n", "\n", "# Setup legend\n", "legend_labels = {}\n", "\n", "for i, x_i in enumerate(X):\n", " r, c = ax_i[i]\n", " ax = axes[r, c]\n", "\n", " X_test = pd.DataFrame(x_i[np.newaxis, :], columns=[\"x1\", \"x2\"])\n", " y_test = model(X_test.values.flatten())\n", "\n", " y_pred = emulator.predict(X_test)\n", " y_df = pd.concat([y_pred[0], y_pred[1]], axis=0)\n", " y_mean, y_stdev = y_df.iloc[0, :], y_df.iloc[1, :]\n", " y_mean = y_mean.values\n", " y_stdev = y_stdev.values\n", "\n", " ax.set_title(\"a = {}, b = {}\".format(x_i[0], x_i[1]))\n", " ax.plot(grid, y_mean.flatten(), c=\"k\")\n", " ax.plot(grid, y_test.flatten(), c=\"red\", linestyle=\"dashed\")\n", " ax.fill_between(\n", " grid,\n", " (y_mean - 1.96 * y_stdev).flatten(),\n", " (y_mean + 1.96 * y_stdev).flatten(),\n", " color=\"k\",\n", " alpha=0.1,\n", " )\n", "\n", " ax.set_xlabel(\"x\")\n", " ax.set_ylabel(\"y\")\n", "\n", "# Store labels for the legend\n", "legend_labels[f\"Prediction\"] = plt.Line2D([0], [0], color=\"k\")\n", "legend_labels[f\"True Function\"] = plt.Line2D([0], [0], color=\"red\", linestyle=\"dashed\")\n", "\n", "# Print legend\n", "fig.legend(legend_labels.values(), legend_labels.keys(), loc=\"upper left\")\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Delete emulator and dataset\n", "emulator.delete()\n", "\n", "dataset.delete()" ] } ], "metadata": { "kernelspec": { "display_name": "twinlab-T1BT2Sfn-py3.9", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }