{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simply fit some noisy data using the Neighbourhooc Algorithm." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.spatial import Voronoi, voronoi_plot_2d\n", "import matplotlib.pyplot as plt\n", "\n", "from neighpy import NASearcher, NAAppraiser" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create some noisy data. This will be a sum of cosines with a small amount of Gaussian noise." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "rng = np.random.default_rng(42)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "domain = (0, 2 * np.pi)\n", "n_x = 50\n", "x = np.linspace(*domain, num=n_x)\n", "xm = np.linspace(*domain, num=n_x // 2)\n", "\n", "def cosine(m, mask=True):\n", " _x = xm if mask else x\n", " _x = np.stack([i * _x for i in range(1, m.size + 1)])\n", " return np.sum(m[:, np.newaxis] * np.cos(_x), axis=0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "true_parameters = np.array([1, 0.5, 0.02, 1])\n", "data = cosine(true_parameters)\n", "sigma = 0.5\n", "Cdinv = (1 / sigma ** 2) * np.eye(data.size)\n", "data += rng.normal(loc=0, scale=sigma, size=data.shape)\n", "plt.errorbar(xm, data, yerr=sigma, fmt=\".\", label=\"Data\")\n", "plt.plot(x, cosine(true_parameters, mask=False), \"r--\", label=\"True model\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The objective function will be to minimise the error-weighted squared data misfit\n", "$$\\Phi(\\mathbf{m}) = (\\mathbf{d} - \\mathbf{Gm})^T C_d^{-1} (\\mathbf{d} - \\mathbf{Gm})$$\n", "where $\\mathbf{G}$ represents the basis of cosine functions (i.e. we are assuming we understand the physics perfectly)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def objective(m):\n", " prediction = cosine(m)\n", " residual = data - prediction\n", " return residual @ (Cdinv @ residual)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NA Direct Seach Phase" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After an initial random search of the parameter space, this phase iteratively resamples the \"neighbourhoods\" of the lowest-misfit regions.\n", "The result is a set of points, which when represented as a Voronoi diagram approximates the objective surface." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NAI - Initial Random Search\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NAI - Optimisation Loop: 100%|██████████| 20/20 [00:00<00:00, 21.71it/s]\n" ] } ], "source": [ "searcher = NASearcher(\n", " objective=objective,\n", " ns=100,\n", " nr=10,\n", " ni=1000,\n", " n=20,\n", " bounds=[(0, 2)] * 4,\n", ")\n", "\n", "searcher.run()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "best = searcher.samples[np.argmin(searcher.objectives)]\n", "\n", "plt.plot(x, np.apply_along_axis(cosine, 1, searcher.samples, mask=False).T, \"k\", alpha=0.01)\n", "plt.errorbar(xm, data, yerr=sigma, fmt=\".\", label=\"Data\")\n", "plt.plot(x, cosine(true_parameters, mask=False), \"r--\", label=\"True model\")\n", "plt.plot(x, cosine(best, mask=False), \"g--\", label=\"Best model\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Voronoi diagrams below show the 2D projections of the objective surface for each pair of parameters.\n", "Denser regions are more optimum (lower data misfit)." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(4, 4, figsize=(10, 10), tight_layout=True)\n", "for i in range(4):\n", " for j in range(4):\n", " if j < i:\n", " vor = Voronoi(searcher.samples[:, [i, j]])\n", " voronoi_plot_2d(vor, ax=axs[i, j], show_vertices=False, show_points=False, line_width=0.5)\n", " axs[i, j].scatter(best[i], best[j], c=\"g\", marker=\"x\", s=100, label=\"Best model\", zorder=10)\n", " axs[i, j].scatter(true_parameters[i], true_parameters[j], c=\"r\", marker=\"x\", s=100, label=\"True model\", zorder=10)\n", " axs[i, j].set_xlim(searcher.bounds[i])\n", " axs[i, j].set_ylim(searcher.bounds[j])\n", " axs[i, j].set_xticks([])\n", " axs[i, j].set_yticks([])\n", " else:\n", " axs[i, j].set_visible(False)\n", "handles, labels = axs[1,0].get_legend_handles_labels()\n", "by_label = dict(zip(labels, handles))\n", "fig.legend(by_label.values(), by_label.keys(), loc=\"lower left\", bbox_to_anchor=(0.5, 0.25))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NA Appraisal Phase" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obtain independent samples of the posterior probability density function, which is approximated from the samples obtained in the direct search phase." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A technicality here is that in the previous phase we looked to *minimise* the objective function i.e. minimise the predictive data misfit. In this phase we look to *maximise* the posterior. Under the hood, `NAAppraiser` expects the objective function values given to it to be the log of the posterior pdf, unless we tell it otherwise. Our objective function above is the *negative log posterior*\n", "$$p(\\mathbf{m}|\\mathbf{d}) \\propto e^{-\\Phi(\\mathbf{m})}$$\n", "so we need to supply `NAAppraiser` with `-searcher.objectives`. This is done under the hood if we simply give `searcher` to `NAAppraiser`.\n", "\n", "Note that the nomrmalisation constant is ignored because the sampler only compares ratios of posterior densities." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "NAII - Random Walk: 100%|██████████| 1000/1000 [00:10<00:00, 92.67it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:11<00:00, 89.90it/s] \n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:11<00:00, 88.49it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:11<00:00, 87.53it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:11<00:00, 86.04it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:11<00:00, 85.01it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:12<00:00, 82.28it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:12<00:00, 80.58it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:13<00:00, 73.34it/s]\n", "NAII - Random Walk: 100%|██████████| 1000/1000 [00:14<00:00, 70.61it/s]\n" ] } ], "source": [ "appraiser = NAAppraiser(\n", " searcher=searcher,\n", " n_resample=10000,\n", " n_walkers=10,\n", ")\n", "\n", "appraiser.run()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, np.apply_along_axis(cosine, 1, appraiser.samples, mask=False).T, \"k\", alpha=0.01)\n", "plt.plot(x, cosine(appraiser.mean, mask=False), \"b--\", label=\"Mean model\")\n", "plt.errorbar(xm, data, yerr=sigma, fmt=\".\", label=\"Data\")\n", "plt.plot(x, cosine(true_parameters, mask=False), \"r--\", label=\"True model\")\n", "plt.plot(x, cosine(best, mask=False), \"g--\", label=\"Best model\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(4, 4, tight_layout=True, figsize=(10, 10))\n", "for i in range(4):\n", " for j in range(4):\n", " axs[i, j].set_xlim(searcher.bounds[i])\n", " axs[i, j].set_xticks([])\n", " axs[i, j].set_yticks([])\n", " if i == j:\n", " axs[i, j].hist(appraiser.samples[:, i], bins=20, histtype=\"step\", color=\"k\")\n", " axs[i, j].axvline(true_parameters[i], color=\"r\")\n", " axs[i, j].axvline(appraiser.mean[i], color=\"b\", linestyle=\"--\")\n", " axs[i, j].axvline(best[i], color=\"g\", linestyle=\"--\")\n", " elif j < i:\n", " axs[i, j].scatter(appraiser.samples[:, i], appraiser.samples[:, j], s=0.5, color=\"k\", alpha=0.1)\n", " axs[i, j].scatter(true_parameters[i], true_parameters[j], color=\"r\", marker=\"x\")\n", " axs[i, j].scatter(appraiser.mean[i], appraiser.mean[j], color=\"b\", marker=\"x\")\n", " axs[i, j].scatter(best[i], best[j], color=\"g\", marker=\"x\")\n", " axs[i, j].set_ylim(searcher.bounds[j])\n", " else:\n", " axs[i, j].set_visible(False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 2 }