{ "cells": [ { "cell_type": "markdown", "id": "8430a5c1", "metadata": {}, "source": [ "# How to plot derivatives\n", "\n", "In this guide, we show you how to plot numerical derivatives that were calculated using estimagic's `first_derivative` function." ] }, { "cell_type": "markdown", "id": "9d8927f1", "metadata": {}, "source": [ "## Why plot your derivatives?\n", "\n", "In estimagic, derivatives are mainly used to help in optimization. When an optimization process is stuck, it may be helpful in the debugging procedure to examine the derivative more closely." ] }, { "cell_type": "markdown", "id": "d155660a", "metadata": {}, "source": [ "## Univariate functions\n", "\n", "The function ``derivative_plot`` works on the dictionary returned by ``first_derivative``. Note that this **requires** ``return_func_value`` and ``return_info`` to be set to True, **and** ``n_steps`` to be larger than 1." ] }, { "cell_type": "code", "execution_count": 1, "id": "1c033ff9", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import estimagic as em" ] }, { "cell_type": "code", "execution_count": 2, "id": "b8df45e8", "metadata": {}, "outputs": [], "source": [ "def sphere(params):\n", " return params @ params" ] }, { "cell_type": "code", "execution_count": 3, "id": "d3578f81", "metadata": {}, "outputs": [], "source": [ "fd = em.first_derivative(\n", " func=sphere, params=np.zeros(1), n_steps=4, return_func_value=True, return_info=True\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "0c4f9327", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = em.derivative_plot(fd)\n", "\n", "fig = fig.update_layout(width=800, height=500)\n", "fig.show(renderer=\"png\")" ] }, { "cell_type": "markdown", "id": "37abbcc5", "metadata": {}, "source": [ "### Description:\n", "\n", "The figure visualizes the function evaluations, the best estimate of the derivative, as well as forward, central and, backward derivative estimates. Forward and backward estimates come with bands that are calculated by applying the standard (forward/backward) formula on the smallest and largest possible steps. **These bands are not confidence intervals**, they shall merely give a rough overview as to where the true derivative may lie." ] }, { "cell_type": "markdown", "id": "b6a0ba22", "metadata": {}, "source": [ "## Multivariate functions" ] }, { "cell_type": "code", "execution_count": 5, "id": "101c6d0f", "metadata": {}, "outputs": [], "source": [ "def multivariate(params):\n", " y1 = params[0] ** 3 + params[1]\n", " y2 = params[2] ** 2 - params[0]\n", " return np.array([y1, y2])" ] }, { "cell_type": "code", "execution_count": 6, "id": "ed0102c6", "metadata": {}, "outputs": [], "source": [ "fd = em.first_derivative(\n", " func=multivariate,\n", " params=np.zeros(3),\n", " n_steps=4,\n", " return_func_value=True,\n", " return_info=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "id": "b9d37dd0", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = em.derivative_plot(fd)\n", "\n", "fig = fig.update_layout(height=1000, width=1000)\n", "fig.show(renderer=\"png\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }