diff --git a/tutorials/tutorial1_refl1d.ipynb b/tutorials/tutorial1_refl1d.ipynb index d4fb675..7b5ecea 100644 --- a/tutorials/tutorial1_refl1d.ipynb +++ b/tutorials/tutorial1_refl1d.ipynb @@ -1,8 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using refl1d to analyse a simple dataset" + ] + }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -10,61 +17,66 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from refl1d.names import *\n", - "import bumps" + "import bumps\n", + "from bumps.fitters import fit" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "probe = load4(\"c_PLP0011859_q.txt\")" + "# load 4 column data into a Q-probe.\n", + "probe = load4(\"c_PLP0011859_q.txt\")\n", + "\n", + "# the dq column is expressed in that dataset as a FWHM, so divide by 2.35.\n", + "probe.dQ /= 2.3548" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ + "# creating some SLD objects to describe the layers\n", "Si = SLD(name=\"Si\", rho=2.0737, irho=2.376e-5)\n", - "SiO2 = SLD(name=\"Si\", rho=3.47)\n", + "SiO2 = SLD(name=\"SiO2\", rho=3.4)\n", "D2O = SLD(name=\"D2O\", rho=6.36)\n", "polymer = SLD(name=\"polymer\", rho=2.5)\n", "\n", - "sample = Si(0, 3) | SiO2(15, 3) | polymer(250, 3) | D2O(0, 0)" + "# we'll use a common roughness for all the interfaces, apart from Si/SiO2\n", + "rough = Parameter(4, name=\"roughness\")\n", + "\n", + "# the roughness for layer N is between N/N+1\n", + "sample = Si(0, 3) | SiO2(15, rough) | polymer(250, rough) | D2O(0, 0)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Parameter(D2O interface)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ + "# The sample stack was described in the order fronting-->backing, so change backing_reflectivity\n", + "probe.back_reflectivity = True\n", + "\n", "# change parameter bounds\n", "probe.background.range(1e-7, 2e-6)\n", - "sample[1].thickness.range(5, 30)\n", - "sample[1].interface.range(1, 10)\n", + "probe.background.value = 1e-6\n", + "probe.intensity.range(0.8, 1.2)\n", + "\n", + "sample[1].thickness.range(5, 50)\n", + "SiO2.rho.range(3.31, 3.474)\n", "sample[2].thickness.range(200, 300)\n", - "sample[2].interface.range(1, 10)\n", - "sample[-1].interface.range(1, 10)" + "polymer.rho.range(1, 4)\n", + "rough.range(1, 10);" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -82,30 +94,96 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "_ = fit(problem, method='lm')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "problem.plot()" ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "background c_PLP0011859_q : 4.114433743805108e-07\n", + "intensity c_PLP0011859_q : 0.8815211405043505\n", + "roughness : 4.078395407440865\n", + "SiO2 rho : 3.3883845200336893\n", + "SiO2 thickness : 40.515496289538596\n", + "polymer rho : 2.4334654628698296\n", + "polymer thickness : 258.0832170883024\n" + ] + } + ], + "source": [ + "for p in problem.parameters:\n", + " print(f\"{str(p):<30s}: {p.value:10}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Parameter.pm() missing 1 required positional argument: 'plus'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mproblem\u001b[49m\u001b[43m.\u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpm\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[31mTypeError\u001b[39m: Parameter.pm() missing 1 required positional argument: 'plus'" + ] + } + ], + "source": [ + "problem.parameters[0].pm()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -119,7 +197,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.14.0" } }, "nbformat": 4,