{ "cells": [ { "cell_type": "markdown", "id": "932a14e5-f0ba-40ce-8b5b-a9a45db9bdc1", "metadata": {}, "source": [ "# Fit - inequality constraint" ] }, { "cell_type": "code", "execution_count": 1, "id": "dc07bf35-0121-4d45-9bf3-f4c25e725bad", "metadata": {}, "outputs": [], "source": [ "import nexus as nx\n", "#import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "22151425-bc7d-41bb-b377-91485b038829", "metadata": {}, "outputs": [], "source": [ "# load example spectrum\n", "detuning, intensity = nx.data.Load(\"spectrum_equality.txt\",\n", " x_index = 0,\n", " intensity_index = 1)" ] }, { "cell_type": "code", "execution_count": 3, "id": "3a6c168e-589d-4ae3-86c7-c2859c89ebd9", "metadata": {}, "outputs": [], "source": [ "#setup fit parameters\n", "isomer = nx.Var(0.8, min = 0, max = 2, fit = True, id=\"isomer\")\n", "\n", "# assign to sites\n", "site1 = nx.Hyperfine(\n", " id = \"site 1\",\n", " weight = 0.5,\n", " isomer = isomer,\n", " magnetic_field = nx.Var(value = 32, min = 0, max = 35, fit = True, id = \"mag field 1\"),\n", " isotropic = False)\n", "\n", "site2 = nx.Hyperfine(\n", " id = \"site 2\",\n", " weight = 0.5,\n", " isomer = isomer,\n", " magnetic_field = nx.Var(value = 14, min = 0, max = 35, fit = True, id = \"mag field 2\"),\n", " isotropic = False)\n", "\n", "mat_Fe = nx.Material.Template(nx.lib.material.Fe_enriched)\n", "\n", "mat_Fe.hyperfine_sites = [site1, site2]\n", "\n", "#create sample\n", "lay_Fe = nx.Layer(id = \"Fe\",\n", " material = mat_Fe,\n", " thickness = 2800)\n", "\n", "sample = nx.Sample(id = \"sample\",\n", " layers = [lay_Fe],\n", " geometry = \"f\")\n", "\n", "beam = nx.Beam()\n", "beam.LinearSigma()\n", "\n", "exp = nx.Experiment(beam = beam,\n", " objects = [sample],\n", " isotope = nx.moessbauer.Fe57,\n", " id = \"my exp\")\n", "\n", "energy_spec = nx.EnergySpectrum(exp,\n", " detuning,\n", " intensity_data = intensity,\n", " id = \"energy spec\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "92242ab5-9e9c-4a17-8cfd-3cf287f7f10c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Run Fit instance with id: \n", "\n", "Starting fit with 1 measurement data set(s) and 5 fit parameter(s):\n", "\n", " no. | id | initial value | min | max\n", " 0 | ES scaling | 88229.4 | 1e-16 | 8.82294e+06\n", " 1 | ES backgr | 7794.22 | 0 | 779422\n", " 2 | isomer | 0.8 | 0 | 2\n", " 3 | mag field 1 | 32 | 0 | 35\n", " 4 | mag field 2 | 14 | 0 | 35\n", "\n", "Using 0 equality constraint(s) on parameter(s):\n", "\n", "Using 1 inequality constraint(s).\n", "\n", "\n", "Calling Pagmo solver with fit method PagmoDiffEvol\n", "\n", " population: 60\n", " iterations: 100\n", "\n", " cost = 9.002691e+02\n", "\n", "Calling ceres solver with fit method LevMar\n", "\n", "Ceres Solver Report: Iterations: 5, Initial cost: 9.002691e+02, Final cost: 3.548515e+02, Termination: CONVERGENCE\n", "\n", "Gradient error analysis.\n", "\n", "\n", "Fit performed with algorithm:\n", "PagmoDiffEvol\n", "Local algorithm:\n", "LevMar\n", "Error analysis:\n", "Gradient\n", "\n", "Using 5 fit parameter(s):\n", "\n", " no. | id | fit value | +/- std dev | initial value | min | max\n", " 0 | ES scaling | 100296 | 229.737 | 88229.4 | 1e-16 | 8.82294e+06\n", " 1 | ES backgr | 0 | 175.298 | 7794.22 | 0 | 779422\n", " 2 | isomer | 1.00025 | 0.000493408 | 0.8 | 0 | 2\n", " 3 | mag field 1 | 9.99384 | 0.00649243 | 32 | 0 | 35\n", " 4 | mag field 2 | 33.0021 | 0.00655228 | 14 | 0 | 35\n", "\n", " Values at boundaries:\n", " ES backgr at LOWER boundary: 0\n", "\n", "Correlation matrix:\n", "\n", " no. | 0 1 2 3 4 \n", " -----|---------------------------------------------\n", " 0 | 1.000 -0.978 0.001 0.052 -0.002 \n", " 1 | -0.978 1.000 -0.001 -0.054 0.003 \n", " 2 | 0.001 -0.001 1.000 0.002 0.001 \n", " 3 | 0.052 -0.054 0.002 1.000 0.009 \n", " 4 | -0.002 0.003 0.001 0.009 1.000 \n", "\n", "Using 0 equality constraint(s) on parameter(s):\n", "\n", "and 1 inequality constraint(s).\n", "\n", "Total cost = 1.770e+00\n", "\n", "cost for each FitMeasurement is:\n", "\n", " no. | id | cost | %\n", " 0 | energy spec | 1.770e+00 | 100.000\n", "\n", "Fit instance with id \"\" finished.\n", "\n" ] } ], "source": [ "fit = nx.Fit([energy_spec],\n", " inequalities = [lambda: site1.magnetic_field.value < site2.magnetic_field.value])\n", "\n", "fit.options.method = \"PagmoDiffEvol\"\n", "\n", "fit()" ] }, { "cell_type": "code", "execution_count": 5, "id": "a69b5002-339c-4590-9c2d-dc1f36b394b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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