{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Getting started" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting a data to a user defined model" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "*refnx* can examine most curve fitting problems. Here we demonstrate a fit to a simple user defined model. This line example is taken from the [emcee documentation](http://emcee.readthedocs.io/en/stable/user/line.html) and the reader is referred to that link for more detailed explanation. The errorbars are underestimated, and the modelling will account for that." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "To use *refnx* we need first need to create a dataset. We create a synthetic dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "\n", "rng = np.random.default_rng(1220289787)\n", "\n", "# Choose the \"true\" parameters.\n", "m_true = -0.9594\n", "b_true = 4.294\n", "f_true = 0.534\n", "\n", "N = 50\n", "x = np.sort(10 * rng.uniform(size=N))\n", "yerr = 0.1 + 0.5 * rng.uniform(size=N)\n", "y = m_true * x + b_true\n", "y += np.abs(f_true * y) * rng.normal(size=N)\n", "y += yerr * rng.normal(size=N)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We create a `Data1D` object from this synthetic data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from refnx.dataset import Data1D\n", "\n", "data = Data1D(data=(x, y, yerr))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Then we need to set up a generative model. Firstly we write a fit-function that returns our straight line model. The `Parameter` objects describe the parameters we're going to use in the fit. We give the parameters values, names, and specify their limits. The parameters are combined into a `Parameters` set, `p`, using the or operator.\n", "Then we create a `Model` object from our parameter set and the fit-function. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from refnx.analysis import Parameter, Model\n", "\n", "\n", "def line(x, params, *args, **kwds):\n", " p_arr = np.array(params)\n", " return p_arr[0] + x * p_arr[1]\n", "\n", "\n", "# the model needs parameters\n", "p = Parameter(1, \"b\", vary=True, bounds=(0, 10))\n", "p |= Parameter(-2, \"m\", vary=True, bounds=(-5, 0.5))\n", "\n", "model = Model(p, fitfunc=line)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We set lower and upper limits on each of the parameters. This means that the log-prior probability from those parameters is described by a uniform distribution. Only solutions which have finite probability (i.e. lie between the limits) will be considered by the fit/sampler." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-2.3025850929940455 -inf\n" ] } ], "source": [ "# ln(1 / 10)\n", "# a value lying outside the limits is not possible\n", "print(p[0].logp(1), p[0].logp(-1))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "It's not required to give each parameter bounds unless the fit method requires it. The bounds do not have to be from a uniform distribution, any of the `scipy.stats.rv_continuous` distributions can be used:\n", "\n", "```\n", "import scipy.stats as stats\n", "# a normal distribution of mean 5 and standard deviation 1.\n", "p[0].bounds = stats.norm(5, 1)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we create an `Objective` from the model and the data. We use an extra parameter, `lnsigma`, to describe the underestimated error bars. Objectives use the model and data to calculate statistics about the curve fitting system." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "631.1788336329323 -6.405228458030841 -440.09147816937787 -446.4967066274087\n" ] } ], "source": [ "from refnx.analysis import Objective\n", "\n", "lnf = Parameter(0, \"lnf\", vary=True, bounds=(-10, 1))\n", "objective = Objective(model, data, lnsigma=lnf)\n", "print(objective.chisqr(), objective.logp(), objective.logl(), objective.logpost())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Then a `CurveFitter` is created from the `Objective`. This is responsible for doing all the curvefitting/Bayesian sampling. Let's do a quick fit using Differential Evolution." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "61.76988450033622: : 20it [00:00, 487.36it/s]\n" ] } ], "source": [ "from refnx.analysis import CurveFitter\n", "\n", "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In the final output of the sampling each varying parameter is given a set of statistics. `Parameter.value` is the median of the chain samples. `Parameter.stderr` is half the [15, 85] percentile, representing a standard deviation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4895160176\n", "Dataset = , 50 points\n", "datapoints = 50\n", "chi2 = 45.73170305997643\n", "Weighted = True\n", "Transform = None\n", "________________________________________________________________________________\n", "Parameters: None \n", "\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(objective)\n", "objective.plot();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The trouble with a single fit that minimises $\\chi^2$ is that it doesn't reveal the range of solutions that are consistent with the data. It also assumes that the parameter uncertainties will be normally distributed and uni-modal. To investigate the parameter probability distributions we need to use MCMC to sample the posterior probability distribution of the system. \n", "\n", "Note: `pool=` specifies that no parallelisation is done during sampling. On platforms that use `spawn` for multiprocessing special precautions [must be used](https://docs.python.org/3/library/multiprocessing.html#the-spawn-and-forkserver-start-methods) when using `pool > 1`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:04<00:00, 239.86it/s]\n" ] } ], "source": [ "fitter.sample(1000, pool=1);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Once the sampling is done we burn/discard some of the initial steps because the initial locations of the walkers won't be around their 'equilibrium' position. We thin out the chain to reduce auto-correlation between successive steps." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Parameters: None \n", "\n", "\n", "\n" ] } ], "source": [ "from refnx.analysis import process_chain\n", "\n", "process_chain(objective, fitter.chain, nburn=300, nthin=100, flatchain=True)\n", "print(objective.parameters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we can see the range of solutions that are consistent with the data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot(samples=300);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting a neutron reflectometry dataset" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We start off with all the relevant imports we'll need." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from importlib import resources\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "\n", "import refnx\n", "from refnx.dataset import ReflectDataset, Data1D\n", "from refnx.analysis import Transform, CurveFitter, Objective, Model, Parameter\n", "from refnx.reflect import SLD, Slab, ReflectModel" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "It's important to note down the versions of the software that you're using, in order for the analysis to be reproducible." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "refnx: 0.1.63.dev0+git20260318.81bb508\n", "scipy: 1.17.1\n", "numpy: 2.4.3\n" ] } ], "source": [ "print(\n", " f\"refnx: {refnx.version.version}\\n\"\n", " f\"scipy: {scipy.version.version}\\n\"\n", " f\"numpy: {np.version.version}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Loading/Creating a dataset" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "*refnx* reads 2, 3, or 4 column plain-text files using `Data1D` or `ReflectDataset`.\n", "\n", "\n", "| columns | data |\n", "|---------|-------------------------|\n", "| 2 | $x, y$ |\n", "| 3 | $x, y, y_{err}$ |\n", "| 4 |$x, y, y_{err}, x_{err}$ |\n", "\n", "\n", "$y_{err}$ being the standard deviation of the measured $y$ data, $x_{err}$ being the uncertainty in $x$.\n", "\n", "In a reflectometry context $x$ is the momentum transfer $Q$ ($A^{-1}$), $y_{err}$ is the uncertainty in the reflectivity, and $x_{err}$ is the full width at half maximum (FWHM) of the Gaussian approximation to the resolution function, $dQ$.\n", "\n", "The dataset we're going to use as an example is distributed with every install. The following cell determines its location." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "pth = resources.files(refnx.analysis)\n", "DATASET_NAME = \"c_PLP0011859_q.txt\"\n", "file_path = pth / f\"tests/{DATASET_NAME}\"" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`ReflectDataset` uses a file path to load the data. However, you can also make a dataset directly from numerical arrays." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "data = ReflectDataset(file_path)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Creating an interfacial Structure" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Structure` objects describe the interface of interest. They are made by assembling a series of `Components` (the simplest `Component` being a `Slab`. However, the first step is to create `SLD` objects that represent each of the materials:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "si = SLD(2.07, name=\"Si\")\n", "sio2 = SLD(3.47, name=\"SiO2\")\n", "film = SLD(2.0, name=\"film\")\n", "d2o = SLD(6.36, name=\"d2o\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Slab`s are created from these `SLD`s to represent each layer in the system." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# first number is thickness, second number is roughness\n", "# a native oxide layer\n", "sio2_layer = sio2(30, 3)\n", "\n", "# you can also create a Slab using something like:\n", "# sio2_layer = Slab(30, sio2, 3)\n", "\n", "\n", "# the film of interest\n", "film_layer = film(250, 3)\n", "\n", "# layer for the solvent\n", "d2o_layer = d2o(0, 3)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A `Slab` has the following parameters, which are all accessible as attributes:\n", "\n", " - `Slab.thick`\n", " - `Slab.sld.real`\n", " - `Slab.sld.imag`\n", " - `Slab.rough`\n", " - `Slab.vfsolv`\n", " \n", "We need to specify which parameters are going to vary in a fit, and what the limits are on those parameters. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "sio2_layer.thick.setp(bounds=(15, 50), vary=True)\n", "sio2_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "film_layer.thick.setp(bounds=(200, 300), vary=True)\n", "film_layer.sld.real.setp(bounds=(0.1, 3), vary=True)\n", "film_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "d2o_layer.rough.setp(vary=True, bounds=(1, 15))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we assemble the `Structure` from the `Components`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "structure = si | sio2_layer | film_layer | d2o_layer" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(sio2_layer.parameters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Structure` has a `sld_profile` method to return the SLD profile. Let's also plot that." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(*structure.sld_profile())\n", "plt.ylabel(\"SLD /$10^{-6} \\\\AA^{-2}$\")\n", "plt.xlabel(\"distance / $\\\\AA$\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `ReflectModel` calculates the generative model." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A `ReflectModel` is made from the `Structure` and is responsible for calculating the reflectivity of the system. `ReflectModel` performs resolution smearing, applies scaling factor and adds a Q-independent constant background. It can use constant `dq/q`, point-by-point, and full resolution kernel smearing. The resolution parameter, `dq`, can be fitted, but this will only be valid if your dataset didn't supply the instrument resolution." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "model = ReflectModel(structure, bkg=3e-6, dq=5.0)\n", "model.scale.setp(bounds=(0.6, 1.2), vary=True)\n", "model.bkg.setp(bounds=(1e-9, 9e-6), vary=True)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's quickly have a look at the model generated by the structure:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "q = np.linspace(0.005, 0.3, 1001)\n", "plt.plot(q, model(q))\n", "plt.xlabel(\"Q\")\n", "plt.ylabel(\"Reflectivity\")\n", "plt.yscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `Objective` combines the model and data, calculating statistics" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "An `Objective` is made from a model and dataset. Here we use a `Transform` to fit as logY vs X." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "objective = Objective(model, data, transform=Transform(\"logY\"))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The `Objective` can calculate statistics for the fitting system. Note how the log-probability is the sum of the log-prior and log-likelihood." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34376.69092305149 -5.013178251637257 -16157.428065740665 -16162.441243992302\n" ] } ], "source": [ "print(objective.chisqr(), objective.logp(), objective.logl(), objective.logpost())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `CurveFitter` does the fitting/sampling" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The final setup step is to create a `CurveFitter` from the `Objective`. These objects do the fitting/sampling. Let's do an initial fit with differential evolution." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-568.9488406210648: : 46it [00:02, 17.25it/s] \n" ] } ], "source": [ "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "An `Objective` has a plot method, which is a quick visualisation. You need matplotlib installed to create a graph. You can see that the fit looks good." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot()\n", "plt.legend()\n", "plt.xlabel(\"Q\")\n", "plt.ylabel(\"logR\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's see the results of the fit. For the case of DifferentialEvolution uncertainties are estimated by estimating the Hessian/Covariance matrix." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4922706832\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 921.7684635401719\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now lets do a MCMC sampling of the curvefitting system. First we do 400 samples which we then discard (burn). These samples are discarded because the initial chain might not be representative of an equilibrated system (i.e. distributed around the mean with the correct covariance)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 400/400 [00:23<00:00, 16.86it/s]\n" ] } ], "source": [ "fitter.sample(400, pool=-1)\n", "fitter.reset()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We then follow up with a production run, only saving 1 in 100 samples. This is to remove autocorrelation. We save 15 steps, giving a total of 15 * 200 samples (200 walkers is the default)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1500/1500 [01:32<00:00, 16.20it/s]\n" ] } ], "source": [ "res = fitter.sample(15, nthin=100, pool=-1)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In the final output of the sampling each varying parameter is given a set of statistics. `Parameter.value` is the median of the chain samples. `Parameter.stderr` is half the [15, 85] percentile, representing a standard deviation." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4922706832\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5974066956189\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A corner plot shows the covariance between parameters. You need to install the *matplotlib* and *corner* packages to create these graphs." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.corner();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Once we've done the sampling we can look at the variation in the model at describing the data. In this example there isn't much spread." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot(samples=300);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In a similar manner we can look at the spread in SLD profiles consistent with the data." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "structure.plot(samples=300)\n", "plt.ylim(2.2, 6);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting the BornAgain example" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "[BornAgain](https://www.bornagainproject.org/) is another program for fitting reflectometry and GISAS data. The following cells repeat an analysis originally found in their repository. The simulated thickness of the Titanium layer is 30 Angstrom, but we'll start the fit with a value of 50." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# necessary imports\n", "import numpy as np\n", "from refnx.util import q\n", "from refnx.analysis import Objective, CurveFitter, Transform\n", "from refnx.dataset import Data1D\n", "from refnx.reflect import SLD, Stack, ReflectModel" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# first grab the data. It can be found in the BornAgain repository,\n", "# but it's been archived in the refnx-testdata repository.\n", "# The data was originally created in genx.\n", "import requests as req\n", "import io\n", "import gzip\n", "\n", "url = (\n", " \"https://github.com/refnx/refnx-testdata/raw/refs/heads/master/data/reflect/genx_alternating_layers.dat.gz\"\n", ")\n", "f = gzip.open(io.BytesIO(req.get(url).content))\n", "dataset = np.loadtxt(f, usecols=(0, 1), skiprows=3).T\n", "\n", "# data is saved as two_theta, convert to Q.\n", "dataset[0] = q(dataset[0] / 2, 1.54)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# make a dataset\n", "data = Data1D(data=dataset)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# make the structure\n", "air = SLD(0)\n", "si = SLD(2.0704) # silicon substrate\n", "ni = SLD(9.4245) # nickel\n", "ti = SLD(-1.9493) # titanium\n", "\n", "# make the layers\n", "ti_layer = ti(50)\n", "ni_layer = ni(70)\n", "\n", "# Make a multilayer by using a Stack Component\n", "stack = Stack()\n", "stack |= ti_layer\n", "stack |= ni_layer\n", "stack.repeats.value = 10\n", "\n", "# The `|=` syntax is a way of appending Components to the Stack. You can also use that\n", "# syntax to append Components to a Structure.\n", "# An alternative way of creating the Stack would be:\n", "# stack = Stack(components=(ti_layer, ni_layer), repeats=10)\n", "\n", "structure = air | stack | si(0, 0)\n", "\n", "# put the Structure in a Model\n", "model = ReflectModel(structure, bkg=0, dq=0)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# we're only going to fit the Titanium thickness\n", "ti_layer.thick.setp(vary=True, bounds=(10, 60))\n", "\n", "# now do the fit\n", "objective = Objective(model, data, transform=Transform(\"logY\"))\n", "fitter = CurveFitter(objective)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "1.0115324738577631e-07: : 27it [00:00, 75.00it/s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now fit and plot\n", "fitter.fit(\"differential_evolution\")\n", "fig, ax = objective.plot()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0230618137099573e-07\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective.chisqr())\n", "print(ti_layer)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.14.0" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }