{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Using different MC packages for Bayesian sampling" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "refnx can work with a variety of MC packages for inference. This notebook will demonstrate the use of various packages:\n", "\n", "- [emcee](https://emcee.readthedocs.io/en/stable/) (vendored into refnx), \n", "- [pymc](https://www.pymc.io/welcome.html)\n", "- [dynesty](https://dynesty.readthedocs.io/en/stable/)\n", "\n", "An excellent reference to see how to use a wide range of packages for statistical inference is [https://mattpitkin.github.io/samplers-demo/pages/samplers-samplers-everywhere](https://mattpitkin.github.io/samplers-demo/pages/samplers-samplers-everywhere)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "import os.path\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 (\n", " Transform,\n", " CurveFitter,\n", " Objective,\n", " Model,\n", " Parameter,\n", " pymc_model,\n", " process_chain,\n", ")\n", "from refnx.reflect import SLD, Slab, ReflectModel\n", "\n", "import pymc as pm\n", "import dynesty\n", "import arviz as az" ] }, { "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": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "refnx: 0.1.46.dev0+8a21b67\n", "scipy: 1.13.0\n", "numpy: 1.26.4\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": [ "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": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "pth = os.path.dirname(refnx.__file__)\n", "DATASET_NAME = \"c_PLP0011859_q.txt\"\n", "file_path = os.path.join(pth, \"analysis\", \"test\", DATASET_NAME)\n", "data = ReflectDataset(file_path)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### The Structure" ] }, { "cell_type": "code", "execution_count": 4, "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": "code", "execution_count": 5, "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", "# the film of interest\n", "film_layer = film(250, 3)\n", "\n", "# layer for the solvent\n", "d2o_layer = d2o(0, 3)" ] }, { "cell_type": "code", "execution_count": 6, "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": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "structure = si | sio2_layer | film_layer | d2o_layer" ] }, { "cell_type": "code", "execution_count": 8, "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": [ "### ReflectModel, Objective, Curvefitter" ] }, { "cell_type": "code", "execution_count": 9, "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": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "objective = Objective(model, data, transform=Transform(\"logY\"))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-565.142272770164: : 44it [00:02, 18.99it/s] \n" ] } ], "source": [ "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\", target=\"nlpost\");" ] }, { "cell_type": "code", "execution_count": 12, "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": [ "### emcee" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now lets do a MCMC sampling of the curvefitting system. First we do sampling to burn-in the system. We'll also checkout the autocorrelation time of the system. We'll then discard the burn-in samples 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": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3000/3000 [02:55<00:00, 17.12it/s]\n" ] } ], "source": [ "fitter.sample(3000, pool=8);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(fitter.acf()[:, 4])\n", "fitter.reset()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We then follow up with a production run, only saving 1 in 200 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": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3000/3000 [04:07<00:00, 12.12it/s]\n" ] } ], "source": [ "res = fitter.sample(15, nthin=200, pool=1)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "This seems to be an effective sampling rate of ~15 * 200 / 210 = 15 samples/sec\n", "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": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 12912394064\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5916726366621\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": 17, "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": 18, "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": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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       "
\n" ], "text/plain": [ "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 10 chains for 1_000 tune and 10_000 draw iterations (10_000 + 100_000 draws total) took 106 seconds.\n" ] } ], "source": [ "with pymc_model(objective) as _model:\n", " starter = {\n", " f\"p{n}\": par.value for n, par in enumerate(objective.varying_parameters())\n", " }\n", " trace = pm.sample(draws=10000, chains=10, initvals=starter, step=pm.DEMetropolis())" ] }, { "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": [ "az.plot_posterior(trace);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_autocorr(trace, combined=True, max_lag=1000);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Given that the autocorrelation time is ~100, this corresponds to something like 10 * 10000 / 100 = 1000 independent samples.\n", "The time taken on my machine was ~80 sec, corresponding to an effective sampling rate of ~13 samples/sec. Note that the emcee was sampling at an effective rate of ~15 samples/sec. *The two rates are effectively the same*. There is room to tweak both sampling runs to slightly speed them up.\n", "\n", "Note how all the parameters are labelled `p0, p1, ..., pn`. Each of those parameters correspond to a Parameter in `Objective.varying_parameters()`. Compared to the inbuilt processing one would have to do some manual processing. Let's work out some stats for `p4`, which corresponds to a layer thickness." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(objective.varying_parameters()[4])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 10000)\n" ] }, { "data": { "text/plain": [ "(259.04153520751777, 0.22965548622113374)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# grab hold of the MCMC chain for that parameter\n", "chain = trace.posterior[\"p4\"].data\n", "print(chain.shape)\n", "\n", "\n", "# work out some of the quantile statistics.\n", "def process_chain_for_parameter(chain):\n", " quantiles = np.quantile(chain, [0.158, 0.5, 0.842])\n", " return quantiles[1], 0.5 * (quantiles[-1] - quantiles[0])\n", "\n", "\n", "process_chain_for_parameter(chain)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Let's create a function to update the best fit.\n", "def update_objective_from_trace(objective, trace):\n", " vpars = objective.varying_parameters()\n", " for i, vpar in enumerate(vpars):\n", " median, sd = process_chain_for_parameter(trace.posterior[f\"p{i}\"])\n", " vpar.value = median\n", " vpar.stderr = sd\n", "\n", "\n", "update_objective_from_trace(objective, trace)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 12912394064\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5912197764426\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": [ "The parameter values from `pymc` and `emcee` are effectively the same." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Sampling with dynesty" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import dynesty" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "You can find out how to estimate posteriors with dynesty using this page, https://dynesty.readthedocs.io/en/stable/dynamic.html. It's best to use the dynamic nested sampler, then you need to reweight the samples with the weights. Dynesty provides a utility function for that.\n", "You can also use dynesty to perform model comparison by looking at the evidence term." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "26170it [00:59, 440.14it/s, batch: 4 | bound: 11 | nc: 1 | ncall: 129925 | eff(%): 20.022 | loglstar: 563.557 < 570.721 < 569.132 | logz: 537.081 +/- 0.193 | stop: 0.921] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(26170, 8)\n" ] } ], "source": [ "nested_sampler = dynesty.DynamicNestedSampler(\n", " objective.logl, objective.prior_transform, ndim=len(objective.varying_parameters())\n", ")\n", "nested_sampler.run_nested()\n", "# process the samples\n", "chain = nested_sampler.results.samples_equal()\n", "\n", "# another way of processing the samples (reweighting is needed)\n", "logZdynesty = nested_sampler.results.logz[-1] # value of logZ\n", "weights = np.exp(nested_sampler.results.logwt - logZdynesty)\n", "chain = dynesty.utils.resample_equal(nested_sampler.results.samples, weights)\n", "\n", "print(chain.shape)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The size of the chain resulting from the `samples_equal` method is not equal to the number of effective samples. One can estimate the effective number of posterior samples resulting from a run using the following:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "effective number of samples: 26169\n" ] } ], "source": [ "def ess(weights):\n", " \"\"\"\n", " Estimate the effective sample size from the weights.\n", "\n", " Args:\n", " weights (array_like): an array of weights values for each nested sample\n", "\n", " Returns:\n", " int: the effective sample size\n", " \"\"\"\n", "\n", " N = len(weights)\n", " w = weights / weights.sum()\n", " ess = N / (1.0 + ((N * w - 1) ** 2).sum() / N)\n", "\n", " return int(ess)\n", "\n", "\n", "print(\"effective number of samples: \", ess(np.exp(weights)))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The effective sampling rate for dynesty seems to be ~28000/50 ~ 570 samples/sec.\n", "\n", "Let's process the chain to put the statistics into the objective. Here we'll use the `process_chain` utility function that's designed for use with emcee chains. This function assumes that the chain has shape `(nsteps, nwalkers, nvars)`. The chain from dynesty has shape `(nsamples, nvars)`, so we can fake the dynesty chain into looking like an emcee chain by putting an extra axis in." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "process_chain(objective, chain[:, None, :]);" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 12912394064\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.588838133723\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": [ "### Conclusions\n", "\n", "Hopefully you've found it useful to see how the three sampling packages can be used to obtain posterior distributions for the parameter set. All have high performance. The `emcee` sampler will probably stay the default, but it may be useful to look into both `pymc` and `dynesty` to see what useful (unique) features they may offer - especially if `dynesty` appears to have a much faster sampling rate." ] } ], "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": "3.12.3" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }