{ "cells": [ { "cell_type": "markdown", "id": "8090d4b2", "metadata": {}, "source": [ "## MCMC sampling\n", "\n", "In this example, we show how to sample our trained surrogate model using both the `emcee` and `dynesty` samplers. " ] }, { "cell_type": "code", "execution_count": 1, "id": "fd59f3c4", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from functools import partial\n", "import alabi\n", "\n", "from matplotlib import rcParams\n", "# rcParams['font.family'] = 'serif'\n", "# rcParams['text.usetex'] = True" ] }, { "cell_type": "markdown", "id": "1041d8b8", "metadata": {}, "source": [ "First, we need to define the same function that was used when creating the cached model, then we can reload our results from the previous tutorial:" ] }, { "cell_type": "code", "execution_count": 2, "id": "0d1f2eec", "metadata": {}, "outputs": [], "source": [ "# Redefine in this notebook so that pickle file can be loaded\n", "from scipy.optimize import rosen\n", "\n", "def rosenbrock_fn(x):\n", " return -rosen(x)/100.0\n", "\n", "bounds = [(-5,5), (-5,5)]\n", "param_names = ['x1', 'x2']" ] }, { "cell_type": "code", "execution_count": 3, "id": "3aad1d9c", "metadata": {}, "outputs": [], "source": [ "import os\n", "if not os.path.exists(\"results/rosenbrock_2d/surrogate_model.pkl\"):\n", " sm_tmp = alabi.SurrogateModel(lnlike_fn=rosenbrock_fn, bounds=bounds,\n", " param_names=param_names,\n", " savedir=\"results/rosenbrock_2d\", cache=True)\n", " sm_tmp.init_samples(ntrain=100, ntest=1000, sampler=\"sobol\")\n", " sm_tmp.init_gp(kernel=\"ExpSquaredKernel\", fit_amp=True, fit_mean=True,\n", " white_noise=-12, gp_opt_method=\"l-bfgs-b\")\n", " sm_tmp.active_train(niter=100, algorithm=\"bape\", gp_opt_freq=20)\n", " del sm_tmp\n", "sm = alabi.load_model_cache(\"results/rosenbrock_2d\")" ] }, { "cell_type": "markdown", "id": "b7d391bf", "metadata": {}, "source": [ "### Sampling with `emcee`\n", "\n", "First, let's run emcee with default settings (uniform prior):" ] }, { "cell_type": "code", "execution_count": 4, "id": "0acc51d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running emcee with 4 walkers for 20000 steps on 1 cores...\n", "\n", "Run 1: Need 1000 more samples...\n", "==================================================\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 20000/20000 [00:46<00:00, 427.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "burn-in estimate: 336\n", "thin estimate: 55\n", "\n", "Run 1 complete: 1380 samples\n", "Total accumulated samples: 1380\n", "Total samples: 1380\n", "Mean acceptance fraction: 0.524\n", "Mean autocorrelation time: 139.952 steps\n", "Caching model to results/rosenbrock_2d/surrogate_model...\n", "Saving final emcee samples to results/rosenbrock_2d/emcee_samples_final_likelihood_iter_100.npz ...\n" ] } ], "source": [ "import alabi.utility as ut\n", "\n", "# In this example we will set up a uniform prior within the parameter bounds\n", "prior_fn = partial(ut.lnprior_uniform, bounds=sm.bounds) # Use bounds from loaded model\n", "\n", "sm.run_emcee(\n", " like_fn=sm.surrogate_log_likelihood, # use like_fn=sm.true_log_likelihood to sample the true function\n", " prior_fn=prior_fn, # if None, defaults to uniform prior within bounds\n", " nwalkers=4,\n", " nsteps=int(2e4),\n", " burn=int(1e3),\n", " multi_proc=True,\n", " min_ess=1000\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "816a9b52", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting emcee posterior...\n", "Saving to results/rosenbrock_2d/emcee__posterior_likelihood.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sm.plot(plots=[\"emcee_corner\"]);" ] }, { "cell_type": "markdown", "id": "00d4bf80", "metadata": {}, "source": [ "### Sampling with `dynesty`\n", "\n", "Now let's use the `dynesty` nested sampler for comparison with default settings (uniform prior):" ] }, { "cell_type": "code", "execution_count": 6, "id": "048163b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing dynesty with self.surrogate_log_likelihood surrogate model as likelihood.\n", "Initialized dynesty DynamicNestedSampler.\n", "Running dynesty with 100 live points on 1 cores...\n", "\n", "Run 1: Need 1000 more samples...\n", "==================================================\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "10569it [01:22, 127.78it/s, batch: 42 | bound: 11 | nc: 1 | ncall: 145458 | eff(%): 7.235 | loglstar: -2.350 < 0.009 < -0.180 | logz: -2.616 +/- 0.042 | stop: 0.987] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 1 complete: 10569 samples, logZ = -2.616\n", "Total accumulated samples: 10569\n", "Caching model to results/rosenbrock_2d/surrogate_model...\n", "Saved dynesty samples to results/rosenbrock_2d/dynesty_samples_final_surrogate_iter_100.npz\n" ] } ], "source": [ "# Set up uniform prior - dynesty requires separate prior transform function\n", "prior_transform = partial(ut.prior_transform_uniform, bounds=sm.bounds) # Use bounds from loaded model\n", "\n", "dynesty_sampler_kwargs = {\"bound\": \"single\",\n", " \"nlive\": 100,\n", " \"sample\": \"auto\"}\n", "\n", "dynesty_run_kwargs = {\"wt_kwargs\": {'pfrac': 1.0}, # set weights to 100% posterior, 0% evidence\n", " \"stop_kwargs\": {'pfrac': 1.0},\n", " \"maxiter\": int(2e4),\n", " \"dlogz_init\": 0.5}\n", " \n", "sm.run_dynesty(like_fn=sm.surrogate_log_likelihood, # use like_fn=sm.true_log_likelihood to sample the true function\n", " prior_transform=prior_transform, # if None, defaults to uniform prior within bounds\n", " multi_proc=False, # optional parallelization (oftentimes not worth it for dynesty)\n", " sampler_kwargs=dynesty_sampler_kwargs, \n", " run_kwargs=dynesty_run_kwargs,\n", " min_ess=1000)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4eac4083", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting dynesty posterior...\n", "Saving to results/rosenbrock_2d/dynesty__posterior_surrogate.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sm.plot(plots=[\"dynesty_corner\"]);" ] }, { "cell_type": "code", "execution_count": 8, "id": "12076023", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting dynesty traceplot...\n", "Saving to results/rosenbrock_2d/dynesty_traceplot_surrogate.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sm.plot(plots=[\"dynesty_traceplot\"]);" ] }, { "cell_type": "code", "execution_count": 9, "id": "2b1311c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting dynesty runplot...\n", "Saving to results/rosenbrock_2d/dynesty_runplot_surrogate.png\n" ] }, { "data": { "image/png": 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