{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"import kombine"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import some cool visualization stuff."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import corner\n",
"import prism\n",
"\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"prism.inline_ipynb()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2-D Rosenbrock Target Distribution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define the target function."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ndim = 2\n",
"\n",
"def rosenbrock(x):\n",
" return -np.sum((1.0 - x[:-1])*(1.0 - x[:-1]) + 100.0*(x[1:] - x[:-1]*x[:-1])*(x[1:] - x[:-1]*x[:-1]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a uniformly distributed ensemble and burn it in."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"nwalkers = 500 \n",
"sampler = kombine.Sampler(nwalkers, ndim, rosenbrock)\n",
"\n",
"p0 = np.random.uniform(-10, 10, size=(nwalkers, ndim))\n",
"p, post, q = sampler.burnin(p0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See what burnin did."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prism.corner(sampler.chain)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate some more samples."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"p, post, q = sampler.run_mcmc(500)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 876
}
},
"output_type": "display_data"
}
],
"source": [
"fig, [ax1, ax2, ax3] = plt.subplots(1, 3, figsize=(15, 5))\n",
"\n",
"ax1.plot(sampler.acceptance_fraction, 'k', alpha=.5, label=\"Mean Acceptance Rate\");\n",
"\n",
"for p, ax in zip(range(sampler.dim), [ax2, ax3]):\n",
" ax.plot(sampler.chain[..., p], alpha=0.1)\n",
"\n",
"ax1.legend(loc='lower right');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot independent samples."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"105262 independent samples collected with a mean ACL of 2.478.\n"
]
},
{
"data": {
"image/png": 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OAtYDxwNPq33duT5n/x4Wxs9p4fysFmbUP6eanhJbKiWpyzLz6W3XIEn9ZqiUpHprmp/r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\nEARBEAS9JkRlEARBEARB0Gv+H9vE883OtTuXAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 330,
"width": 330
}
},
"output_type": "display_data"
}
],
"source": [
"acls = np.ceil(2/np.mean(sampler.acceptance[-500:], axis=0) - 1).astype(int)\n",
"\n",
"ind_samps = np.concatenate([sampler.chain[-500::acl, c].reshape(-1, 2) for c, acl in enumerate(acls)])\n",
"print(\"{} independent samples collected with a mean ACL of {}.\".format(len(ind_samps), np.mean(acls)))\n",
"\n",
"corner.corner(ind_samps, plot_density=False, plot_contours=False);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 1
}