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@bwengals
Last active June 11, 2021 21:57
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "bbcc6ff3",
"metadata": {},
"outputs": [],
"source": [
"import pymc3 as pm\n",
"import aesara.tensor as aet\n",
"import arviz as az\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5b11793f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n = 100 # The number of data points\n",
"n_obs = 2 # The number of observed GPs (outputs)\n",
"\n",
"X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n",
"\n",
"# Define the true covariance function and its parameters\n",
"ℓ_true = 1.0\n",
"η_true = 3.0\n",
"cov_func = η_true ** 2 * pm.gp.cov.Matern52(1, ℓ_true)\n",
"\n",
"# A mean function that is zero everywhere\n",
"mean_func = pm.gp.mean.Zero()\n",
"\n",
"# The latent function values are one sample from a multivariate normal\n",
"# Note that we have to call `eval()` because PyMC3 built on top of Aesara\n",
"f_true = np.random.multivariate_normal(\n",
" mean_func(X).eval().flatten(), cov_func(X).eval() + 1e-8 * np.eye(n), n_obs\n",
").T\n",
"\n",
"# The observed data is the latent function plus a small amount of IID Gaussian noise\n",
"# The standard deviation of the noise is `sigma`\n",
"σ_true = 2.0\n",
"y = f_true + σ_true * np.random.randn(n, n_obs)\n",
"\n",
"## Plot the data and the unobserved latent function\n",
"fig = plt.figure(figsize=(12, 5))\n",
"ax = fig.gca()\n",
"ax.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\")\n",
"ax.plot(X, y, \"ok\", ms=3, alpha=0.5, label=\"Data\")\n",
"ax.set_xlabel(\"X\")\n",
"ax.set_ylabel(\"The true f(x)\");"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "675076e9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 2)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# note y.shape\n",
"y.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7ea85028",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='14' class='' max='14' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [14/14 00:00<00:00 logp = -457.69, ||grad|| = 0.65401]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"with pm.Model() as model:\n",
" ℓ = pm.Gamma(\"ℓ\", alpha=2, beta=1)\n",
" η = pm.HalfCauchy(\"η\", beta=5)\n",
"\n",
" cov_func = η ** 2 * pm.gp.cov.Matern52(1, ℓ)\n",
" mean_func = pm.gp.mean.Zero()\n",
"\n",
" σ = pm.HalfCauchy(\"σ\", beta=5)\n",
" noise = pm.gp.cov.WhiteNoise(σ)\n",
"\n",
" mu = mean_func(X)\n",
" Kxx = cov_func(X)\n",
" Knx = noise(X)\n",
" cov = Kxx + Knx\n",
" \n",
" y_ = pm.MvNormal(\"y\", mu=mu, cov=cov, observed=y.T) # transpose\n",
" \n",
" mp = pm.find_MAP()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "3678d94d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'ℓ_log__': array(-0.36741468),\n",
" 'η_log__': array(1.02985472),\n",
" 'σ_log__': array(0.6378147),\n",
" 'ℓ': array(0.69252241),\n",
" 'η': array(2.80065894),\n",
" 'σ': array(1.89234103)}"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mp"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a430a04c",
"metadata": {},
"outputs": [],
"source": [
"from aesara.tensor.slinalg import cholesky, Solve\n",
"\n",
"solve_lower = Solve(A_structure=\"lower_triangular\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "40137c4c",
"metadata": {},
"outputs": [],
"source": [
"## for prediction\n",
"Xnew = np.linspace(0, 20, 600)[:, None]\n",
"\n",
"with model:\n",
" Kxx = cov_func(X)\n",
" Kxs = cov_func(X, Xnew)\n",
" Knx = noise(X)\n",
" rxx = y.T - mean_func(X)\n",
" L = cholesky(pm.gp.util.stabilize(Kxx) + Knx)\n",
" A = solve_lower(L, Kxs)\n",
" v = solve_lower(L, rxx.T)\n",
" mu = mean_func(Xnew) + aet.dot(A.T, v).T\n",
" Kss = cov_func(Xnew)\n",
" cov = Kss - aet.dot(A.T, A)\n",
" \n",
" pm.MatrixNormal(\"f_pred\", mu=mu, rowcov=np.eye(n_obs), colcov=cov, shape=(n_obs, Xnew.shape[0])) "
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b4269aeb",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [1000/1000 00:33<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" pred_samples = pm.sample_posterior_predictive([mp], var_names=[\"f_pred\"], samples=1000)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "60533169",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from pymc3.gp.util import plot_gp_dist\n",
"\n",
"fig, axs = plt.subplots(2, 1, figsize=(12, 5))\n",
"axs = axs.flatten()\n",
"\n",
"# plot the data and the true latent function\n",
"n_outputs = 2\n",
"for i, ax in enumerate(axs):\n",
" plot_gp_dist(ax, pred_samples[\"f_pred\"][:, i, :].squeeze(), Xnew)\n",
" ax.plot(X, f_true[:, i], \"dodgerblue\", lw=3, label=\"True f\")\n",
" ax.plot(X, y[:, i], \"ok\", ms=3, alpha=0.5, label=\"Observed data\")\n",
"\n",
"# axis labels and title\n",
"plt.xlabel(\"X\")\n",
"plt.ylim([-13, 13])\n",
"plt.suptitle(\"Posterior distribution over $f(x)$ at the observed values\")\n",
"plt.legend();"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:pymcdev]",
"language": "python",
"name": "conda-env-pymcdev-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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