diff --git a/notebooks/latent_approx.ipynb b/notebooks/latent_approx.ipynb new file mode 100644 index 000000000..3be462310 --- /dev/null +++ b/notebooks/latent_approx.ipynb @@ -0,0 +1,650 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "31fd5d6b-39de-434c-b003-ad9b6f208426", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", + "Your Python environment has Theano(-PyMC) 1.1.2 installed, but you are importing PyMC 4.0.0 which uses Aesara as its backend.\n", + "For PyMC 4.0.0 to work as expected you should uninstall Theano(-PyMC).\n", + "See https://github.com/pymc-devs/pymc/wiki for update instructions.\n", + "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", + "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", + "You are importing PyMC 4.0.0, but your environment also has the legacy version PyMC3 3.11.2 installed.\n", + "For PyMC 4.0.0 to work as expected you should uninstall PyMC3.\n", + "See https://github.com/pymc-devs/pymc/wiki for update instructions.\n", + "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", + "You are running the v4 development version of PyMC which currently still lacks key features. You probably want to use the stable v3 instead which you can either install via conda or find on the v3 GitHub branch: https://github.com/pymc-devs/pymc/tree/v3\n" + ] + } + ], + "source": [ + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pymc as pm\n", + "from aesara import tensor as at\n", + "\n", + "import pymc_experimental as pmx" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "97906a1c-8e9e-4263-8860-9a54202171ff", + "metadata": {}, + "outputs": [], + "source": [ + "from pymc_experimental.gp import HSGP, KarhunenLoeveExpansion, ProjectedProcess\n", + "from pymc_experimental.gp.latent_approx import ExpQuad, Matern12, Matern32, Matern52" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6bd0b161-438e-4d8a-b528-52fce7652731", + "metadata": {}, + "outputs": [], + "source": [ + "eta_t = 1.0\n", + "ell_t = 1.0\n", + "cov_t = eta_t ** 2 * pm.gp.cov.ExpQuad(1, ls=ell_t)\n", + "\n", + "x = np.linspace(0, 20, 20)\n", + "x_cond = np.linspace(0, 20, 100)\n", + "x_all = np.concatenate([x, x_cond])\n", + "rng = np.random.default_rng(seed=42)\n", + "f_all = rng.multivariate_normal(\n", + " np.zeros(len(x_all)), cov_t(x_all[:, None]).eval(), 1\n", + ").flatten()\n", + "f = f_all[: len(x)]\n", + "f_cond_true = f_all[len(x) :]\n", + "\n", + "sigma_t = 0.1\n", + "y = f + sigma_t * rng.normal(size=len(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bccea532-5f86-4405-8caa-5c5dedbd186e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = ppc.posterior_predictive[\"f_cond\"].stack({\"f\": [\"chain\", \"draw\"]}).values\n", + "upper = np.percentile(f, 95, axis=1)\n", + "lower = np.percentile(f, 5, axis=1)\n", + "\n", + "plt.plot(x, y, \"k.\")\n", + "plt.plot(x_cond, f_cond_true, \"-r\")\n", + "plt.fill_between(x_cond, lower, upper, alpha=0.5);" + ] + }, + { + "cell_type": "markdown", + "id": "bc501b49-0112-406b-9521-bbbffbe1be96", + "metadata": {}, + "source": [ + "# Projected Process / DTC" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dd9f5768-02da-4c3b-ba9c-b7f1111a9e58", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "/home/lpaz/repos/pymc3/pymc/model.py:925: FutureWarning: `Model.initial_point` has been deprecated. Use `Model.recompute_initial_point(seed=None)`.\n", + " warnings.warn(\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [eta, ell, f_u_rotated_, sigma]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 20 s, sys: 424 ms, total: 20.4 s\n", + "Wall time: 45.3 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "with pm.Model() as model:\n", + " eta = pm.HalfNormal(\"eta\", sd=1)\n", + " ell = pm.Gamma(\"ell\", alpha=2, beta=1)\n", + " cov = eta ** 2 * ExpQuad(1, ls=ell)\n", + " gp = ProjectedProcess(n_inducing=15, cov_func=cov)\n", + "\n", + " f = gp.prior(\"f\", X=x[:, None])\n", + "\n", + " sigma = pm.HalfNormal(\"sigma\", sd=1)\n", + " pm.Normal(\"lik\", mu=f, sd=sigma, observed=y)\n", + "\n", + "with model:\n", + " tr = pm.sample(target_accept=0.9)\n", + "\n", + "with model:\n", + " f_cond = gp.conditional(\"f_cond\", x_cond[:, None])\n", + " ppc = pm.sample_posterior_predictive(tr, var_names=[\"f_cond\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a447d5b5-861b-406f-9705-57d1fa8fee42", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = ppc.posterior_predictive[\"f_cond\"].stack({\"f\": [\"chain\", \"draw\"]}).values\n", + "upper = np.percentile(f, 95, axis=1)\n", + "lower = np.percentile(f, 5, axis=1)\n", + "\n", + "plt.plot(x, y, \"k.\")\n", + "plt.plot(x_cond, f_cond_true, \"-r\")\n", + "plt.fill_between(x_cond, lower, upper, alpha=0.5);" + ] + }, + { + "cell_type": "markdown", + "id": "b2fafa59-2934-41e4-8865-0b3dae97f32f", + "metadata": {}, + "source": [ + "# Hilbert Space GP (HSGP)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1170f7dd-c92c-469b-9d2f-87eb8e0d208d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "/home/lpaz/repos/pymc3/pymc/model.py:925: FutureWarning: `Model.initial_point` has been deprecated. Use `Model.recompute_initial_point(seed=None)`.\n", + " warnings.warn(\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [eta, ell, f_coeffs_, sigma]\n", + "/home/lpaz/repos/pymc3/pymc/model.py:925: FutureWarning: `Model.initial_point` has been deprecated. Use `Model.recompute_initial_point(seed=None)`.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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"c84d2817-8342-481e-a0ed-024c4db50d11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = ppc.posterior_predictive[\"f_cond\"].stack({\"f\": [\"chain\", \"draw\"]}).values\n", + "upper = np.percentile(f, 95, axis=1)\n", + "lower = np.percentile(f, 5, axis=1)\n", + "\n", + "plt.plot(x, y, \"k.\")\n", + "plt.plot(x_cond, f_cond_true, \"-r\")\n", + "plt.fill_between(x_cond, lower, upper, alpha=0.5);" + ] + } + ], + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pymc_experimental/gp/__init__.py b/pymc_experimental/gp/__init__.py index e69de29bb..d8a9c6d3a 100644 --- a/pymc_experimental/gp/__init__.py +++ b/pymc_experimental/gp/__init__.py @@ -0,0 +1 @@ +from pymc_experimental.gp.latent_approx import HSGP, ProjectedProcess, KarhunenLoeveExpansion \ No newline at end of file diff --git a/pymc_experimental/gp/latent_approx.py b/pymc_experimental/gp/latent_approx.py new file mode 100644 index 000000000..a0bbaa0e6 --- /dev/null +++ b/pymc_experimental/gp/latent_approx.py @@ -0,0 +1,214 @@ +import numpy as np +import aesara.tensor as at +import pymc as pm + +from pymc.gp.util import ( + JITTER_DEFAULT, + cholesky, + conditioned_vars, + infer_size, + replace_with_values, + solve_lower, + solve_upper, + stabilize, +) + + +class LatentApprox(pm.gp.Latent): + ## TODO: use strings to select approximation, like pm.gp.MarginalApprox? + pass + + +class ProjectedProcess(pm.gp.Latent): + ## AKA: DTC + def __init__(self, n_inducing, *, mean_func=pm.gp.mean.Zero(), cov_func=pm.gp.cov.Constant(0.0)): + self.n_inducing = n_inducing + super().__init__(mean_func=mean_func, cov_func=cov_func) + + def _build_prior(self, name, X, Xu, jitter=JITTER_DEFAULT, **kwargs): + mu = self.mean_func(X) + Kuu = self.cov_func(Xu) + L = cholesky(stabilize(Kuu, jitter)) + + n_inducing_points = infer_size(Xu, kwargs.pop("size", None)) + v = pm.Normal(name + "_u_rotated_", mu=0.0, sigma=1.0, size=n_inducing_points, **kwargs) + u = pm.Deterministic(name + "_u", L @ v) + + Kfu = self.cov_func(X, Xu) + Kuuiu = solve_upper(at.transpose(L), solve_lower(L, u)) + + return pm.Deterministic(name, mu + Kfu @ Kuuiu), Kuuiu, L + + def prior(self, name, X, Xu=None, jitter=JITTER_DEFAULT, **kwargs): + if Xu is None and self.n_inducing is None: + raise ValueError + elif Xu is None: + if isinstance(X, np.ndarray): + Xu = pm.gp.util.kmeans_inducing_points(self.n_inducing, X, **kwargs) + + f, Kuuiu, L = self._build_prior(name, X, Xu, jitter, **kwargs) + self.X, self.Xu = X, Xu + self.L, self.Kuuiu = L, Kuuiu + self.f = f + return f + + def _build_conditional(self, name, Xnew, Xu, L, Kuuiu, jitter, **kwargs): + Ksu = self.cov_func(Xnew, Xu) + mu = self.mean_func(Xnew) + Ksu @ Kuuiu + tmp = solve_lower(L, at.transpose(Ksu)) + Qss = at.transpose(tmp) @ tmp #Qss = tt.dot(tt.dot(Ksu, tt.nlinalg.pinv(Kuu)), Ksu.T) + Kss = self.cov_func(Xnew) + Lss = cholesky(stabilize(Kss - Qss, jitter)) + return mu, Lss + + def conditional(self, name, Xnew, jitter=1e-6, **kwargs): + mu, chol = self._build_conditional(name, Xnew, self.Xu, self.L, self.Kuuiu, jitter, **kwargs) + return pm.MvNormal(name, mu=mu, chol=chol) + + +class HSGP(pm.gp.Latent): + ## inputs: M, c + + def __init__(self, n_basis, c=3/2, *, mean_func=pm.gp.mean.Zero(), cov_func=pm.gp.cov.Constant(0.0)): + ## TODO: specify either c or L + self.M = n_basis + self.c = c + super().__init__(mean_func=mean_func, cov_func=cov_func) + + def _validate_cov_func(self, cov_func): + ## TODO: actually validate it. Right now this fails unless cov func is exactly + # in the form eta**2 * pm.gp.cov.Matern12(...) and will error otherwise. + cov, scaling_factor = cov_func.factor_list + return scaling_factor, cov.ls, cov.spectral_density + + def prior(self, name, X, **kwargs): + f, Phi, L, spd, beta, Xmu, Xsd = self._build_prior(name, X, **kwargs) + self.X, self.f = X, f + self.Phi, self.L, self.spd, self.beta = Phi, L, spd, beta + self.Xmu, self.Xsd = Xmu, Xsd + return f + + def _generate_basis(self, X, L): + indices = at.arange(1, self.M + 1) + m1 = (np.pi / (2.0 * L)) * at.tile(L + X, self.M) + m2 = at.diag(indices) + Phi = at.sin(m1 @ m2) / at.sqrt(L) + omega = (np.pi * indices) / (2.0 * L) + return Phi, omega + + def _build_prior(self, name, X, **kwargs): + n_obs = pm.gp.util.infer_size(X, kwargs.get("n_obs")) + + # standardize input scale + X = at.as_tensor_variable(X) + Xmu = at.mean(X, axis=0) + Xsd = at.std(X, axis=0) + Xz = (X - Xmu) / Xsd + + # define L using Xz and c + La = at.abs(at.min(Xz))#.eval()? + Lb = at.max(Xz) + L = self.c * at.max([La, Lb]) + + # make basis and omega, spectral density + Phi, omega = self._generate_basis(Xz, L) + scale, ls, spectral_density = self._validate_cov_func(self.cov_func) + spd = scale * spectral_density(omega, ls / Xsd).flatten() + + beta = pm.Normal(f'{name}_coeffs_', size=self.M) + f = pm.Deterministic(name, self.mean_func(X) + at.dot(Phi * at.sqrt(spd), beta)) + return f, Phi, L, spd, beta, Xmu, Xsd + + def _build_conditional(self, Xnew, Xmu, Xsd, L, beta): + Xnewz = (Xnew - Xmu) / Xsd + Phi, omega = self._generate_basis(Xnewz, L) + scale, ls, spectral_density = self._validate_cov_func(self.cov_func) + spd = scale * spectral_density(omega, ls / Xsd).flatten() + return self.mean_func(Xnew) + at.dot(Phi * at.sqrt(spd), beta) + + def conditional(self, name, Xnew): + # warn about extrapolation + fnew = self._build_conditional(Xnew, self.Xmu, self.Xsd, self.L, self.beta) + return pm.Deterministic(name, fnew) + + +class ExpQuad(pm.gp.cov.ExpQuad): + @staticmethod + def spectral_density(omega, ls): + # univariate spectral denisty, implement multi + return at.sqrt(2 * np.pi) * ls * at.exp(-0.5 * ls**2 * omega**2) + +class Matern52(pm.gp.cov.Matern52): + @staticmethod + def spectral_density(omega, ls): + # univariate spectral denisty, implement multi + # https://arxiv.org/pdf/1611.06740.pdf + lam = at.sqrt(5) * (1.0 / ls) + return (16.0 / 3.0) * lam**5 * (1.0 / (lam**2 + omega**2)**3) + +class Matern32(pm.gp.cov.Matern32): + @staticmethod + def spectral_density(omega, ls): + # univariate spectral denisty, implement multi + # https://arxiv.org/pdf/1611.06740.pdf + lam = np.sqrt(3.0) * (1.0 / ls) + return 4.0 * lam**3 * (1.0 / at.square(lam**2 + omega**2)) + +class Matern12(pm.gp.cov.Matern12): + @staticmethod + def spectral_density(omega, ls): + # univariate spectral denisty, implement multi + # https://arxiv.org/pdf/1611.06740.pdf + lam = 1.0 / ls + return 2.0 * lam * (1.0 / (lam**2 + omega**2)) + + +class KarhunenLoeveExpansion(pm.gp.Latent): + def __init__(self, variance_limit=None, n_eigs=None, *, mean_func=pm.gp.mean.Zero(), cov_func=pm.gp.cov.Constant(0.0)): + self.variance_limit = variance_limit + self.n_eigs = n_eigs + super().__init__(mean_func=mean_func, cov_func=cov_func) + + def _build_prior(self, name, X, jitter=1e-6, **kwargs): + mu = self.mean_func(X) + Kxx = pm.gp.util.stabilize(self.cov_func(X), jitter) + vals, vecs = at.linalg.eigh(Kxx) + ## NOTE: REMOVED PRECISION CUTOFF + if self.variance_limit is None: + n_eigs = self.n_eigs + else: + if self.variance_limit == 1: + n_eigs = len(vals) + else: + n_eigs = ((vals[::-1].cumsum() / vals.sum()) > self.variance_limit).nonzero()[0][0] + U = vecs[:, -n_eigs:] + s = vals[-n_eigs:] + basis = U * at.sqrt(s) + + coefs_raw = pm.Normal(f"_gp_{name}_coefs", mu=0, sigma=1, size=n_eigs) + #weight = pm.HalfNormal(f"_gp_{name}_sd") + #coefs = weight * coefs_raw # dont understand this prior, why weight * coeffs_raw? + f = basis @ coefs_raw + return f, U, s, n_eigs + + def prior(self, name, X, jitter=1e-6, **kwargs): + f, U, s, n_eigs = self._build_prior(name, X, jitter, **kwargs) + self.U, self.s, self.n_eigs = U, s, n_eigs + self.X = X + self.f = f + return pm.Deterministic(name, f) + + def _build_conditional(self, Xnew, X, f, U, s, jitter): + Kxs = self.cov_func(X, Xnew) + Kss = self.cov_func(Xnew) + Kxxpinv = U @ at.diag(1.0 / s) @ U.T + mus = Kxs.T @ Kxxpinv @ f + K = Kss - Kxs.T @ Kxxpinv @ Kxs + L = pm.gp.util.cholesky(pm.gp.util.stabilize(K, jitter)) + return mus, L + + def conditional(self, name, Xnew, jitter=1e-6, **kwargs): + X, f = self.X, self.f + U, s = self.U, self.s + mu, L = self._build_conditional(Xnew, X, f, U, s, jitter) + return pm.MvNormal(name, mu=mu, chol=L, **kwargs)