{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# OU process\n", "\n", "The SDE for the Ornstein-Uhlenbeck process, with long-term mean, is given by\n", "\n", "$$\n", "dx = \\frac{1}{\\tau} (\\mu - x) dt + \\sigma dW\n", "$$\n", "\n", "The equivalent GP kernel is given by\n", "\n", "$$\n", "k(x, x') = \\frac{\\sigma^2 \\tau}{2} \\exp\\left(-\\frac{|x - x'|}{\\tau}\\right)\n", "$$" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:32:35.476460Z", "iopub.status.busy": "2024-09-23T22:32:35.475842Z", "iopub.status.idle": "2024-09-23T22:32:36.797366Z", "shell.execute_reply": "2024-09-23T22:32:36.796771Z" }, "ExecuteTime": { "end_time": "2024-11-04T11:11:24.833313Z", "start_time": "2024-11-04T11:11:24.829648Z" } }, "source": [ "# for Gaussian processes this is important\n", "from jax import config\n", "\n", "config.update(\"jax_enable_x64\", True)\n", "\n", "import tensorflow_probability.substrates.jax as tfp\n", "\n", "tfpd = tfp.distributions\n", "tfpk = tfp.math.psd_kernels\n", "\n", "from jaxns import marginalise_dynamic\n", "from jax.scipy.linalg import solve_triangular\n", "from jax import random\n", "from jax import numpy as jnp\n", "import pylab as plt\n", "import numpy as np\n", "\n" ], "outputs": [], "execution_count": 4 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:32:36.799637Z", "iopub.status.busy": "2024-09-23T22:32:36.799420Z", "iopub.status.idle": "2024-09-23T22:32:38.051775Z", "shell.execute_reply": "2024-09-23T22:32:38.051200Z" }, "ExecuteTime": { "end_time": "2024-11-04T11:11:25.261699Z", "start_time": "2024-11-04T11:11:24.918546Z" } }, "source": [ "N = 50\n", "num_outliers = int(0.15 * N)\n", "np.random.seed(42)\n", "X = jnp.linspace(-2., 2., N)[:, None]\n", "true_tau, true_sigma = 0.2, np.sqrt(0.2)\n", "true_scale = true_tau\n", "true_amplitude = jnp.sqrt(true_sigma ** 2 * true_tau / 2)\n", "true_noise = 0.5 * true_amplitude\n", "data_mu = jnp.zeros((N,))\n", "prior_cov = tfpk.MaternOneHalf(amplitude=true_amplitude, length_scale=true_scale).matrix(X, X) + 1e-13 * jnp.eye(N)\n", "\n", "Y = jnp.linalg.cholesky(prior_cov) @ random.normal(random.PRNGKey(42), shape=(N,)) + data_mu\n", "Y_obs = Y + true_noise * random.normal(random.PRNGKey(1), shape=(N,))\n", "\n", "plt.plot(X[:, 0], Y, c='red', label='underlying')\n", "plt.scatter(X[:, 0], Y_obs, c='cyan', label='data')\n", "plt.legend()\n", "plt.show()\n" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 5 }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:32:38.054027Z", "iopub.status.busy": "2024-09-23T22:32:38.053833Z", "iopub.status.idle": "2024-09-23T22:32:38.064017Z", "shell.execute_reply": "2024-09-23T22:32:38.063427Z" }, "ExecuteTime": { "end_time": "2024-11-04T11:12:28.693845Z", "start_time": "2024-11-04T11:11:25.280911Z" } }, "source": [ "\n", "\n", "import jax\n", "from jaxns import Prior, Model, NestedSampler\n", "\n", "kernel = tfpk.MaternOneHalf\n", "\n", "# X should be sorted\n", "y_mean = jnp.mean(Y_obs)\n", "y_std = jnp.std(Y_obs)\n", "rmsd = jnp.sqrt(jnp.mean(jnp.square(jnp.diff(Y_obs, axis=0))))\n", "mean_dt = jnp.mean(jnp.diff(X, axis=0))\n", "min_tau = mean_dt * 2\n", "max_tau = jnp.max(X) - jnp.min(X)\n", "\n", "\n", "def log_normal(x, mean, cov):\n", " L = jnp.linalg.cholesky(cov)\n", " # U, S, Vh = jnp.linalg.svd(cov)\n", " log_det = jnp.sum(jnp.log(jnp.diag(L))) # jnp.sum(jnp.log(S))#\n", " dx = x - mean\n", " dx = solve_triangular(L, dx, lower=True)\n", " # U S Vh V 1/S Uh\n", " # pinv = (Vh.T.conj() * jnp.where(S!=0., jnp.reciprocal(S), 0.)) @ U.T.conj()\n", " maha = dx @ dx # dx @ pinv @ dx#solve_triangular(L, dx, lower=True)\n", " log_likelihood = -0.5 * x.size * jnp.log(2. * jnp.pi) - log_det - 0.5 * maha\n", " return log_likelihood\n", "\n", "\n", "def log_likelihood(uncert, tau, sigma, mu):\n", " \"\"\"\n", " P(Y|sigma, half_width) = N[Y, f, K]\n", " Args:\n", " sigma:\n", " l:\n", "\n", " Returns:\n", "\n", " \"\"\"\n", " amplitude = jnp.sqrt(sigma ** 2 * tau / 2)\n", " scale = tau\n", " K = kernel(amplitude=amplitude, length_scale=scale).matrix(X, X)\n", " data_cov = jnp.square(uncert) * jnp.eye(X.shape[0])\n", " return log_normal(Y_obs, mu, K + data_cov)\n", "\n", "\n", "def predict_f(uncert, tau, sigma, mu):\n", " amplitude = jnp.sqrt(sigma ** 2 * tau / 2)\n", " scale = tau\n", " K = kernel(amplitude=amplitude, length_scale=scale).matrix(X, X)\n", " data_cov = jnp.square(uncert) * jnp.eye(X.shape[0])\n", " return mu + K @ jnp.linalg.solve(K + data_cov, Y_obs - mu)\n", "\n", "\n", "def predict_fvar(uncert, tau, sigma, mu):\n", " amplitude = jnp.sqrt(sigma ** 2 * tau / 2)\n", " scale = tau\n", " K = kernel(amplitude=amplitude, length_scale=scale).matrix(X, X)\n", " data_cov = jnp.square(uncert) * jnp.eye(X.shape[0])\n", " return jnp.diag(K - K @ jnp.linalg.solve(K + data_cov, K))\n", "\n", "\n", "# Build the model\n", "\n", "def prior_model():\n", " tau = yield Prior(tfpd.Uniform(min_tau, max_tau), name='tau')\n", " # if 1/2 diff is noise, then rms(d/2) is noise\n", " uncert = yield Prior(tfpd.Uniform(true_noise*0.1, true_noise*10.), name='uncert')\n", " # amplitude = jnp.sqrt(sigma ** 2 * tau / 2)\n", " # sigma = sqrt(2 / tau) * amplitude\n", " mean_sigma = jnp.sqrt(2 / tau) * y_std # if dX is sigma dW then rms(dX/dt) = sigma\n", " sigma = yield Prior(tfpd.Exponential(1. / mean_sigma), name='sigma')\n", " mu = yield Prior(tfpd.Normal(y_mean, y_std), name='mu')\n", " return uncert, tau, sigma, mu\n", "\n", "\n", "model = Model(prior_model=prior_model, log_likelihood=log_likelihood)\n", "\n", "model.sanity_check(random.PRNGKey(0), S=100)\n", "\n", "# Create the nested sampler class. In this case without any tuning.\n", "exact_ns = NestedSampler(model=model, difficult_model=True)\n", "\n", "termination_reason, state = jax.jit(exact_ns)(random.PRNGKey(42))\n", "results = exact_ns.to_results(termination_reason=termination_reason, state=state)\n", "\n", "exact_ns.summary(results)\n", "exact_ns.plot_diagnostics(results)\n", "exact_ns.plot_cornerplot(results)\n", "\n", "predict_f = marginalise_dynamic(random.PRNGKey(42), results.samples, results.log_dp_mean,\n", " results.ESS, predict_f)\n", "\n", "predict_fvar = marginalise_dynamic(random.PRNGKey(42), results.samples, results.log_dp_mean,\n", " results.ESS, predict_fvar)\n", "\n", "plt.scatter(X[:, 0], Y_obs, label='data')\n", "plt.plot(X[:, 0], Y, label='underlying')\n", "plt.plot(X[:, 0], predict_f, label='marginalised')\n", "plt.plot(X[:, 0], predict_f + jnp.sqrt(predict_fvar), ls='dotted',\n", " c='black')\n", "plt.plot(X[:, 0], predict_f - jnp.sqrt(predict_fvar), ls='dotted',\n", " c='black')\n", "plt.title(\"Kernel: {}\".format(kernel.__class__.__name__))\n", "plt.legend()\n", "plt.show()\n", "\n", "logZ_m12, logZerr_m12 = results.log_Z_mean, results.log_Z_uncert" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:jaxns:Sanity check...\n", "INFO:jaxns:Sanity check passed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "--------\n", "Termination Conditions:\n", "Small remaining evidence\n", "--------\n", "likelihood evals: 567477\n", "samples: 6200\n", "phantom samples: 0\n", "likelihood evals / sample: 91.5\n", "phantom fraction (%): 0.0%\n", "--------\n", "logZ=29.05 +- 0.14\n", "max(logL)=38.29\n", "H=-5.74\n", "ESS=1077\n", "--------\n", "mu: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "mu: -0.038 +- 0.062 | -0.111 / -0.04 / 0.036 | -0.039 | -0.039\n", "--------\n", "sigma: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "sigma: 0.407 +- 0.086 | 0.296 / 0.417 / 0.5 | 0.49 | 0.49\n", "--------\n", "tau: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "tau: 0.53 +- 0.62 | 0.18 / 0.29 / 1.15 | 0.16 | 0.16\n", "--------\n", "uncert: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "uncert: 0.048 +- 0.026 | 0.015 / 0.045 / 0.084 | 0.007 | 0.007\n", "--------\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "cell_type": "code", "source": [], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-11-04T11:12:28.713713Z", "start_time": "2024-11-04T11:12:28.711376Z" } }, "outputs": [], "execution_count": null } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }