{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Continuous MH Sampler" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model: N - Dimensional Normal distribution with Unknown Mean\n", "Here, we assume our $(N\\times1)$ vectors are independent and normally distributed. The variances are known, while the means are not. Thus, the prior and posterior are over the mean. We attempt to sample from our posterior using the simple Metropolis Hastings algorithm.\n", "\n", "First, we produce our data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data shape: (20, 5)\n", "Data mean: [ 9.81253238 0.09244845 5.69855695 7.43668199 -0.11985886]\n", "Data variance: [2.41686305 1.65862937 2.45519072 4.35506549 2.74870522]\n" ] } ], "source": [ "np.random.seed(np.random.randint(2**32))\n", "D = int(5)\n", "\n", "mu_0 = np.array(np.random.randint(10,size=D).astype(float))\n", "var_0 = np.array(np.random.randint(low=1,high=5,size=D).astype(float))\n", "\n", "data = np.random.multivariate_normal(mean = mu_0, cov = np.diag(var_0), size = 20)\n", "mu_sample = data.mean(axis=0)\n", "var_sample = data.var(axis=0)\n", "\n", "print(f'Data shape: {data.shape}\\nData mean: {mu_sample}\\nData variance: {var_sample}')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "class MultivariateNormal:\n", " def __init__(self,data,var_0): #shape of data is (N,D) with N samples of D-dimensional vectors\n", " self.data = data\n", " self.var_0 = var_0\n", " self.mu_sample = self.data.mean(axis=0)\n", " self.var_sample = self.data.var(axis=0)\n", "\n", " def logpdf(self, x):\n", " return (norm(x['mu_trial'],self.var_0).logpdf(self.data)).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiating the model:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 9.81253238 0.09244845 5.69855695 7.43668199 -0.11985886]\n", "[2.41686305 1.65862937 2.45519072 4.35506549 2.74870522]\n", "(20, 5)\n" ] } ], "source": [ "NGauss = MultivariateNormal(data,var_0)\n", "print(NGauss.mu_sample)\n", "print(NGauss.var_sample)\n", "print(NGauss.data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trial" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1025.61it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 75.08\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from quicksampler import MHSampler\n", "\n", "initial_position = {'mu_trial': np.random.rand(D)} # starting point of the MH sampler\n", "problem = MHSampler(NGauss, initial_position, step_size=0.1)\n", "result = problem.run(1000)\n", "\n", "import pandas as pd\n", "posterior = result" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1000, 5)\n" ] } ], "source": [ "posterior = np.array(result['mu_trial'])\n", "print(posterior.shape)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# single run\n", "figure, axes = plt.subplots(D, sharex = True, figsize = (4,D*3))\n", "for i in range(D):\n", " axes[i].plot(posterior[:,i])\n", " axes[i].plot(mu_0[i]*np.ones(posterior[0].shape[0]))\n", " axes[i].set_title(f'Trace Plot of mu({i})')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1059.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 74.68\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1095.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 75.02\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1057.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 72.41\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1083.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 75.13\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1165.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 80.26\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1078.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 74.07\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1096.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 75.19\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1114.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 75.53\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1079.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 74.52\n", "Getting 1000 using Metropolis Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 1000/1000 [00:00<00:00, 1121.45it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling finished with an acceptance rate of 76.22\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Multiple runs\n", "# from bayesian_inference import MHSampler\n", "\n", "initial_guesses = 10*np.random.rand(10,D)\n", "posteriors = []\n", "\n", "for i in range(10):\n", " initial_position = {'mu_trial': initial_guesses[i,:]} # starting point of the NUTS sampler\n", " problem = MHSampler(NGauss, initial_position, step_size=0.1)\n", " result = problem.run(1000)\n", " posteriors.append(np.array(result['mu_trial']))\n", "\n", "figure, axes = plt.subplots(D, sharex = True, sharey = True, figsize = (4,D*3))\n", "for i in range(D):\n", " for j in range(10):\n", " axes[i].plot(posteriors[j][:,i])\n", " axes[i].plot(mu_0[i]*np.ones(posteriors[0].shape[0]))\n", " axes[i].set_title(f'Trace Plot of mu({i})')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }