From bf1a1b0ae503bf3a92bd379a7f391a8e8f74028e Mon Sep 17 00:00:00 2001 From: Elizaveta Semenova Date: Sat, 3 Feb 2024 17:14:22 +0000 Subject: [PATCH] logistics and other regressions --- 10_logistic_regression.ipynb | 541 +++++++++++++++++++++++++++++++++++ _toc.yml | 1 + 2 files changed, 542 insertions(+) create mode 100644 10_logistic_regression.ipynb diff --git a/10_logistic_regression.ipynb b/10_logistic_regression.ipynb new file mode 100644 index 0000000..e03fef4 --- /dev/null +++ b/10_logistic_regression.ipynb @@ -0,0 +1,541 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic and other regressions" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import os\n", + "\n", + "import numpy as np\n", + "\n", + "import jax\n", + "import jax.numpy as jnp\n", + "from jax import random\n", + "\n", + "import numpyro\n", + "import numpyro.distributions as dist\n", + "from numpyro.infer import MCMC, NUTS, init_to_median\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import arviz as az\n", + "\n", + "numpyro.set_platform(\"cpu\")\n", + "numpyro.set_host_device_count(4)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Logistics regression: one dimensional version\n", + "\n", + "Let us simulate appropriate data and define a logistic regression model using Numpyro. We will need to chose priors for the intercept (alpha) and for the coefficients (beta). We then will use the NUTS sampler to obtain posterior samples for alpha and beta from the Bayesian model. Finally, we will print the posterior means of alpha and beta." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate synthetic data\n", + "np.random.seed(42)\n", + "X = np.random.randn(100, 1)\n", + "true_beta = jnp.array([ -2.0])\n", + "true_alpha = 0.5\n", + "logits = jnp.dot(X, true_beta) + true_alpha\n", + "probs = 1.0 / (1.0 + jnp.exp(-logits))\n", + "y = np.random.binomial(1, probs)\n", + "\n", + "plt.scatter(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the logistic regression model\n", + "def logistic_regression_model(X, y=None):\n", + "\n", + " # dimesionality of X, i.e the number of features\n", + " num_features = X.shape[1]\n", + "\n", + " # nummber of data points\n", + " num_data = X.shape[0]\n", + "\n", + " # Priors\n", + " alpha = numpyro.sample('alpha', dist.Normal(0, 1))\n", + " beta = numpyro.sample('beta', dist.Normal(jnp.zeros(num_features), jnp.ones(num_features)))\n", + "\n", + " # precompute logits, i.e. the linear predictor\n", + " logits = alpha + jnp.dot(X, beta)\n", + "\n", + " # likelihood. Remember how to use plates?\n", + " with numpyro.plate('data', num_data):\n", + " numpyro.sample('obs', dist.Bernoulli(logits=logits), obs=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 667.85it/s, 3 steps of size 7.19e-01. acc. prob=0.93] \n" + ] + } + ], + "source": [ + "# Define the number of MCMC samples and the number of warmup steps\n", + "num_samples = 1000\n", + "num_warmup = 500\n", + "\n", + "# Run NUTS sampler\n", + "nuts_kernel = NUTS(logistic_regression_model)\n", + "mcmc = MCMC(nuts_kernel, num_samples=num_samples, num_warmup=num_warmup)\n", + "\n", + "rng_key = random.PRNGKey(67)\n", + "mcmc.run(rng_key, X=X, y=y)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Posterior mean of alpha: 0.73553663\n", + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " alpha 0.74 0.26 0.73 0.38 1.20 832.20 1.00\n", + " beta[0] -2.10 0.39 -2.08 -2.74 -1.45 542.46 1.00\n", + "\n", + "Number of divergences: 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get posterior samples\n", + "samples = mcmc.get_samples()\n", + "\n", + "# Print posterior statistics\n", + "print(\"Posterior mean of alpha:\", jnp.mean(samples['alpha']))\n", + "#print(\"Posterior mean of beta:\", jnp.mean(samples['beta'], axis=0))\n", + "\n", + "# mean is not enough\n", + "mcmc.print_summary()\n", + "\n", + "# plot posterior distribution and traceplots\n", + "data = az.from_numpyro(mcmc)\n", + "az.plot_trace(data, compact=True);\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Writing a general function for MCMC inference flow\n", + "\n", + "Note that the Numpyro model which we wrote is generic with respect to dimentionality of `X` (well done us!).\n", + "\n", + "However, we have already repeated the same code several times. Let us wrap the inference flow into a funation, and then apply to the case with two features and weights." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "def run_mcmc(rng_key, # random key\n", + " model, # Numpyro model\n", + " args, # Dictionary of arguments\n", + " verbose=True # boolean for verbose MCMC\n", + " ):\n", + " \n", + " init_strategy = init_to_median(num_samples=10)\n", + " kernel = NUTS(model, init_strategy=init_strategy)\n", + " mcmc = MCMC(\n", + " kernel,\n", + " num_warmup=args[\"num_warmup\"],\n", + " num_samples=args[\"num_mcmc_samples\"],\n", + " num_chains=args[\"num_chains\"],\n", + " thinning=args[\"thinning\"],\n", + " progress_bar=False if \"NUMPYRO_SPHINXBUILD\" in os.environ else True,\n", + " )\n", + " start = time.time()\n", + " mcmc.run(rng_key, args)\n", + " t_elapsed = time.time() - start\n", + " if verbose:\n", + " mcmc.print_summary(exclude_deterministic=False)\n", + "\n", + " print(\"\\nMCMC elapsed time:\", round(t_elapsed), \"s\")\n", + " \n", + " # print summary\n", + " mcmc.print_summary()\n", + "\n", + " # plot posterior distribution and traceplots\n", + " data = az.from_numpyro(mcmc);\n", + " az.plot_trace(data, compact=True);\n", + "\n", + " return mcmc, mcmc.get_samples(), t_elapsed" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As an input, rather than specofocally providing `X` and `y`, we will provide a dictionary `args` with data, as well as other parameters for MCMC." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Logistics regression: two-dimensional version\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the logistic regression model\n", + "def logistic_regression_model(args): # notice the `args`!\n", + "\n", + " X = args[\"X\"]\n", + " y = args[\"y\"]\n", + "\n", + " # dimesionality of X, i.e the number of features\n", + " num_features = X.shape[1]\n", + "\n", + " # nummber of data points\n", + " num_data = X.shape[0]\n", + "\n", + " # Priors\n", + " alpha = numpyro.sample('alpha', dist.Normal(0, 1))\n", + " beta = numpyro.sample('beta', dist.Normal(jnp.zeros(num_features), jnp.ones(num_features)))\n", + "\n", + " # precompute logits, i.e. the linear predictor\n", + " logits = alpha + jnp.dot(X, beta)\n", + "\n", + " # likelihood. Remember how to use plates?\n", + " with numpyro.plate('data', num_data):\n", + " numpyro.sample('obs', dist.Bernoulli(logits=logits), obs=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate synthetic data\n", + "np.random.seed(42)\n", + "X = np.random.randn(100, 2)\n", + "true_beta = jnp.array([1.0, -2.0])\n", + "true_alpha = 0.5\n", + "logits = jnp.dot(X, true_beta) + true_alpha\n", + "probs = 1.0 / (1.0 + jnp.exp(-logits))\n", + "y = np.random.binomial(1, probs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q3/n2z18__9281b8xfhctcpxfsr0000gn/T/ipykernel_92079/4288946791.py:9: UserWarning: There are not enough devices to run parallel chains: expected 4 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(4)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", + " mcmc = MCMC(\n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 637.47it/s, 7 steps of size 6.71e-01. acc. prob=0.93] \n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 700.87it/s, 7 steps of size 7.64e-01. acc. prob=0.93] \n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 697.46it/s, 7 steps of size 7.23e-01. acc. prob=0.93] \n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 688.07it/s, 7 steps of size 8.88e-01. acc. prob=0.87] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " alpha 0.65 0.28 0.64 0.16 1.07 3022.84 1.00\n", + " beta[0] 0.86 0.31 0.86 0.37 1.36 3147.69 1.00\n", + " beta[1] -2.06 0.39 -2.03 -2.67 -1.41 3051.65 1.00\n", + "\n", + "Number of divergences: 0\n", + "\n", + "MCMC elapsed time: 9 s\n", + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " alpha 0.65 0.28 0.64 0.16 1.07 3022.84 1.00\n", + " beta[0] 0.86 0.31 0.86 0.37 1.36 3147.69 1.00\n", + " beta[1] -2.06 0.39 -2.03 -2.67 -1.41 3051.65 1.00\n", + "\n", + "Number of divergences: 0\n" + ] + }, + { + "data": { + "text/plain": [ + "(,\n", + " {'alpha': Array([0.21656764, 0.3994844 , 1.1256942 , ..., 0.86023647, 0.7621606 ,\n", + " 0.7493835 ], dtype=float32),\n", + " 'beta': Array([[ 1.2764634 , -1.7683538 ],\n", + " [ 0.8126135 , -1.7481163 ],\n", + " [ 1.1616341 , -2.8151855 ],\n", + " ...,\n", + " [ 0.59143186, -1.9530377 ],\n", + " [ 0.6144451 , -1.9385039 ],\n", + " [ 1.0264962 , -2.300866 ]], dtype=float32)},\n", + " 9.2672438621521)" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "args = {'X': X, \n", + " 'y':y,\n", + " 'num_mcmc_samples': 1000,\n", + " 'num_warmup': 500,\n", + " 'num_chains': 4, \n", + " 'thinning': 1,\n", + "}\n", + "\n", + "run_mcmc(rng_key, logistic_regression_model, args)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Poisson regression" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate synthetic data\n", + "np.random.seed(42)\n", + "X = np.random.randn(1000, 2)\n", + "true_beta = jnp.array([0.5, -1.5])\n", + "true_alpha = 1.0\n", + "\n", + "true_lambda = jnp.exp(true_alpha + jnp.dot(X, true_beta))\n", + "y = np.random.poisson(true_lambda)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the Poisson regression model\n", + "def poisson_regression_model(args):\n", + "\n", + " X = args[\"X\"]\n", + " y = args[\"y\"]\n", + "\n", + " # dimesionality of X, i.e the number of features\n", + " num_features = X.shape[1]\n", + "\n", + " # nummber of data points\n", + " num_data = X.shape[0]\n", + "\n", + " # priors\n", + " alpha = numpyro.sample('alpha', dist.Normal(0, 1))\n", + " beta = numpyro.sample('beta', dist.Normal(jnp.zeros(num_features), jnp.ones(num_features)))\n", + " \n", + " # Poisson regression\n", + " lambda_ = jnp.exp(alpha + jnp.dot(X, beta))\n", + " \n", + " # likelihood\n", + " with numpyro.plate('data', num_data):\n", + " numpyro.sample('obs', dist.Poisson(lambda_), obs=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q3/n2z18__9281b8xfhctcpxfsr0000gn/T/ipykernel_92079/4288946791.py:9: UserWarning: There are not enough devices to run parallel chains: expected 2 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(2)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", + " mcmc = MCMC(\n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 665.86it/s, 7 steps of size 4.17e-01. acc. prob=0.91] \n", + "sample: 100%|██████████| 1500/1500 [00:02<00:00, 602.74it/s, 15 steps of size 3.57e-01. acc. prob=0.93] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " alpha 0.98 0.02 0.98 0.95 1.02 715.76 1.00\n", + " beta[0] 0.49 0.01 0.49 0.47 0.51 1134.37 1.00\n", + " beta[1] -1.52 0.01 -1.52 -1.54 -1.50 710.98 1.00\n", + "\n", + "Number of divergences: 0\n", + "\n", + "MCMC elapsed time: 5 s\n", + "\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " alpha 0.98 0.02 0.98 0.95 1.02 715.76 1.00\n", + " beta[0] 0.49 0.01 0.49 0.47 0.51 1134.37 1.00\n", + " beta[1] -1.52 0.01 -1.52 -1.54 -1.50 710.98 1.00\n", + "\n", + "Number of divergences: 0\n" + ] + }, + { + "data": { + "text/plain": [ + "(,\n", + " {'alpha': Array([0.98814416, 0.96745694, 0.9721584 , ..., 0.9676529 , 0.9833631 ,\n", + " 0.97209245], dtype=float32),\n", + " 'beta': Array([[ 0.4986962 , -1.5032464 ],\n", + " [ 0.5016759 , -1.5363169 ],\n", + " [ 0.5003391 , -1.5242897 ],\n", + " ...,\n", + " [ 0.4900542 , -1.5274057 ],\n", + " [ 0.48092988, -1.5196061 ],\n", + " [ 0.47770953, -1.5192877 ]], dtype=float32)},\n", + " 4.964793920516968)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "args = {'X': X, \n", + " 'y':y,\n", + " 'num_mcmc_samples': 1000,\n", + " 'num_warmup': 500,\n", + " 'num_chains': 2, \n", + " 'thinning': 1,\n", + "}\n", + "\n", + "run_mcmc(rng_key, poisson_regression_model, args)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/_toc.yml b/_toc.yml index 5b2fec2..6e2c6c4 100644 --- a/_toc.yml +++ b/_toc.yml @@ -12,4 +12,5 @@ chapters: - file: 07_PPLs.md - file: 08_intro_to_Numpyro.ipynb - file: 09_Bayesian_workflow.ipynb +- file: 10_logistic_regression.ipynb - file: 100_acknowledgements.md \ No newline at end of file