{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Empirical Approximation overview\n", "\n", "For most models we use sampling MCMC algorithms like Metropolis or NUTS. In PyMC3 we got used to store traces of MCMC samples and then do analysis using them. There is a similar concept for the variational inference submodule in PyMC3: *Empirical*. This type of approximation stores particles for the SVGD sampler. There is no difference between independent SVGD particles and MCMC samples. *Empirical* acts as a bridge between MCMC sampling output and full-fledged VI utils like `apply_replacements` or `sample_node`. For the interface description, see [variational_api_quickstart](variational_api_quickstart.ipynb). Here we will just focus on `Emprical` and give an overview of specific things for the *Empirical* approximation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC3 v3.11.0\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm\n", "import theano\n", "\n", "from pandas import DataFrame\n", "\n", "print(f\"Running on PyMC3 v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "az.style.use(\"arviz-darkgrid\")\n", "np.random.seed(42)\n", "pm.set_tt_rng(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multimodal density\n", "Let's recall the problem from [variational_api_quickstart](variational_api_quickstart.ipynb) where we first got a NUTS trace" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/CloudChaoszero/Documents/Projects-Dev/pymc3/pymc3/sampling.py:465: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n", " warnings.warn(\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [x]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [102000/102000 00:45<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 50_000 draw iterations (2_000 + 100_000 draws total) took 58 seconds.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "w = pm.floatX([0.2, 0.8])\n", "mu = pm.floatX([-0.3, 0.5])\n", "sd = pm.floatX([0.1, 0.1])\n", "\n", "with pm.Model() as model:\n", " x = pm.NormalMixture(\"x\", w=w, mu=mu, sigma=sd, dtype=theano.config.floatX)\n", " trace = pm.sample(50000)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/CloudChaoszero/opt/anaconda3/envs/pymc3-dev-py38/lib/python3.8/site-packages/arviz/data/io_pymc3.py:88: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great. First having a trace we can create `Empirical` approx" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**Single Group Full Rank Approximation**\n", "\n", " Builds Approximation instance from a given trace,\n", " it has the same interface as variational approximation\n", " \n" ] } ], "source": [ "print(pm.Empirical.__doc__)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "with model:\n", " approx = pm.Empirical(trace)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This type of approximation has it's own underlying storage for samples that is `theano.shared` itself" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "histogram" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.45996482],\n", " [0.4434925 ],\n", " [0.31139717],\n", " [0.44113614],\n", " [0.44113614],\n", " [0.454351 ],\n", " [0.4857259 ],\n", " [0.4857259 ],\n", " [0.4857259 ],\n", " [0.43804517]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram.get_value()[:10]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100000, 1)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.histogram.get_value().shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has exactly the same number of samples that you had in trace before. In our particular case it is 50k. Another thing to notice is that if you have multitrace with **more than one chain** you'll get much **more samples** stored at once. We flatten all the trace for creating `Empirical`.\n", "\n", "This *histogram* is about *how* we store samples. The structure is pretty simple: `(n_samples, n_dim)` The order of these variables is stored internally in the class and in most cases will not be needed for end user" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "approx.ordering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling from posterior is done uniformly with replacements. Call `approx.sample(1000)` and you'll get again the trace but the order is not determined. There is no way now to reconstruct the underlying trace again with `approx.sample`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "new_trace = approx.sample(50000)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "920 ms ± 250 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit new_trace = approx.sample(50000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After sampling function is compiled sampling bacomes really fast" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/CloudChaoszero/opt/anaconda3/envs/pymc3-dev-py38/lib/python3.8/site-packages/arviz/data/io_pymc3.py:88: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "az.plot_trace(new_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You see there is no order any more but reconstructed density is the same.\n", "\n", "## 2d density" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/CloudChaoszero/Documents/Projects-Dev/pymc3/pymc3/sampling.py:465: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n", " warnings.warn(\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [x]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 16 seconds.\n" ] } ], "source": [ "mu = pm.floatX([0.0, 0.0])\n", "cov = pm.floatX([[1, 0.5], [0.5, 1.0]])\n", "with pm.Model() as model:\n", " pm.MvNormal(\"x\", mu=mu, cov=cov, shape=2)\n", " trace = pm.sample(1000)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "with model:\n", " approx = pm.Empirical(trace)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/CloudChaoszero/opt/anaconda3/envs/pymc3-dev-py38/lib/python3.8/site-packages/arviz/data/io_pymc3.py:88: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "az.plot_trace(approx.sample(10000));" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "kdeViz_df = DataFrame(\n", " data=approx.sample(1000)[\"x\"], columns=[\"First Dimension\", \"Second Dimension\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=kdeViz_df, x=\"First Dimension\", y=\"Second Dimension\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Previously we had a `trace_cov` function" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.97354677 0.48967118]\n", " [0.48967118 1.04113453]]\n" ] } ], "source": [ "with model:\n", " print(pm.trace_cov(trace))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can estimate the same covariance using `Empirical`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elemwise{true_div,no_inplace}.0\n" ] } ], "source": [ "print(approx.cov)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a tensor itself" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.97306 0.48942635]\n", " [0.48942635 1.04061397]]\n" ] } ], "source": [ "print(approx.cov.eval())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimations are very close and differ due to precision error. We can get the mean in the same way" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.01207928 -0.01331695]\n" ] } ], "source": [ "print(approx.mean.eval())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sat Mar 13 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.8.6\n", "IPython version : 7.20.0\n", "\n", "seaborn : 0.11.1\n", "matplotlib: None\n", "numpy : 1.20.0\n", "theano : 1.1.2\n", "pymc3 : 3.11.0\n", "arviz : 0.11.0\n", "\n", "Watermark: 2.1.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "kernelspec": { "display_name": "Python PyMC3 (Dev)", "language": "python", "name": "pymc3-dev-py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }