{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Mixture Model with ADVI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we describe how to use ADVI for inference of Gaussian mixture model. First, we will show that inference with ADVI does not need to modify the stochastic model, just call a function. Then, we will show how to use mini-batch, which is useful for large dataset. In this case, where the model should be slightly changed. \n", "\n", "First, create artificial data from a mixuture of two Gaussian components." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "env: THEANO_FLAGS=device=cpu,floatX=float32\n", "Running on PyMC3 v3.9.0\n" ] } ], "source": [ "%env THEANO_FLAGS=device=cpu,floatX=float32\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm\n", "import seaborn as sns\n", "import theano.tensor as tt\n", "\n", "from pymc3 import (\n", " NUTS,\n", " DensityDist,\n", " Dirichlet,\n", " Metropolis,\n", " MvNormal,\n", " Normal,\n", " Slice,\n", " find_MAP,\n", " sample,\n", ")\n", "from pymc3.math import logsumexp\n", "from theano.tensor.nlinalg import det\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\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 421, "width": 441 } }, "output_type": "display_data" } ], "source": [ "n_samples = 100\n", "rng = np.random.RandomState(123)\n", "ms = np.array([[-1, -1.5], [1, 1]])\n", "ps = np.array([0.2, 0.8])\n", "\n", "zs = np.array([rng.multinomial(1, ps) for _ in range(n_samples)]).T\n", "xs = [\n", " z[:, np.newaxis] * rng.multivariate_normal(m, np.eye(2), size=n_samples) for z, m in zip(zs, ms)\n", "]\n", "data = np.sum(np.dstack(xs), axis=2)\n", "\n", "plt.figure(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], c=\"g\", alpha=0.5)\n", "plt.scatter(ms[0, 0], ms[0, 1], c=\"r\", s=100)\n", "plt.scatter(ms[1, 0], ms[1, 1], c=\"b\", s=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gaussian mixture models are usually constructed with categorical random variables. However, any discrete rvs does not fit ADVI. Here, class assignment variables are marginalized out, giving weighted sum of the probability for the gaussian components. The log likelihood of the total probability is calculated using logsumexp, which is a standard technique for making this kind of calculation stable. \n", "\n", "In the below code, DensityDist class is used as the likelihood term. The second argument, logp_gmix(mus, pi, np.eye(2)), is a python function which receives observations (denoted by 'value') and returns the tensor representation of the log-likelihood." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from pymc3.math import logsumexp\n", "\n", "\n", "# Log likelihood of normal distribution\n", "def logp_normal(mu, tau, value):\n", " # log probability of individual samples\n", " k = tau.shape[0]\n", " delta = lambda mu: value - mu\n", " return (-1 / 2.0) * (\n", " k * tt.log(2 * np.pi)\n", " + tt.log(1.0 / det(tau))\n", " + (delta(mu).dot(tau) * delta(mu)).sum(axis=1)\n", " )\n", "\n", "\n", "# Log likelihood of Gaussian mixture distribution\n", "def logp_gmix(mus, pi, tau):\n", " def logp_(value):\n", " logps = [tt.log(pi[i]) + logp_normal(mu, tau, value) for i, mu in enumerate(mus)]\n", "\n", " return tt.sum(logsumexp(tt.stacklists(logps)[:, :n_samples], axis=0))\n", "\n", " return logp_\n", "\n", "\n", "with pm.Model() as model:\n", " mus = [\n", " MvNormal(\"mu_%d\" % i, mu=pm.floatX(np.zeros(2)), tau=pm.floatX(0.1 * np.eye(2)), shape=(2,))\n", " for i in range(2)\n", " ]\n", " pi = Dirichlet(\"pi\", a=pm.floatX(0.1 * np.ones(2)), shape=(2,))\n", " xs = DensityDist(\"x\", logp_gmix(mus, pi, np.eye(2)), observed=data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For comparison with ADVI, run MCMC." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [3/3 00:00<00:00 logp = -384.33, ||grad|| = 62.173]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">Metropolis: [pi]\n", ">Metropolis: [mu_1]\n", ">Metropolis: [mu_0]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [8000/8000 00:02<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "with model:\n", " start = find_MAP()\n", " step = Metropolis()\n", " trace = sample(1000, step, start=start)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check posterior of component means and weights. We can see that the MCMC samples of the component mean for the lower-left component varied more than the upper-right due to the difference of the sample size of these clusters." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 428, "width": 447 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], alpha=0.5, c=\"g\")\n", "mu_0, mu_1 = trace[\"mu_0\"], trace[\"mu_1\"]\n", "plt.scatter(mu_0[:, 0], mu_0[:, 1], c=\"r\", s=10)\n", "plt.scatter(mu_1[:, 0], mu_1[:, 1], c=\"b\", s=10)\n", "plt.xlim(-6, 6)\n", "plt.ylim(-6, 6)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 406, "width": 613 } }, "output_type": "display_data" } ], "source": [ "sns.barplot([1, 2], np.mean(trace[\"pi\"][:], axis=0), palette=[\"red\", \"blue\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the same model with ADVI as follows." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [4500/4500 00:01<00:00 Average Loss = 323.94]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Finished [100%]: Average Loss = 323.94\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.58 s, sys: 1.46 s, total: 7.03 s\n", "Wall time: 33.5 s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/env/miniconda3/lib/python3.7/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " result[diagonal_slice] = x\n" ] } ], "source": [ "with pm.Model() as model:\n", " mus = [\n", " MvNormal(\"mu_%d\" % i, mu=pm.floatX(np.zeros(2)), tau=pm.floatX(0.1 * np.eye(2)), shape=(2,))\n", " for i in range(2)\n", " ]\n", " pi = Dirichlet(\"pi\", a=pm.floatX(0.1 * np.ones(2)), shape=(2,))\n", " xs = DensityDist(\"x\", logp_gmix(mus, pi, np.eye(2)), observed=data)\n", "\n", "with model:\n", " %time approx = pm.fit(n=4500, obj_optimizer=pm.adagrad(learning_rate=1e-1))\n", "\n", "means = approx.bij.rmap(approx.mean.eval())\n", "cov = approx.cov.eval()\n", "sds = approx.bij.rmap(np.diag(cov) ** 0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function returns three variables. 'means' and 'sds' are the mean and standard deviations of the variational posterior. Note that these values are in the transformed space, not in the original space. For random variables in the real line, e.g., means of the Gaussian components, no transformation is applied. Then we can see the variational posterior in the original space." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 428, "width": 447 } }, "output_type": "display_data" } ], "source": [ "from copy import deepcopy\n", "\n", "mu_0, sd_0 = means[\"mu_0\"], sds[\"mu_0\"]\n", "mu_1, sd_1 = means[\"mu_1\"], sds[\"mu_1\"]\n", "\n", "\n", "def logp_normal_np(mu, tau, value):\n", " # log probability of individual samples\n", " k = tau.shape[0]\n", " delta = lambda mu: value - mu\n", " return (-1 / 2.0) * (\n", " k * np.log(2 * np.pi)\n", " + np.log(1.0 / np.linalg.det(tau))\n", " + (delta(mu).dot(tau) * delta(mu)).sum(axis=1)\n", " )\n", "\n", "\n", "def threshold(zz):\n", " zz_ = deepcopy(zz)\n", " zz_[zz < np.max(zz) * 1e-2] = None\n", " return zz_\n", "\n", "\n", "def plot_logp_normal(ax, mu, sd, cmap):\n", " f = lambda value: np.exp(logp_normal_np(mu, np.diag(1 / sd**2), value))\n", " g = lambda mu, sd: np.arange(mu - 3, mu + 3, 0.1)\n", " xx, yy = np.meshgrid(g(mu[0], sd[0]), g(mu[1], sd[1]))\n", " zz = f(np.vstack((xx.reshape(-1), yy.reshape(-1))).T).reshape(xx.shape)\n", " ax.contourf(xx, yy, threshold(zz), cmap=cmap, alpha=0.9)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], alpha=0.5, c=\"g\")\n", "plot_logp_normal(ax, mu_0, sd_0, cmap=\"Reds\")\n", "plot_logp_normal(ax, mu_1, sd_1, cmap=\"Blues\")\n", "plt.xlim(-6, 6)\n", "plt.ylim(-6, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TODO: We need to backward-transform 'pi', which is transformed by 'stick_breaking'." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'elbos' contains the trace of ELBO, showing stochastic convergence of the algorithm." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 408, "width": 620 } }, "output_type": "display_data" } ], "source": [ "plt.plot(approx.hist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate that ADVI works for large dataset with mini-batch, let's create 100,000 samples from the same mixture distribution." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 428, "width": 447 } }, "output_type": "display_data" } ], "source": [ "n_samples = 100000\n", "\n", "zs = np.array([rng.multinomial(1, ps) for _ in range(n_samples)]).T\n", "xs = [\n", " z[:, np.newaxis] * rng.multivariate_normal(m, np.eye(2), size=n_samples) for z, m in zip(zs, ms)\n", "]\n", "data = np.sum(np.dstack(xs), axis=2)\n", "\n", "plt.figure(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], c=\"g\", alpha=0.5)\n", "plt.scatter(ms[0, 0], ms[0, 1], c=\"r\", s=100)\n", "plt.scatter(ms[1, 0], ms[1, 1], c=\"b\", s=100)\n", "plt.xlim(-6, 6)\n", "plt.ylim(-6, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MCMC took 55 seconds, 20 times longer than the small dataset." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [43/43 00:01<00:00 logp = -3.6535e+05, ||grad|| = 0.0040229]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">Metropolis: [pi]\n", ">Metropolis: [mu_1]\n", ">Metropolis: [mu_0]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [8000/8000 10:10<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 611 seconds.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "with pm.Model() as model:\n", " mus = [\n", " MvNormal(\"mu_%d\" % i, mu=pm.floatX(np.zeros(2)), tau=pm.floatX(0.1 * np.eye(2)), shape=(2,))\n", " for i in range(2)\n", " ]\n", " pi = Dirichlet(\"pi\", a=pm.floatX(0.1 * np.ones(2)), shape=(2,))\n", " xs = DensityDist(\"x\", logp_gmix(mus, pi, np.eye(2)), observed=data)\n", "\n", " start = find_MAP()\n", " step = Metropolis()\n", " trace = sample(1000, step, start=start)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Posterior samples are concentrated on the true means, so looks like single point for each component." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 428, "width": 447 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], alpha=0.5, c=\"g\")\n", "mu_0, mu_1 = trace[\"mu_0\"], trace[\"mu_1\"]\n", "plt.scatter(mu_0[-500:, 0], mu_0[-500:, 1], c=\"r\", s=50)\n", "plt.scatter(mu_1[-500:, 0], mu_1[-500:, 1], c=\"b\", s=50)\n", "plt.xlim(-6, 6)\n", "plt.ylim(-6, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For ADVI with mini-batch, put theano tensor on the observed variable of the ObservedRV. The tensor will be replaced with mini-batches. Because of the difference of the size of mini-batch and whole samples, the log-likelihood term should be appropriately scaled. To tell the log-likelihood term, we need to give ObservedRV objects ('minibatch_RVs' below) where mini-batch is put. Also we should keep the tensor ('minibatch_tensors')." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/dependencies/pymc3/pymc3/data.py:307: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " self.shared = theano.shared(data[in_memory_slc])\n" ] } ], "source": [ "minibatch_size = 200\n", "# In memory Minibatches for better speed\n", "data_t = pm.Minibatch(data, minibatch_size)\n", "\n", "with pm.Model() as model:\n", " mus = [\n", " MvNormal(\"mu_%d\" % i, mu=pm.floatX(np.zeros(2)), tau=pm.floatX(0.1 * np.eye(2)), shape=(2,))\n", " for i in range(2)\n", " ]\n", " pi = Dirichlet(\"pi\", a=pm.floatX(0.1 * np.ones(2)), shape=(2,))\n", " xs = DensityDist(\"x\", logp_gmix(mus, pi, np.eye(2)), observed=data_t, total_size=len(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run ADVI. It's much faster than MCMC, though the problem here is simple and it's not a fair comparison." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [1500/1500 00:00<00:00 Average Loss = 650.82]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Finished [100%]: Average Loss = 650.74\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.27 s, sys: 660 ms, total: 4.93 s\n", "Wall time: 18.4 s\n" ] } ], "source": [ "# Used only to write the function call in single line for using %time\n", "# is there more smart way?\n", "\n", "\n", "def f():\n", " approx = pm.fit(n=1500, obj_optimizer=pm.adagrad(learning_rate=1e-1), model=model)\n", " means = approx.bij.rmap(approx.mean.eval())\n", " sds = approx.bij.rmap(approx.std.eval())\n", " return means, sds, approx.hist\n", "\n", "\n", "%time means, sds, elbos = f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is almost the same." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 428, "width": 447 } }, "output_type": "display_data" } ], "source": [ "from copy import deepcopy\n", "\n", "mu_0, sd_0 = means[\"mu_0\"], sds[\"mu_0\"]\n", "mu_1, sd_1 = means[\"mu_1\"], sds[\"mu_1\"]\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "plt.scatter(data[:, 0], data[:, 1], alpha=0.5, c=\"g\")\n", "plt.scatter(mu_0[0], mu_0[1], c=\"r\", s=50)\n", "plt.scatter(mu_1[0], mu_1[1], c=\"b\", s=50)\n", "plt.xlim(-6, 6)\n", "plt.ylim(-6, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variance of the trace of ELBO is larger than without mini-batch because of the subsampling from the whole samples." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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