{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", "### Gaussian Process Summer School 2020\n", "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", "\n", "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Getting started\n", "\n", "First we setup our notebook with the libraries we are going to use. As with Lab 1, we use `numpy` for maths functionality, `pyplot` for plotting, and `GPy` for Gaussian processes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Support for maths\n", "import numpy as np\n", "# Plotting tools\n", "from matplotlib import pyplot as plt\n", "# we use the following for plotting figures in jupyter\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# GPy: Gaussian processes library\n", "import GPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab.\n", "\n", "We will recycle our GP plotting utility from Lab 1:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plot_gp(X, m, C, training_points=None):\n", " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", " # Plot 95% confidence interval \n", " plt.fill_between(X[:,0],\n", " m[:,0] - 1.96*np.sqrt(np.diag(C)), # 95% confidence interval of a Gaussian is\n", " m[:,0] + 1.96*np.sqrt(np.diag(C)), # .. contained within mean +/- 1.96*s.d.\n", " alpha=0.5)\n", " # Plot GP mean and initial training points\n", " plt.plot(X, m, \"-\")\n", " plt.legend(labels=[\"GP fit\"])\n", " \n", " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", " \n", " # Plot training points if included\n", " if training_points is not None:\n", " X_, Y_ = training_points\n", " plt.plot(X_, Y_, \"kx\", mew=2)\n", " plt.legend(labels=[\"GP fit\", \"sample points\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 2. Non-Gaussian likelihoods\n", "\n", "Consider the regression model:\n", "\n", "$$\n", " \\mathbf{y} \\sim \\pi(\\mathbf{X}, \\varphi),\n", "$$\n", "where $\\mathbf{y}$ are some observations given input $\\mathbf{X}$ distributed by some likelihood function with parameters $\\varphi$.\n", "\n", "In yesterday's lab, we looked at regression models with Gaussian process priors and Gaussian likelihoods:\n", "\n", "$$\n", " \\mathbf{y} \\sim \\mathcal{N}(f(\\mathbf{X}), \\sigma^2) \\qquad \\text{which can equivalently be written} \\qquad \\frac{1}{\\sigma}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{N}(0, 1)\n", "$$\n", "\n", "We assume $f \\sim \\mathcal{GP}(m(\\cdot), k(\\cdot,\\cdot))$ and $\\sigma^2$ is the variance of some additive observation noise $\\epsilon \\sim \\mathcal{N}(0, \\sigma^2)$. However, often this is not the best way to model a problem, for example in observation models with outliers, or classification problems. For this, we have to make approximations of the likelihood to fit into the GP regression model.\n", "\n", "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschools/labs/raw/master/.resources/olympic_marathon_men):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Data keys:\n", "dict_keys(['X', 'Y', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", "\n", "Citation:\n", "None\n", "\n", "Info:\n", "Olympic mens' marathon gold medal winning times from 1896 to 2012. Time given in pace (minutes per kilometer). Data is originally downloaded and collated from Wikipedia, we are not responsible for errors in the data\n" ] } ], "source": [ "import pickle\n", "\n", "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", "\n", "print(\"\\nData keys:\")\n", "print(data.keys())\n", "\n", "print(\"\\nCitation:\")\n", "print(data['citation'])\n", "\n", "print(\"\\nInfo:\")\n", "print(data['details'])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Training data (X = input, Y = observation)\n", "X, y = data['X'], data['Y']\n", "\n", "# Set up our plotting environment\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the training data, the results of the gold medal winning time for the Olympic men's marathon\n", "plt.plot(X, y, \"kx\", mew=2)\n", "\n", "# Annotate plot\n", "plt.legend(labels=[\"winning time\"]), plt.xlim((1890, 2018))\n", "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", "plt.title(\"Olympic men's marathon gold medal winning times from 1896 to 2012\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that there is what looks like an outlier in 1904, which may make it difficult to fit a Gaussian likelhood to the data.\n", "\n", "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in `GPy` had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", "\n", "The likelihood functions can be found in `GPy.likelihoods`, and we will use `likelihoods.Gaussian()` here, with the variance set to $1.0$. The inference methods for a GP can be found in `GPy.inference.latent_function_inference`, from which we will use `ExactGaussianInference()`, which exploit the properties of tractability we gain from having Gaussian assumptions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: gp
\n", "Objective: 6.947137912155966
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
gp. valueconstraintspriors
rbf.variance 25.399458856653396 +ve
rbf.lengthscale 152.0451327599257 +ve
Gaussian_noise.variance0.04850644102720907 +ve
" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = GPy.kern.RBF(1, name=\"rbf\")\n", "\n", "# The below GP setup is equivalent to\n", "# m = GPy.models.GPRegression(X, y, k)\n", "# which sets the inference and likelihood to be exact Gaussian inference by default\n", "\n", "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", " X, y, # .. to tailor the inference and likelihood later\n", " kernel = k, # ... for now we replicate the defaults\n", " inference_method = GPy.inference.latent_function_inference.ExactGaussianInference(),# Exact Gaussian inference\n", " likelihood = GPy.likelihoods.Gaussian(variance=1.) # Gaussian likelihood\n", ")\n", "m.optimize()\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We predict the race pace defined by the latent function for every year. We will plot the latent function only by not including the likelihood in our prediction. This is equivalent to using `m.predict_noiseless()`, because our likelihood here is latent function augmented with the (zero-mean) Gaussian noise attributed to the measurements. You could try including the likelihood, and see how it incorporates the uncertainty by increasing the confidence intervals about the mean." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", "\n", "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", "\n", "plt.figure(figsize=(18,6))\n", "# Plot the GP prediction of the latent function with training points\n", "plot_gp(Xnew, mean, Cov, training_points=(X,y))\n", "# Annotate plot\n", "plt.title(\"Exact GP fit of latent function $f$ describing marathon pace in min/km, assuming a Gaussian likelihood\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this may seem like an adequate fit, it can be observed that the outlier at 1904 is affecting the mean estimate, as it appears consistently higher than observed measurements for the next three decades. This is due to the Gaussian likelihood assumption means that the regression is heavily affected by the outliers. \n", "\n", "We could alternatively use a heavy tailed [Student's $t$-distribution](https://en.wikipedia.org/wiki/Student%27s_t-distribution) which can reduce the influence of outliers in the inference. Consider the regression model$^\\ast$:\n", "$$\n", " \\frac{1}{\\sigma^2}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{T}(\\nu)\n", "$$\n", "\n", "However, we cannot trivially extend the Gaussian process updates to find the posterior, so some approximation method needs to be used. We will use Laplace's method for approximating the posterior integrals with a Gaussian distribution using second order Taylor expansions. `GPy` contains the utility to include a Laplace approximation in our `GP`.\n", "\n", "$^\\ast$_note that we write the regression model like this because Student's $t$-distribution is defined with zero mean, and controlled by $\\nu$, the degrees of freedom, only. However, we include a scaling parameter, $\\sigma^2$ that is equivalent to the variance in our likelihood model (see the Gaussian likelihood example above)_" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: gp
\n", "Objective: -0.20189790546437436
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
gp. valueconstraintspriors
sum.rbf.variance 0.31992617301609255 +ve
sum.rbf.lengthscale 23.232527523507 +ve
sum.bias.variance 5.871676625045135 +ve
Student_T.t_scale2 0.00579242124546821 +ve
Student_T.deg_free 1.7650167149296074 +ve
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", "\n", "# We define a Student's t distribution with default nu=5.0 and sigma^2=2.0\n", "# ... nu describes the degrees of freedom\n", "t_dist = GPy.likelihoods.StudentT(deg_free=5., sigma2=2.)\n", "\n", "# We will use the same kernel, an RBF do desribe the trend and a Bias term to offset the fit\n", "k = GPy.kern.RBF(1, lengthscale=5.) + GPy.kern.Bias(1, variance=4.)\n", "\n", "# We fit the model as before, but customise the likelihood (with the t-distribution),\n", "# .. and approximate inference method, here using Laplace\n", "\n", "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", " X, y, # .. to tailor the inference and likelihood, instead of the default\n", " kernel = k, # .. GP regression model used previously\n", " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", " likelihood = t_dist # Our Student's t-distribution with initial parameters defined above\n", ")\n", "\n", "# Optimise the kernel and likelihood parameters\n", "m.optimize()\n", "\n", "# Preview our model\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that in our list of parameters, we no longer have `Gaussian_noise.variance`, which was the parameter of the Gaussian likelihood, and instead have `Student_T.t_scale2` and `Student_T.deg_free` which correspond respectively to the scale (equivalent to variance), and degrees of freedom that describe our Student's $t$-distribution." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We plot the latent function without the likelhood\n", "# This is equivalent to predict_noiseless in the previous lab\n", "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", "\n", "# We will also predict the median and 95% confidence intervals of the likelihood\n", "quantiles = m.predict_quantiles(Xnew, quantiles=(2.5, 50., 97.5), likelihood=m.likelihood)\n", "\n", "# Prepare figure environment\n", "plt.figure(figsize=(18,6))\n", "\n", "plt.subplot(121)\n", "# Plot the GP fit of our latent function f(X)\n", "plot_gp(Xnew, mean, Cov)\n", "\n", "# Annotate plot\n", "plt.ylim((2.5, 5.5))\n", "plt.title(\"GP regression fit of latent function\")\n", "\n", "\n", "plt.subplot(122)\n", "# Plot the median of the predicted likelihood\n", "plt.plot(Xnew, quantiles[1], \".\")\n", "# Add a confidence interval between the 2.5 and 97.5 quantiles (95% of predicted data)\n", "plt.fill_between(Xnew[:,0], quantiles[0][:,0], quantiles[2][:,0], alpha=0.5)\n", "# Plot observations\n", "plt.plot(X, y, \"kx\", mew=2)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\"), plt.ylim((2.5, 5.5))\n", "plt.title(\"Predicted median observations with 95% confidence intervals\");\n", "plt.legend(labels=[\"median prediction\", \"actual results\", \"95% confidence interval\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", "\n", "We could also also obtain the variance (in the usual way) and plot it as an alternative representation of the uncertainty in our fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "Comment on the fit using the Student's $t$-distribution. Can you make a reasonable prediction (with confidence intervals) for the gold medal time in the 2016 Olympics? How does it compare to the true value ($2016, 3.05$). What about predictions for the next 3 Olympics?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The Student's t-distribution has drastically reduced the effects of the outlier in 1904, giving tighter bounds and a mean function that fits the rest of the data well. The prediction noise is less smooth than with Gaussian likelihood, but the predictions are realistic and ignore the outlier." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " | | quantiles (%) \n", "year_|_mean__|__2.5____50____97.5_\n", "2016 | 3.026 | 2.577 3.027 3.662\n", "2020 | 3.022 | 2.585 3.019 3.507\n", "2024 | 3.036 | 2.559 3.032 3.525\n", "2028 | 3.066 | 2.401 3.058 3.610\n" ] } ], "source": [ "Xnew = np.array([2016, 2020, 2024, 2028])[:, None]\n", "\n", "mean, _ = m.predict(Xnew)\n", "quantiles = m.predict_quantiles(Xnew, quantiles=(2.5, 50., 97.5), likelihood=m.likelihood)\n", "print(\" | | quantiles (%) \")\n", "print(\"year_|_mean__|__2.5____50____97.5_\")\n", "for i,x in enumerate(Xnew):\n", " print(\"%4d | %5.3f | %5.3f %5.3f %5.3f\" % (x, mean[i], quantiles[0][i], quantiles[1][i], quantiles[2][i]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 3. Classification with Gaussian Processes\n", "\n", "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process priors to a classification problem.\n", "\n", "There are different approximation techniques we could use. In the previous example, we used the Laplace approximation, but other alternatives include expectation propagation (EP) and stoachastic variational inference (SVI). Note that `GPy` has a `GPClassification` model that contains sensible defaults, much like the `GPRegression` model used in Lab 1. However, we will construct our GP and manually set the likelihood and approximate inference methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulating a binary classification problem\n", "\n", "For posterity, we will generate a latent function $f$ that we _know_ is a Gaussian process, by simulating it given an RBF covariance function. We will then use a mapping of the latent function using a [probit](https://en.wikipedia.org/wiki/Probit) transform (which maps a function to $[0,1]$ and is denoted $\\Phi$) and sample from the resulting [Bernoulli distribution](https://en.wikipedia.org/wiki/Bernoulli_distribution)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# This is important for reproducing the latent function\n", "np.random.seed(4092018)\n", "\n", "# The covariance in the latent function is an RBF with l=0.2\n", "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", "\n", "# Create a smooth GP latent function\n", "Xnew = np.linspace(0., 1., 1000)[:, None]\n", "f_true = np.random.multivariate_normal(np.zeros(1000), k.K(Xnew,Xnew))\n", "\n", "## Random sample space over [0, 1]\n", "ix = np.sort(np.random.randint(0, 999, 200))\n", "X, f = Xnew[ix], f_true[ix]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this is an example of a latent function that we have simulated using a _known_ covariance function – as opposed to our previous GP regression problem, where we only _assumed_ the nature of the covariance function. We will, however, be passing the latent function through a non-Gaussian likelihood over which we can no longer exactly infer the original latent function.\n", "\n", "Hence, the regression problem is defined:\n", "\n", "$$\n", " \\mathbf{y} = \\begin{bmatrix}y_1 \\\\ \\vdots \\\\ y_N\\end{bmatrix}, \\quad y_i \\sim \\mathcal{Bernoulli}\\left(p_i\\right)\\ \\text{for }i\\in 1,\\ldots,N \\qquad \\text{where } p_i = \\Phi\\left(f(x_i\\right))\n", "$$\n", "\n", "The sample inputs are indexed from the set $\\mathbf{X} = \\{x_1, \\ldots, x_N\\}$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Squash the latent function between [0, 1] using the probit link function\n", "probit = GPy.likelihoods.link_functions.Probit()\n", "\n", "# Demonstrate the transformation done by the latent function\n", "p_s = probit.transf(f_true) # e.g. p_X in the above equation\n", "\n", "# We then draw samples form a Bernoulli distribution with success probability equal\n", "# .. to the transformed latent function\n", "y = GPy.likelihoods.Bernoulli(gp_link=probit).samples(f)[:, None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll plot the latent function (which is a smooth Gaussian process), and samples, showing the squashed probability function of the Bernoulli distribution, and the random samples drawn at the sample locations." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 6))\n", "\n", "# Plot latent function and sample locations\n", "plt.subplot(121)\n", "plt.plot(Xnew, f_true, '-', X, f, \"bx\", mew=3)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x$\"), plt.ylabel(\"$f(x)$\")\n", "plt.legend(labels=[\"Latent function\", \"Sample locations\"])\n", "plt.title(\"Latent function $f$ with samples $f(\\mathbf{X})$ plotted\")\n", "\n", "# Plot the probit squashed f and samples from the corresponding Bernoulli distribution\n", "plt.subplot(122)\n", "plt.plot(X, y, 'kx', Xnew, p_s, \"-\", mew=3)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$/$p(y=1)$\")\n", "plt.legend(labels=[\"Binary observations\", \"Squashed latent function: $\\Phi(f(\\cdot))$\"], loc='center right')\n", "plt.title(\"Observations sampled from Bernoulli distributions with probability $\\Phi(f(\\cdot))$\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GP Regression with Bernoulli Likelihood\n", "\n", "While the regression problem described here may seem _harder_ than modelling the Olympic marathon data with a Student's $t$-distribution, the steps to go through using `GPy` are just as simple.\n", "\n", "We will need to define a kernel, a likelihood, and an inference method. Since we know the kernel used to generate the latent function above, we will reuse that (in most cases, this will be unknown). We also know the likelihood used to obtain the measurements (because we defined it to simulate them): a Bernoulli likelihood defined by taking the probit transform of the latent function. We will approximate the posterior of the latent function using these assumptions using the Laplace approximation, as with the $t$-distribution example.\n", "\n", "Note, we could also use expectation propagation, `latent_function_inference.EP()`, but in such a simple case the choice of inference approximation method is not going to make much difference." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: gp
\n", "Objective: 105.72663286622492
\n", "Number of Parameters: 2
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "
gp. valueconstraintspriors
rbf.variance 1.5571454099330917 +ve
rbf.lengthscale0.21042056990967556 +ve
" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We use the kernel used to generate f\n", "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", "\n", "# And a Bernoulli likelihood\n", "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", "\n", "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", " X, y, # .. to tailor the inference and likelihood, instead of the default\n", " kernel = k, # .. GP regression model used previously\n", " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", " likelihood = B_dist # Our Bernoulli likelihood as defined above\n", ")\n", "\n", "m.optimize()\n", "\n", "# Preview our model\n", "m" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We plot the latent function without the likelhood\n", "# This is equivalent to predict_noiseless in the previous lab\n", "mean, Cov = m.predict(Xnew, include_likelihood=False, full_cov=True)\n", "\n", "# We will also predict the median and 95% confidence intervals of the likelihood\n", "quantiles = m.predict_quantiles(Xnew, quantiles=np.array([50.]), likelihood=m.likelihood)\n", "prob, _ = m.predict(Xnew, include_likelihood=True) # Probability function for Bernoulli\n", "\n", "# Prepare figure environment\n", "plt.figure(figsize=(18,6))\n", "\n", "plt.subplot(121)\n", "# Plot the GP fit of our latent function f(X)\n", "plot_gp(Xnew, mean, Cov)\n", "\n", "plt.plot(Xnew, f_true, \"--\")\n", "# Annotate plot\n", "plt.title(\"GP fit of latent function with Bernoulli likelihood\")\n", "\n", "plt.subplot(122)\n", "# Plot the median and mean of the predicted likelihood\n", "plt.plot(Xnew, quantiles[0], \"-\", Xnew, prob, \"-\")\n", "plt.plot(X, y, \"kx\", mew=2)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x$\"), plt.ylabel(\"$p(y=1)$\")\n", "plt.title(\"Classifier prediction\");\n", "plt.legend(labels=[\"median GP likelihood\", \"Bernoulli probability\", \"training points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we have plotted the inferred latent function $f$, and on the right, the mean and median of the predicted likelihood. In the Bernoulli distribution, the mean is the probability parameter, $p_i$ of the Bernoulli distribution, and the median is defined as $1$ if $p_i > (1-p_i)$, $0.5$ if $p_i = (1-p_i)$ and $0$ otherwise. This makes it a suitable candidate for a decision boundary, as demonstrated in the above plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple Input Classification\n", "\n", "We can apply the above example to a 2-D classification example. Taking the multi-input example from Lab 1, we will define our latent function, $f(x_i, x_j)$, as the product of sinusoids in the respective input dimensions $x_i$ and $x_j$ and create a classifier that evaluates an input based on whether it's greater than zero or not:\n", "\n", "$$\n", " y(x_i,x_j) = \\begin{cases}1 & \\text{if } f(x_i,x_j) + \\varepsilon > 0 \\\\ 0 & \\text{otherwise} \\end{cases},\n", "$$\n", "\n", "where $\\varepsilon \\sim \\mathcal{N}(0, 1e-4)$ describes some random observation noise in our classifier. Note that this is not exactly a Bernoulli distribution, as was the case in the previous example, but we will attempt to fit it with one with our GP regression model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Lambda function, f, the unknown function we are trying to predict\n", "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", "\n", "# Our test grid\n", "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", "\n", "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", "num_measurements = 50\n", "\n", "# Random sample locations (2-D)\n", "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", "\n", "# Setup plot enviornment\n", "plt.figure(figsize=(14, 6))\n", "\n", "plt.subplot(121)\n", "# Show true function\n", "plt.contour(Xi, Xj, f(Xi,Xj))\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.colorbar()\n", "plt.title(\"$f(x_1,x_2)$\"), plt.axis(\"square\")\n", "\n", "# Our observations, y = 1 if [f(x1,x2) + epsilon > 0]otherwise 0\n", "y = np.array(f(X2[:,0], X2[:,1]) + 0.01*np.random.randn(num_measurements) > 0, dtype=np.int)[:, None]\n", "\n", "plt.subplot(122)\n", "# Show sample locations\n", "plt.plot(X2[np.where(y == 0),0], X2[np.where(y == 0),1],'bo') # Plot 0 class\n", "plt.plot(X2[np.where(y == 1),0], X2[np.where(y == 1),1],'ro') # Plot 1 class\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\"), plt.axis(\"square\")\n", "plt.title(\"Samples (blue = 0, red = 1)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 2\n", "\n", "(a) Fit a Gaussian process to the observation data for the 2-D classification example, using a Bernoulli likelihood. Try and recover the probability surface for the Bernoulli distribution over input space `Xnew2`.\n", "\n", "_Remember from Lab 1 that we need to reshape our output into a grid the same shape as our inputs: e.g._ `mean2.reshape(Xi.shape)`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [], "source": [ "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# Put your answer here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Find a decision boundary and plot it over the input space `Xnew2` along with the samples. What do you think of the decision boundary? Does it capture the rules of the classifier?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) As mentioned before, the mean of a Bernoulli distribution is $p$. The variance is defined by $p(1-p)$. Plot the variance of your GP likelihood fit and comment on how it might reflect the uncertainty in the predicted classifier." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c5b6269a880b4b348cf4320a32a6d52d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(VBox(children=(IntProgress(value=0, max=200), HTML(value=''))), Box(children=(HTML(value=''),))…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", "\n", "# 2D isotropic RBF will do (see Lab 1)\n", "k = GPy.kern.RBF(2, active_dims=[0, 1])\n", "\n", "# Bernoulli likelihood\n", "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", "\n", "# We'll use Laplace approximation here\n", "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", " X2, y, # .. to tailor the inference and likelihood, instead of the default\n", " kernel = k, # .. GP regression model used previously\n", " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", " likelihood = B_dist\n", ")\n", "\n", "m.optimize(messages=True, max_iters=200)\n", "\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# We plot the latent function without the likelhood\n", "# This is equivalent to predict_noiseless in the previous lab\n", "mean2, Cov2 = m.predict(Xnew2, include_likelihood=False, full_cov=True)\n", "\n", "# We will also predict the median and 95% confidence intervals of the likelihood\n", "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)\n", "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", "\n", "# Prepare figure environment\n", "plt.figure(figsize=(18,6))\n", "\n", "####\n", "plt.subplot(121)\n", "\n", "# # Plot the median of the predicted likelihood\n", "plt.pcolor(Xi, Xj, prob.reshape(Xi.shape)) # (a)\n", "plt.contour(Xi,Xj,quantiles[0].reshape(Xi.shape)) # (b)\n", "\n", "# plt.plot(X, y, \"kx\", mew=2)\n", "plt.plot(X2[np.where(y == 0),0],X2[np.where(y == 0),1],'bo')\n", "plt.plot(X2[np.where(y == 1),0],X2[np.where(y == 1),1],'ro')\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.axis(\"square\")\n", "plt.title(\"Mean of Bernoulli likelihood representing the classifier\")\n", "plt.colorbar();\n", "\n", "#====\n", "plt.subplot(122)\n", "# We can extract the variance from our mean function estimation of the Bernoulli distribution. \n", "plt.pcolor(Xi, Xj, (prob*(1.-prob)).reshape(Xi.shape)) # (c)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Variance of classifier\")\n", "plt.axis(\"square\")\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note that our latent function f is not really possible to be replicated, because the classifier does not discriminate the nature of postive or negative f. The key thing we would like to approximate is a decision boundary in classifier space. The shape of the mean likelihood well approximates the properties of the classifier.\n", "> \n", "> It is clear that the decision boundary defined by the median is a pretty good fit for the classifier, though we might use other quantiles to bound our confidence in the decision.\n", "> \n", "> The variance generally corroborates our interpretation, with the greatest uncertainty appearing along the decision boundary and along the edges of the plots where there is less information. We were to extrapolate the classifier beyound the bounds of the input space, we would find the variance explodes, as in the case with standard regression." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 4. Sparse Gaussian Processes\n", "\n", "The non-parametric formulation that characterises Gaussian processes makes the cost of inference prohibitive when the number of data observations is large. The computational cost of inference is $\\mathscr{O}(N^3)$, where $N$ is the number of observations, for full GP regression, as a result of matrix inversions required to calculate the posterior. In order to deal with this, an augmentation of the GP regression model called _sparse GPs_ aims to use a small set of _inducing variables_ to approximate the probability space. The driving idea is to find a posterior over the smaller set of $M (\\ll N)$ inducing variables instead of over $N$ training points to reduce the computational requirements. The challenge, then, is to find the set of inducing variables and model parameters that best approximate the full GP.\n", "\n", "In the following example, we will explicitly be working with Gaussian likelihoods again, to introduce the concept of sparse approximation in a simple setting. It is possible to extend sparse GPs to non-Gaussian likelihoods, which we will discuss at the end of this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Full versus Sparse Gaussian Process Regression\n", "\n", "In the following example, we will simulate some observations sampled from a GP, and compare the results of sparse and full regression.\n", "\n", "First we will generate $N=50$ samples from a GP:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# This is important for reproducing the latent function\n", "np.random.seed(40918)\n", "\n", "# The covariance in the latent function is an RBF with l=0.2\n", "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", "\n", "# Create a smooth GP latent function\n", "X = np.sort(np.random.rand(50, 1), 0)\n", "y = np.random.multivariate_normal(np.zeros(50), k.K(X,X) + 0.01*np.eye(50))[:, None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While $N=50$ is not a _huge_ number of data, this example will show that we can get a reasonably accurate fit with only a small number of inducing variables, $M=3$. This will reduce the complexity of full GP regression, $\\mathscr{O}(N^3)$, to $\\mathscr{O}(NM^2)$, which is clearly a useful reduction in computational requirements – even in this basic example, we can see $450 \\ll 125000$.\n", "\n", "We make use of the `SparseGPRegression` model which, like the `GPRegression` model, has sensible defaults that we don't need to worry about for this example. The `SparseGPRegression` assumes a Gaussian likelihood and uses exact Gaussian inference. We could also define these explicitly using `core.SVGP`, which is the sparse equivalent of `core.GP` that we used above, allowing us to define the inference method, and likelihood." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space for predictions from the posterior\n", "Xnew = np.linspace(-0.1, 1.1, 1000)[:, None]\n", "\n", "# The covariance we used to generate the samples (assumed)\n", "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", "\n", "# Prepare figure enviroment\n", "plt.figure(figsize=(18, 6))\n", "\n", "plt.subplot(121)\n", "## First we fit with full GP regression \n", "m = GPy.models.GPRegression(X, y, kernel=k)\n", "m.Gaussian_noise.variance = 0.01\n", "\n", "# Note we don't even optimise the hyperparameters because they are known here\n", "mean_full, Cov_full = m.predict(Xnew, full_cov=True)\n", "\n", "# We plot our regression fit of the likelihood\n", "plot_gp(Xnew, mean_full, Cov_full, training_points=(X, y))\n", "plt.title(\"Full GP regression\")\n", "\n", "\n", "plt.subplot(122) \n", "## Next, we define M=3 inducing points randomly within the sample space\n", "Z = np.random.rand(3, 1)\n", "\n", "# We fit with sparse GP regression using randomly assigned inducing variables\n", "m = GPy.models.SparseGPRegression(X, y, Z=Z, kernel=k)\n", "m.Gaussian_noise.variance = 0.01\n", "m.Gaussian_noise.fix() # We fix the Gaussian observation noise\n", "\n", "# We will not optimise any of the hyperparameters again\n", "mean_sparse_rand, Cov_sparse_rand = m.predict(Xnew, full_cov=True)\n", "\n", "# Plot the posterior of the likelihood fit using a sparse GP\n", "plot_gp(Xnew, mean_sparse_rand, Cov_sparse_rand, training_points=(X, y))\n", "# Plot the randomly assigned inducing variables\n", "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'b^', mew=3)\n", " \n", "## We are now going to optimise the model\n", "# We will optimise the inducing point locations and the \n", "# .. kernel hyperparameters with respect to each other (remember the noise is fixed)\n", "m.optimize()\n", "\n", "# We predict the optimised sparse GP fit\n", "mean_sparse_opt, Cov_sparse_opt = m.predict(Xnew, full_cov=True)\n", "\n", "# We plot our new mean\n", "plot_gp(Xnew, mean_sparse_opt, Cov_sparse_opt)\n", "# Plot optimised inducing variable locations\n", "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'y^', mew=3)\n", "\n", "# Annotate plot\n", "plt.xlim((-0.1, 1.1)), plt.title(\"Sparse GP regression with 3 inducing variables\")\n", "plt.legend(labels=[\"sparse fit\", \"sample points\", \"random inducing locations\", \"optimised sparse fit\", \"optimised inducing locations\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With such a small number of data points, it's clearly a better option to use full Gaussian process regression here. However, our optimised sparse GP fit produces a sufficiently good fit of the data considering the small ($M=3$) number of inducing variables used. It should be clear that when we have a substantially larger number of data points $N$, using sparse GPs will provide a scalable solution when it is no longer feasible to calculate the full GP." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A Longer Example\n", "\n", "In the next example, we will try and use sparse GPs to approximate an unknown function for which we have a large number of (noisy) observations.\n", "\n", "Consider the function\n", "$$\n", " f(x) = \\sin(2\\pi x) + \\sin(25\\pi x) + \\sin(5\\pi x) + \\sin(11\\pi x)\n", "$$\n", "\n", "We have a large number of observations, $N=5000$:\n", "\n", "$$\n", " \\mathbf{y} = f(\\mathbf{X}) + \\varepsilon,\n", "$$\n", "\n", "and for now, we will assume a Gaussian likelihood: $\\varepsilon \\sim \\mathcal{N}(0, \\sigma^2)$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# True latent function\n", "f = lambda x: sum([np.sin(w*np.pi*x) for w in [2, 25, 5, 11]])\n", "\n", "N = 5000 # large number of observations\n", "\n", "# Random sample locations\n", "X = np.sort(np.random.rand(N)[:,None])\n", "# N noisy observations of the latent function with variance 0.01\n", "y = f(X) + 0.1*np.random.randn(N, 1)\n", "\n", "#== Plot samples\n", "plt.figure(figsize=(14, 6))\n", "\n", "# Plot points (since there's a lot we make them slightly transparent)\n", "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$\")\n", "plt.legend(labels=[\"%d observations\" % N]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, if we tried to fit full GP regression to this, we would face some problems with the sheer computational resources required for matrix inversion in the Gaussian process equations.\n", "\n", "We will use a sparse GP with a small number of inducing points, $M=20$, to try and fit the function. Given the large number of points, we will make some adjustments of the optimiser. We will cap the number of iterations to save time in the lab. These options are given to the `m.optimize()` function. We also add a small amount ($\\sigma^2=10^{-6}$) of white noise to our kernel function to avoid any ill-posedness that may occur in the matrix calculations." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "faafd390e3d64099b7895c8bc7cec5ba", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(VBox(children=(IntProgress(value=0, max=2500), HTML(value=''))), Box(children=(HTML(value=''),)…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: sparse gp
\n", "Objective: 5374.374362107171
\n", "Number of Parameters: 24
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
sparse_gp. valueconstraintspriors
inducing inputs (20, 1) fixed
sum.rbf.variance 1.58531528289464 +ve
sum.rbf.lengthscale 0.05794353508203197 +ve
sum.white.variance 1e-06 +ve fixed
Gaussian_noise.variance 0.4891954795468102 +ve
" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Number of inducing variables\n", "M = 20\n", "\n", "# We define M inducing variables sampled uniformly throughout our input space\n", "Z = np.linspace(0., 1., M)[:, None]\n", "\n", "# We assume the covariance to be an RBF, and add a white noise term for numerical stability\n", "k = GPy.kern.RBF(1, lengthscale=0.05, name=\"rbf\") + GPy.kern.White(1, name=\"white\")\n", "\n", "# Define a sparse GP with Gaussian likelihood\n", "m = GPy.core.SparseGP(\n", " X, y, Z,\n", " kernel = k,\n", " likelihood = GPy.likelihoods.Gaussian(),\n", " inference_method = GPy.inference.latent_function_inference.FITC()\n", ")\n", "\n", "# We define the white noise variance to 10^-6 and fix this\n", "m.kern.white.variance = 1.e-6\n", "m.kern.white.fix()\n", "\n", "# We will also fix the inducing points\n", "m.Z.fix()\n", "\n", "# We limit the number of iterations here, to limit the maximum runtime\n", "# .. We will also allow the optimiser to print progress messages while it is running\n", "m.optimize(max_iters=2500, messages=1)\n", "\n", "# Preview our sparse GP model\n", "m" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We create a prediction space defined over the observation space\n", "Xnew = np.linspace(0., 1., 2000)[:, None]\n", "\n", "# We predict a likelihood free estimate of our latent functon\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Set up figure environment\n", "plt.figure(figsize=(18, 6))\n", "\n", "# Plot the sparse GP prediction\n", "plot_gp(Xnew, mean, Cov)\n", "\n", "# Plot observations\n", "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", "\n", "# Plot inducing variable locations\n", "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", "\n", "# Annotate plot\n", "plt.xlim((0., 1.))\n", "plt.title(\"Sparse GP with uniform inducing variables\")\n", "plt.legend(labels=[\"GP fit\", \"Observations\", \"Inducing points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 3\n", "\n", "(a) How do you feel about the fit? Based on what you learned in the Lab 1, what changes might you make to the kernel used?" ] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "> The fit follows the trend and is generally quite good, although it does not capture the periodicity. We could use a periodic kernel to try and capture the peaks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` (`m.Z.unfix()`), changing the number of inducing points `M`, and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "48aec77bc9464fdead8a52a0cf3d30ee", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(VBox(children=(IntProgress(value=0, max=10000), HTML(value=''))), Box(children=(HTML(value=''),…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "M = 50\n", "\n", "Z = np.linspace(0., 1., M)[:, None]\n", "\n", "k = GPy.kern.RBF(1, lengthscale=0.05, name=\"rbf\") \\\n", " + GPy.kern.StdPeriodic(1, period=1) * GPy.kern.RBF(1, name=\"rbf\") \\\n", " + GPy.kern.White(1, name=\"white\")\n", "\n", "m = GPy.core.SVGP(\n", " X, y, Z,\n", " kernel = k,\n", " likelihood = GPy.likelihoods.Gaussian()\n", ")\n", "\n", "m.Z.unfix()\n", "m.kern.white.variance = 1.e-6\n", "m.kern.white.fix()\n", "\n", "m.optimize(max_iters=10000, messages=1)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Samples from posterior of sparse GP fit of latent function')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.linspace(0., 1.5, 2000)[:, None]\n", "\n", "mean, Cov = m.predict(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(18, 14))\n", "\n", "plt.subplot(211)\n", "# Plot the sparse GP prediction\n", "plot_gp(Xnew, mean, Cov[:,:,0])\n", "\n", "# Plot observations\n", "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", "\n", "# Plot inducing variable locations\n", "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'k^', mew=3)\n", "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", "\n", "# Annotate plot\n", "plt.xlim((0., 1.5)), plt.ylabel(\"$y$\")\n", "plt.title(\"Sparse GP with uniform inducing variables\")\n", "plt.legend(labels=[\"GP fit\", \"Observations\", \"Original inducing variables\", \"Optimised inducing variables\"])\n", "\n", "## Samples\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "samples = np.random.multivariate_normal(mean[:,0], Cov[:,:,0], 25)\n", "\n", "plt.subplot(212)\n", "# Plot random samples drawn from GP posterior (Without likelihood noise)\n", "for z in samples:\n", " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", "\n", "# Plot observations\n", "#plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", "\n", "# Plot inducing variable locations\n", "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'k^', mew=3)\n", "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", "\n", "# Annotate plot\n", "plt.xlim((0., 1.5)), plt.xlabel(\"$x$\"), plt.ylabel(\"$f$\")\n", "plt.title(\"Samples from posterior of sparse GP fit of latent function\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Stochastic Variational Inference for GPs on Big Data with Non-Gaussian Likelihood\n", "In the case of sparse regression of functions with a Gaussian likelihood, it is a relatively straightforward computation to calculate the posterior of a GP fit. However, for sparse approximation of non-Gaussian likelihoods, we must rely on sampling or quadrature methods to approximate the expectations. Luckily, with `GPy`, we can perform these approximations using a combination of the same routines that we have used previously.\n", "\n", "We will first load up a dataset for a binary classification problem in 2-D. The data has a large number of observations, occuring in a complex geometry. We use the _Banana_ dataset as our classification problem. By default, the categories are labeled $-1$ and $1$, but we will map these to $[0, 1]$ so we can model the classification problem with a Bernoulli likelihood.\n", "\n", "Data Source: _J. Alcalá-Fdez, A. Fernandez, J. Luengo, J. Derrac, S. García, L. Sánchez, F. Herrera. KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework. Journal of Multiple-Valued Logic and Soft Computing 17:2-3 (2011) 255-287_" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load data from file, make sure banana.csv is in the same directory as this notebook\n", "data = np.genfromtxt('../.resources/banana.csv', delimiter=',')\n", "\n", "# Dimension of data\n", "D = data.shape[1]-1\n", "\n", "# Seperate our data (input) from its corresponding label output\n", "# .. note we have to rescale from [-1,1] to [0,1] for a Bernoulli distribution\n", "X, y = data[:,:D], (0.5 + data[:,-1]/2)[:, None]\n", "\n", "# We will plot our data as well\n", "plt.figure(figsize=(8,8))\n", "\n", "# Plot 0 class in blue\n", "plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1], 'bo', mew=0.5, alpha=0.5)\n", "# Plot 1 class in red\n", "plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1], 'ro', mew=0.5, alpha=0.5)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Banana Dataset (red=1, blue=0)\")\n", "plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we are going to use a variational sparse GP framework, where we approximate the likelihood with a _variational distribution_. For problems with a large number data, even sparse approximations can still have trouble scaling. A recent extension, particularly for classification of large data sets with GPs is using _stochastic variational inference_ for sparse GPs$^1$.\n", "\n", "Given a large number of data, $N$, stochastic inference utilises some randomly selected _mini-batch_ of size $B$, over which we approximate the variational evidence lower bound as a noisy subsample, with the mini-batch sizes reducing much of the computational cost.\n", "\n", "We will use our sparse GP framework with the `core.SVGP` object in `GPy`. For now, we will just use an anisotropic `RBF` kernel with some fixed white noise, again $\\sigma^2=10^{-6}$. We use a Bernoulli likelihood with a probit link function, as in our previous examples, though we alternatively could try a sigmoid, or other link functions for this problem.\n", "\n", "Because we are using a sparse approximation, we are already making approximating the likelihood using a variational model. As a result, we don't need to specify our inference model, such as Laplace approximation. We will also use the density information to guide our inducing variable locations: we fit $k$-means and take the centroids as _fixed_ locations to save the optimiser some work. For now, we will use $M=8$ inducing variables.\n", "\n", "The final things to consider are the size of our mini-batches, i.e. the number of samples we take from our data during each iteration, and the choice of optimiser: we want a stochastic optimiser, and in this example we will use Adadelta.\n", "\n", "$^1$ Hensman, J., Matthews, A.G.d.G. and Ghahramani, Z., 2015. [_Scalable variational Gaussian process classification_](https://arxiv.org/abs/1411.2005)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from scipy.cluster.vq import kmeans\n", "\n", "# Number of inducing points\n", "M = 8\n", "\n", "# Our initial inducing points, assigned with k-means\n", "Z = 1. * kmeans(X, M)[0]\n", "\n", "# We use a 2-D anisotropic RBF kernel here, to allow us different lengthscales in each direction\n", "k = GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6)\n", "\n", "# Bernoulli likelihood\n", "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", "\n", "# size of minibatch\n", "batchsize = 10\n", "\n", "# Fit a sparse variational Gaussian process our data, inducing points and a Bernoulli likelihood\n", "m = GPy.core.SVGP(\n", " X, y, Z,\n", " kernel=GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6),\n", " likelihood=B_dist,\n", " batchsize=batchsize\n", ")\n", "\n", "# We will fix the white noise of our kernel to 10^-6\n", "m.kern.white.fix();\n", "\n", "# Fix the inducing inputs to the kmeans initialised locations\n", "m.Z.fix();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Stochastic Optimisation\n", "\n", "Whereas previously we have used deterministic optimisers to optimise the parameters, here we will make use of a stochastic optimiser that will take minibatches of the data. In this example, we will use `Adadelta`:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from climin import Adadelta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cell contains some utilities for showing the optimiser. We create a widget for jupyter, and create a callback function that the optimiser will execute during each iteration, until the callback returns `True`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": true }, "outputs": [], "source": [ "## This is a small utility for giving realtime output of the optimiser\n", "import ipywidgets\n", "\n", "logpy = ipywidgets.Label(align='right')\n", "prog = ipywidgets.FloatProgress(value=0., min=0., max=1.)\n", "progress_widget = ipywidgets.HBox([prog, ipywidgets.Label(\"obj : \"), logpy])\n", "\n", "def write_out(*v):\n", " ''' writes progress and loss to the widget '''\n", " prog.value, logpy.value = v\n", "\n", "max_iter = 2000\n", "# callback during each optimisation step\n", "def callback(i):\n", " ''' callback during each optimisation step: prints progress and loss, and exits after max_iterations'''\n", " write_out(i['n_iter']/max_iter, str(-m.log_likelihood()))\n", " if i['n_iter'] > max_iter:\n", " return True # when True is returned, the optimiser will stop\n", " return False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now set up and execute the optimiser to minimise the objective function of the model: the negative log-likelihood." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7c8a5aaf0f9c4d21bb3d628cd9580b20", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1.0), Label(value='obj : '), Label(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: SVGP
\n", "Objective: 1729.6607971913322
\n", "Number of Parameters: 64
\n", "Number of Optimization Parameters: 47
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
SVGP. valueconstraintspriors
inducing inputs (8, 2) fixed
sum.rbf.variance 0.37686257928372835 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (36, 1)
q_u_mean (8, 1)
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the progress widget\n", "display(progress_widget)\n", "\n", "# Initialise optimiser with model parameters and gradients\n", "opt = Adadelta(m.optimizer_array, m.stochastic_grad)\n", "\n", "# Minimise negative log likelihood until callback returns True (i.e. after max_iter runs) \n", "_ = opt.minimize_until(callback)\n", "\n", "# Print final model\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to look at the classifer created by our regression fit. The best way to do this is to model the probability surface of the Bernoulli likelihood. This is defined as our latent function approximated through the probit transform, and serves as a good representation of classifer. We will also plot the _median_ of the Bernoulli likelihood, as we did in the 1-D example, which gives us a good point estimate of a decision boundary.\n", "\n", "Remember, we can calculate the variance of a Bernoulli distribution with $p(1-p)$, where $p$ is our squashed mean latent function that serves as the probability of the likelihood.\n", "\n", "We will define a prediction space over $[-3, 3] \\times [-3, 3]$:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": true }, "outputs": [], "source": [ "Xi, Xj = np.meshgrid(np.linspace(-3., 3., 100), np.linspace(-3., 3., 100))\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# Predict the mean of the likelihood, which serves as our Bernoulli probability\n", "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", "# Define a decision boundary by finding the median (the point where the probability switches between >0.5 and <0.5)\n", "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will create a utility plot tool to speed up plotting results:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plot_2d_decision(Xi, Xj, prob, quantiles):\n", " # Create our figure environment\n", " plt.figure(figsize=(18,6))\n", "\n", " #### We plot first the probability of our Bernoulli likelihood\n", " plt.subplot(121)\n", "\n", " # Plot the mean likelihood\n", " plt.contourf(Xi, Xj, prob.reshape(Xi.shape))\n", " # Plot the median of the predicted likelihood\n", " plt.contour(Xi, Xj, quantiles[0].reshape(Xi.shape))\n", "\n", " # Plot the data points\n", " plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1],'bo', mew=0.5, alpha=0.2)\n", " plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1],'ro', mew=0.5, alpha=0.2)\n", "\n", " # Plot the inducing variables\n", " plt.plot(Z[:,0], Z[:,1],'k^')\n", "\n", " # Annotate plot\n", " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", " plt.title(\"Mean of Bernoulli likelihood representing the classifier\")\n", " plt.colorbar();\n", "\n", " #### We will also plot the variance of the classifer\n", " plt.subplot(122)\n", " # We can extract the variance from our mean function estimation of the Bernoulli distribution. \n", " plt.pcolor(Xi, Xj, (prob*(1.-prob)).reshape(Xi.shape))\n", "\n", " # Annotate plot\n", " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", " plt.title(\"Variance of classifier\")\n", " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", " plt.colorbar();" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_2d_decision(Xi, Xj, prob, quantiles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4\n", "\n", "(a) In the above example, we preset the number of inducing points to $M=8$ and fixed their positions to the centroids of a $k$-means clustering. Try experimenting with using random initialisation, optimisation of inducing point locations, and changing the number of inducing points. How does this affect the accuracy of the model, and the time it takes to infer a posterior?\n", "\n", "(b) How does the size of the minibatch affect the results ?" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from scipy.cluster.vq import kmeans\n", "\n", "# Number of inducing points\n", "M = 12\n", "\n", "# Our initial inducing points, assigned with k-means\n", "Z = 1. * kmeans(X, M)[0]\n", "\n", "# We use a 2-D anisotropic RBF kernel here, to allow us different lengthscales in each direction\n", "k = GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6)\n", "\n", "# Bernoulli likelihood\n", "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", "\n", "# size of minibatch\n", "batchsize = 100\n", "\n", "# Fit a sparse variational Gaussian process our data, inducing points and a Bernoulli likelihood\n", "m = GPy.core.SVGP(\n", " X, y, Z,\n", " kernel=GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6),\n", " likelihood=B_dist,\n", " batchsize=batchsize\n", ")\n", "\n", "# We will fix the white noise of our kernel to 10^-6\n", "m.kern.white.fix();" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7c8a5aaf0f9c4d21bb3d628cd9580b20", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=1.0, max=1.0), Label(value='obj : '), Label(value='1729.6607971913322')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: SVGP
\n", "Objective: 1189.134453098378
\n", "Number of Parameters: 118
\n", "Number of Optimization Parameters: 117
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
SVGP. valueconstraintspriors
inducing inputs (12, 2)
sum.rbf.variance 1.74221177767981 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (78, 1)
q_u_mean (12, 1)
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the progress widget\n", "display(progress_widget)\n", "\n", "# Initialise optimiser with model parameters and gradients\n", "opt = Adadelta(m.optimizer_array, m.stochastic_grad)\n", "\n", "# Minimise negative log likelihood until callback returns True (i.e. after max_iter runs) \n", "_ = opt.minimize_until(callback)\n", "\n", "# Print final model\n", "display(m)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xi, Xj = np.meshgrid(np.linspace(-3., 3., 100), np.linspace(-3., 3., 100))\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# Predict the mean of the likelihood, which serves as our Bernoulli probability\n", "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", "# Define a decision boundary by finding the median (the point where the probability switches between >0.5 and <0.5)\n", "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)\n", "\n", "plot_2d_decision(Xi, Xj, prob, quantiles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The number of inducing variables improves our overall fit, by allowing for a more expressive regression model -- this can be observed in the underlying decision surface compared with fewer, though we only added 4 more in the above example.\n", "> \n", "> The effect of minibatches is less obvious here, but a larger minibatch leads to slightly slower optimisation at each step, but for stochastic optimisers can provide more stability. This is a hyperparameter that often needs fine-tuning per problem, and depending on your optimiser, e.g. Adadelta, SGD or ADAM." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Credit\n", "\n", "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/), and [James Hensman](http://jameshensman.github.io/). Additional writing and examples were provided by Fariba Yousefi and Juan Jose Giraldo Gutierrez." ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Python 3", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }