{ "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:" ] }, { "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", "import requests\n", "\n", "req = requests.get('https://github.com/gpschool/labs/raw/2023/.resources/olympic_marathon_men')\n", "data = pickle.loads(req.content)\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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", "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: 6.947137912152074
\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 25.39951173478027 +ve
rbf.lengthscale 152.04530158028803 +ve
Gaussian_noise.variance0.04850646578826118 +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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" ] }, "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: 1.0849821242111073
\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 0.15459537743345078 +ve
sum.rbf.lengthscale 17.972262183004602 +ve
sum.bias.variance 6.142373344189205 +ve
Student_T.t_scale2 0.007216798689331135 +ve
Student_T.deg_free 1.7414087711218316 +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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", 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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 | 3.086 | 2.741 3.102 3.536\n", "2020 | 3.119 | 2.585 3.101 3.695\n", "2024 | 3.167 | 2.705 3.152 3.732\n", "2028 | 3.224 | 2.640 3.201 3.825\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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"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: 105.72663287105001
\n", "Number of Parameters: 2
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "
gp. valueconstraintspriors
rbf.variance 1.5571454320059503 +ve
rbf.lengthscale0.21042057172280204 +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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", 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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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", 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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=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": "a7e3f96c06e64849933e089953e06cfa", "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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", 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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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", 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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": "4c8d7d1dadd443e885b044d97cdf8201", "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: 5374.374362107158
\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 1.5853152829017958 +ve
sum.rbf.lengthscale 0.057943535082200195 +ve
sum.white.variance 1e-06 +ve fixed
Gaussian_noise.variance 0.48919547954685805 +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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", 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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": "5290a953e0034a59ae60facf542aa380", "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": { "image/png": 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", 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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": 26, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import io\n", "\n", "# Load data\n", "req = requests.get('https://github.com/gpschool/labs/raw/2023/.resources/banana.csv')\n", "data = np.genfromtxt(io.BytesIO(req.content), 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": 27, "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": 28, "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": 29, "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": 30, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "47bc69a0c7aa44b4a0e45f91a4164677", "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: 2527.9628931990665
\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 0.45462822383994284 +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": 31, "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": 32, "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": 33, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": 34, "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": 35, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "47bc69a0c7aa44b4a0e45f91a4164677", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=1.0, max=1.0), Label(value='obj : '), Label(value='2527.9628931990665')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: SVGP
\n", "Objective: 1363.7648270806353
\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 1.8576098048185066 +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": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "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": "3.8.17" } }, "nbformat": 4, "nbformat_minor": 2 }