From 8453f09aa548650b193081664ccc158c5662d783 Mon Sep 17 00:00:00 2001 From: Sebastian Ament <56886879+SebastianAment@users.noreply.github.com> Date: Wed, 29 Jan 2025 11:28:39 -0800 Subject: [PATCH] Tutorial for Robust Gaussian Processes via Relevance Pursuit (#2707) Summary: This commit adds a tutorial of the robust Relevance Pursuit model, specifically using the `RobustRelevancePursuitSingleTaskGP` and the Twitter flash crash examples, as well as a synthetic regression example that showcases both usage patterns, as well as ways of analyzing the results of the model. Test Plan: Ran the tutorial on an internal devserver, my local machine, and the smoke test passes in the [OSS test](https://github.com/pytorch/botorch/actions/runs/13021130751/job/36321841195?pr=2707): ``` Running tutorial relevance_pursuit_robust_regression.ipynb. Running tutorial relevance_pursuit_robust_regression.ipynb took 7.77 seconds. Memory usage started at 47.5 MB and the maximum was 798.1875 MB. ``` ## Twitter Flash Crash Example {F1974794186}{F1974794179} Reviewed By: Balandat Differential Revision: D68353581 Pulled By: SebastianAment --- .../models/robust_relevance_pursuit_model.py | 5 +- tutorials/data/twitter_flash_crash.csv | 406 +++++++++++ .../relevance_pursuit_robust_regression.ipynb | 667 ++++++++++++++++++ website/tutorials.json | 4 + 4 files changed, 1079 insertions(+), 3 deletions(-) create mode 100644 tutorials/data/twitter_flash_crash.csv create mode 100644 tutorials/relevance_pursuit_robust_regression.ipynb diff --git a/botorch/models/robust_relevance_pursuit_model.py b/botorch/models/robust_relevance_pursuit_model.py index f232d1a345..a58b8cd242 100644 --- a/botorch/models/robust_relevance_pursuit_model.py +++ b/botorch/models/robust_relevance_pursuit_model.py @@ -61,7 +61,6 @@ from gpytorch.module import Module from torch import Tensor - # default fractions of outliers to consider during relevance pursuit FRACTIONS_OF_OUTLIERS = [ 0.0, @@ -117,8 +116,8 @@ def __init__( dim=dim, convex_parameterization=convex_parameterization, ) - self.bmc_support_size: Tensor | None = None - self.bmc_probability: Tensor | None = None + self.bmc_support_sizes: Tensor | None = None + self.bmc_probabilities: Tensor | None = None self.cache_model_trace = cache_model_trace self.model_trace: list[SingleTaskGP] | None = None self.prior_mean_of_support: float = ( diff --git a/tutorials/data/twitter_flash_crash.csv b/tutorials/data/twitter_flash_crash.csv new file mode 100644 index 0000000000..e7afd59fe1 --- /dev/null +++ b/tutorials/data/twitter_flash_crash.csv @@ -0,0 +1,406 @@ +,Time,Price +434085,2013-04-23 09:30:00,14633.1 +434086,2013-04-23 09:31:00,14655.2 +434087,2013-04-23 09:32:00,14660.5 +434088,2013-04-23 09:33:00,14654.8 +434089,2013-04-23 09:34:00,14653.3 +434090,2013-04-23 09:35:00,14645.2 +434091,2013-04-23 09:36:00,14658.6 +434092,2013-04-23 09:37:00,14659.7 +434093,2013-04-23 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16:03:00,14717.8 +434479,2013-04-23 16:04:00,14717.8 +434480,2013-04-23 16:05:00,14717.8 +434481,2013-04-23 16:06:00,14717.8 +434482,2013-04-23 16:07:00,14717.8 +434483,2013-04-23 16:08:00,14717.8 +434484,2013-04-23 16:09:00,14717.8 +434485,2013-04-23 16:10:00,14717.8 +434486,2013-04-23 16:11:00,14717.8 +434487,2013-04-23 16:12:00,14717.8 +434488,2013-04-23 16:13:00,14717.8 +434489,2013-04-23 16:14:00,14717.8 diff --git a/tutorials/relevance_pursuit_robust_regression.ipynb b/tutorials/relevance_pursuit_robust_regression.ipynb new file mode 100644 index 0000000000..32386b9893 --- /dev/null +++ b/tutorials/relevance_pursuit_robust_regression.ipynb @@ -0,0 +1,667 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3a0fe4ac-a57c-405d-8edf-a1c19cdf064a", + "metadata": {}, + "source": [ + "# Robust Gaussian Processes via Relevance Pursuit\n", + "This tutorial showcases the robust Gaussian process model and Relevance Pursuit algorithm introduced in the NeurIPS 2024 article [\"Robust Gaussian Processes via Relevance Pursuit\"](https://arxiv.org/pdf/2410.24222). The method adaptively identifies a sparse set of outlying data points that are corrupted by a mechanism that is not captured by the other components of the model. This is in contrast to many other approaches\n", + "to robust regression that non-adaptively apply a heavy-tailed likelihood to all observations, which\n", + "can be suboptimal if many observations are of high quality.\n", + "\n", + "## The Extended Likelihood Model\n", + "We extend the standard GP observation noise variance $\\sigma^2$ with data-point-specific noise variances\n", + "$\\rho = \\{\\rho_i\\}_{i=1}^n$, so that the $i$-th data point is distributed as\n", + "$$\n", + "y_i \\ | \\ x_i ∼ \\mathcal{N}(f(x_i), \\sigma^2 + \\rho_i).\n", + "$$\n", + "The marginal likelihood optimization of $\\rho_i$ gives rise to an automatic mechanism for the detection and weighting of outliers, as the effect of $y_i$ on the estimate of $f$ vanishes as $\\rho_i \\to \\infty$.\n", + "\n", + "## Relevance Pursuit \n", + "\n", + "### A Sequential Greedy Optimization of $\\rho_i$\n", + "\n", + "Without additional structure, inference of the noise variances $\\rho_i$ does not yield desirable models, as\n", + "the marginal likelihood can be improved by increasing the prior variance $\\rho_i$ of any data point where\n", + "Eq. (3) is greater than zero, even if that is due to regular (non-outlier) measurement noise. To avoid\n", + "this, we constrain the number of non-zero $\\rho_i$, that is, \n", + "$$\n", + "\\|\\rho\\|_0 = |\\{0 < \\rho_i\\}| \\leq k < n.\n", + "$$\n", + "While this sparsity constraint mitigates over-flexibility, it gives rise to a formidably challenging optimization\n", + "problem, as there are a combinatorial number of sparse outlier sets to consider.\n", + "For tractability, we iteratively add data points to a set of potential “outliers” by allowing their associated\n", + "$\\rho_i$ to be nonzero, based on which $\\rho_i$, upon its inclusion to the support set $S = \\{0 < \\rho_i\\}$, leads to the maximal increase in the marginal likelihood of the associated Gaussian process (GP) model.\n", + "After adding a $\\rho_i$ to $S$, all hyper-parameters of GP are jointly optimized,\n", + "and carrying out multiple iterations of the sequential greedy algorithm gives rise to a list of models with varying sparsity levels $|S|$.\n", + "The algorithm then leverages the Bayesian model selection framework to select the most promising model out of this list of models.\n", + "\n", + "### Automatic Outlier Detection via Bayesian Model Selection\n", + "\n", + "In practice, it is often impossible to set a hard threshold on the number of outliers for a particular data set. For example, a sensor might have a known failure rate, but how many outliers it produces will depend on the specific application of the sensor. Thus, is often more natural to specify a prior distribution $p(S)$ over the number of outliers, rather than fix the number a priori. We leverage the\n", + "Bayesian model selection framework to determine the most probable number of outliers in a data- and model-dependent way, aiming to maximize $p(S|D)$. The Relevance Pursuit algorithm then returns the maximum a-posteriori model under the Bayesian model selection framework.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b441cfd0-2255-4756-ac2c-f02b25ece7d2", + "metadata": {}, + "outputs": [], + "source": [ + "import io\n", + "import os\n", + "import requests\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "import numpy as np\n", + "import pandas as pd\n", + "import torch\n", + "from botorch.fit import fit_gpytorch_mll\n", + "from botorch.models import SingleTaskGP\n", + "from botorch.models.relevance_pursuit import (\n", + " forward_relevance_pursuit,\n", + ")\n", + "from botorch.models.robust_relevance_pursuit_model import (\n", + " RobustRelevancePursuitSingleTaskGP,\n", + ")\n", + "from botorch.models.transforms import Normalize\n", + "from gpytorch.mlls.exact_marginal_log_likelihood import ExactMarginalLogLikelihood\n", + "from torch import Tensor\n", + "\n", + "SMOKE_TEST = os.environ.get(\"SMOKE_TEST\")" + ] + }, + { + "cell_type": "markdown", + "id": "a9694e48-8506-4e34-96ac-92f9a3ed70fc", + "metadata": {}, + "source": [ + "# Twitter Flash Crash " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d9e47e3a-6d52-41e5-8787-2a5eb147e5a3", + "metadata": {}, + "outputs": [], + "source": [ + "def get_data_dir() -> str:\n", + " \"\"\"\n", + " Get the directory of the data, which is in the BoTorch repo.\n", + "\n", + " Checks if we are in a common part of the BoTorch repository \n", + " (botorch/botorch or botorch/tutorials) and returns the right path.\n", + " \"\"\"\n", + " if "DATA_LOCATION" in os.environ.keys():\n", + " return os.environ["DATA_LOCATION"]\n", + " cwd = os.getcwd()\n", + " folder = os.path.basename(cwd)\n", + " # automated tests run from botorch folder\n", + " if folder == \"botorch\": \n", + " return os.path.join(cwd, \"tutorials/data/\")\n", + " # typical case (running from tutorial folder)\n", + " elif folder == \"tutorials\":\n", + " return os.path.join(cwd, \"data/\")\n", + " raise FileNotFoundError(\"Could not figure out location of the data folder.\")\n", + "\n", + "\n", + "def get_data() -> pd.DataFrame:\n", + " \"\"\"Gets the Twitter Flash Crash data, first attempting to load it locally, if the \n", + " current directory is in a local installation of botorch. If this fails, attempts\n", + " to load the data from the BoTorch GitHub repository.\n", + "\n", + " Original source of the data: https://finance.yahoo.com/quote/%5EDJI/history/\n", + " Applied data processing:\n", + " 1) Selected data from 2013-04-23,\n", + " 2) Renamed the \"Open\" column \"Price\".\n", + " \"\"\"\n", + " try: \n", + " data = pd.read_csv(get_data_dir() + \"twitter_flash_crash.csv\", index_col=0)\n", + " except Exception as e: # otherwise, try to load the data from the GitHub repository\n", + " url = \"https://github.com/pytorch/botorch/tree/main/tutorials/data/twitter_flash_crash.csv\"\n", + " response = requests.get(url)\n", + " if response.status_code == 200:\n", + " data = pd.read_csv(response.text, index_col=0)\n", + " else:\n", + " raise FileNotFoundError(\n", + " \"Failed to retrieve data from GitHub and encountered exception locally: \" + str(e)\n", + " )\n", + " \n", + " data[\"Time\"] = pd.to_datetime(data[\"Time\"])\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "344ff879-1682-4e7e-a33e-aeefa6be6a02", + "metadata": {}, + "outputs": [], + "source": [ + "data = get_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b446d38a-25ca-4e73-97b9-66778c77b484", + "metadata": {}, + "outputs": [], + "source": [ + "def convert_to_tensor(X):\n", + " return torch.tensor(X.to_numpy().astype(np.float64), dtype=torch.float64).unsqueeze(-1)\n", + " \n", + "X = convert_to_tensor(data[\"Time\"])\n", + "Y = convert_to_tensor(data[\"Price\"])" + ] + }, + { + "cell_type": "markdown", + "id": "6b119014-9f51-4f13-ba10-6101765fc44e", + "metadata": {}, + "source": [ + "## Fitting Standard Gaussian Process" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0925d0e7-2cf4-4b0e-9580-8e8d3ef71779", + "metadata": {}, + "outputs": [], + "source": [ + "standard_model = SingleTaskGP(X, Y, input_transform=Normalize(d=X.shape[-1]))\n", + "standard_mll = ExactMarginalLogLikelihood(model=standard_model, likelihood=standard_model.likelihood)\n", + "fit_gpytorch_mll(standard_mll);" + ] + }, + { + "cell_type": "markdown", + "id": "16d46bb2-1884-4181-a8b6-b1ceca7749e1", + "metadata": {}, + "source": [ + "## Fitting Robust Gaussian Process via Relevance Pursuit" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1c77ef20-7bca-436b-8922-e0a173b8f2ef", + "metadata": {}, + "outputs": [], + "source": [ + "model = RobustRelevancePursuitSingleTaskGP(\n", + " train_X=X,\n", + " train_Y=Y,\n", + " input_transform=Normalize(d=X.shape[-1]),\n", + " # Setting the mean of exponential prior over number of outliers,\n", + " # to be relatively small to encourage the model to only leverage\n", + " # few additional noise variances. The default prior is 20% of the\n", + " # number of data points. Note that the quality of the predictor\n", + " # doesn't depend in a significant way on this input for this\n", + " # application, unless the prior is set too aggressively.\n", + " prior_mean_of_support=16.0,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "316c817a-e810-4519-93c4-4ff525054cc2", + "metadata": {}, + "outputs": [], + "source": [ + "mll = ExactMarginalLogLikelihood(model=model, likelihood=model.likelihood)\n", + "fit_gpytorch_mll(\n", + " mll=mll, \n", + " # Since we are using a more aggressive prior, we primarily consider\n", + " # a small maximum number of outliers by setting the numbers_of_outliers\n", + " # argument, and use the forward version of Relevance Pursuit, which is\n", + " # particularly efficient for smaller number of outliers.\n", + " # Note however that the default settings, including the backward\n", + " # algorithm and a much coarser set of outlier levels, performs\n", + " # equally well on this data, though it takes more time to optimize.\n", + " # The particular choices here are made to showcase usage modifications.\n", + " numbers_of_outliers=[0, 1, 2, 3, 4, 5, 6, 7, 8],\n", + " # resetting the parameters after every restarts the model fit from \n", + " # scratch, but can lead to an increase in runtime and, if the joint\n", + " # hyper-parameter optimization problem is non-convex, can lead the \n", + " # model fit to terminate in a different local minimum of the marginal\n", + " # likelihood.\n", + " reset_parameters=False,\n", + " relevance_pursuit_optimizer=forward_relevance_pursuit,\n", + " optimizer_kwargs={\"options\": {\"maxiter\": 1 if SMOKE_TEST else 1024}},\n", + ");" + ] + }, + { + "cell_type": "markdown", + "id": "e0e617ad-45f8-419c-b132-f3aa38e6b327", + "metadata": {}, + "source": [ + "## Comparing Predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ea76c4bf-279e-427a-9681-33b6ba695f6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "standard_post = standard_model.posterior(X)\n", + "Y_pred = standard_post.mean.detach()\n", + "\n", + "rp_post = model.posterior(X)\n", + "Y_pred_rp = rp_post.mean.detach()\n", + "\n", + "outlier_indices = [220, 221]\n", + "X_plot = data[\"Time\"].to_numpy()\n", + "lw = 2.0\n", + "\n", + "# controlling plot\n", + "dpi = 300\n", + "figsize = (6, 4)\n", + "fig, ax = plt.subplots(dpi=dpi, figsize=figsize)\n", + "# Set the x-axis to display only hours\n", + "hour_formatter = mdates.DateFormatter('%H:%M') # Show hours and minutes\n", + "ax.xaxis.set_major_formatter(hour_formatter)\n", + "# set the x-axis tick locations to specific hours (e.g., every 4 hours)\n", + "hours_locator = mdates.HourLocator(interval=1) # Show ticks every hour\n", + "ax.xaxis.set_major_locator(hours_locator)\n", + "\n", + "plt.plot(X_plot, Y, label=\"Observations\", lw=lw)\n", + "plt.plot(X_plot, Y_pred, label=\"Standard GP\", lw=lw)\n", + "plt.plot(X_plot, Y_pred_rp, label=\"Relevance Pursuit\", lw=lw)\n", + "plt.plot(X_plot[outlier_indices], Y[outlier_indices], \"x\", label=\"Flash Crash\", c=\"red\", ms=12)\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "a640816d-3ebc-444b-8d9f-d6219aa62643", + "metadata": {}, + "source": [ + "## Bayesian Model Comparison\n", + "The following plot shows the posterior marginal likelihoods as a function of the support size (i.e. number of outliers), which is used insde the Relevance Pursuit algorithm to automatically optimize the number of additional noise variances that are used to explain any outlying observations." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0cb33a28-29e7-4af7-9f66-1bb4111f4ba7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib\n", + "\n", + "def bmc_plot(bmc_support_sizes: Tensor, bmc_probabilities: Tensor) -> None:\n", + " cmap = matplotlib.colormaps[\"viridis\"]\n", + " bar_width = 1\n", + " plt.title(\"Model Evidence\")\n", + " for i, ss in enumerate(bmc_support_sizes):\n", + " color = cmap((1 - (len(bmc_support_sizes) - i) / (2 * len(bmc_support_sizes))))\n", + " plt.bar(ss, bmc_probabilities[i], color=color, width=bar_width)\n", + "\n", + " i = bmc_probabilities.argmax()\n", + " map_color = cmap((1 - (len(bmc_support_sizes) - i) / (2 * len(bmc_support_sizes))))\n", + " plt.bar(\n", + " bmc_support_sizes[i],\n", + " bmc_probabilities[i],\n", + " color=map_color,\n", + " label=\"MAP\",\n", + " edgecolor=\"black\",\n", + " linewidth=1.5,\n", + " width=bar_width,\n", + " )\n", + "\n", + " support_prior = torch.exp(-bmc_support_sizes / model.prior_mean_of_support)\n", + " support_prior = support_prior / support_prior.sum()\n", + " plt.plot(bmc_support_sizes, support_prior, \"D\", color=\"black\", label=\"Prior\", ms=2)\n", + " # plt.plot(bmc_support_sizes, support_prior, color=\"black\", label=\"Prior\")\n", + " # plt.bar(support_size, bmc_probabilities)\n", + " plt.xlabel(f\"Support Size (Prior = Exponential(mean={model.prior_mean_of_support:.1f}))\")\n", + " plt.ylabel(\"Posterior Marginal Likelihood (%)\")\n", + " plt.legend(loc=\"upper right\")\n", + "\n", + "figsize = (6, 4)\n", + "fig = plt.figure(dpi=dpi, figsize=figsize)\n", + "bmc_plot(model.bmc_support_sizes.detach(), model.bmc_probabilities.detach())" + ] + }, + { + "cell_type": "markdown", + "id": "6b8ab8e9-1271-4c58-8f38-7db8ee2ec716", + "metadata": {}, + "source": [ + "# Synthetic Example\n", + "\n", + "The following highlights the robust model's performance on a particularly challenging example where outliers are hidden within the target function's range." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4d9cb9d3-46a5-405b-9cdd-e7621b283c0c", + "metadata": {}, + "outputs": [], + "source": [ + "# one-dimensional example\n", + "# function definition\n", + "f = lambda X: torch.sin(2 * torch.pi * (2 * X)).sum(dim=-1, keepdim=True)\n", + "\n", + "# Seeds that lead to interesting outlier distributions and model behavior:\n", + "# NOTE that the method works regardless of the seed, the choices here\n", + "# are mainly provided to highlight non-trivial datasets and interesting\n", + "# model and algorithm behavior.\n", + "# most chaotic model trace:\n", + "torch.manual_seed(17) \n", + "# interesting intermediate models with small lengthscale:\n", + "# torch.manual_seed(18) \n", + "# outliers well distributed in x:\n", + "# torch.manual_seed(7)\n", + "# torch.manual_seed(10)\n", + "# torch.manual_seed(24)\n", + "\n", + "n = 32\n", + "dtype = torch.double\n", + "num_outliers = 4\n", + "X = torch.rand(n, 1, dtype=dtype)\n", + "F = f(X)\n", + "sigma = 2e-2\n", + "Y = F + torch.randn_like(F) * sigma\n", + "# add outliers\n", + "Y[-num_outliers:] = 2 * torch.rand(num_outliers, 1) - 1" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a2dbccbe-669f-459e-bec9-28f611a8cec5", + "metadata": {}, + "outputs": [], + "source": [ + "from gpytorch.means import ZeroMean\n", + "from gpytorch.kernels import RBFKernel, ScaleKernel\n", + "from botorch.utils.constraints import NonTransformedInterval\n", + "\n", + "# The definition of \"outliers\" depends on the model capacity, so what is an outlier\n", + "# w.r.t. a simple model might not be an outlier w.r.t. a complex model.\n", + "# For this reason, it is necessary to bound the lengthscale of the GP from below\n", + "# as otherwise arbitrarily complex outlier deviations can be modeled well by the GP,\n", + "# if the data is not sampled finely enough.\n", + "min_lengthscale = 0.05\n", + "lengthscale_constraint = NonTransformedInterval(\n", + " min_lengthscale, torch.inf, initial_value=0.2\n", + ")\n", + "\n", + "covar_module = ScaleKernel(\n", + " RBFKernel(ard_num_dims=X.shape[-1], lengthscale_constraint=lengthscale_constraint),\n", + " outputscale_constraint=NonTransformedInterval(0.01, 10.0, initial_value=0.1),\n", + ")\n", + "\n", + "model = RobustRelevancePursuitSingleTaskGP(\n", + " train_X=X,\n", + " train_Y=Y,\n", + " input_transform=Normalize(d=X.shape[-1]),\n", + " cache_model_trace=True, # necessary to plot the model trace after optimization\n", + " mean_module=ZeroMean(),\n", + " covar_module=covar_module,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bfac3253-7f65-49d3-9d39-5c7bb697ff1f", + "metadata": {}, + "outputs": [], + "source": [ + "mll = ExactMarginalLogLikelihood(model=model, likelihood=model.likelihood)\n", + "# The backward algorithm is used by default.\n", + "fit_gpytorch_mll(\n", + " mll=mll,\n", + " # This is the default set of support sizes considered by the algorithm:\n", + " # \"numbers_of_outliers\": list(range(n + 1)),\n", + " # The following is faster. The step at 16 helps the backward algorithm by\n", + " # providing an intermediate step between 32 and the smaller support\n", + " # sizes, a good trade-off between best optimization results and run time.\n", + " # The default settings incorporate a similar strategy by considering support\n", + " # sizes at 0%, 5%, 10%, 15%, 20%, 30%, 40%, 50%, 75%, and 100% of the number\n", + " # of training data points.\n", + " numbers_of_outliers=[0, 1, 2, 3, 4, 5, 6, 7, 8, 16],\n", + " optimizer_kwargs={\"options\": {\"maxiter\": 1 if SMOKE_TEST else 1024}},\n", + ");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "62a8c022-eef7-47db-aae2-5c03cf707dc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmap = matplotlib.colormaps[\"viridis\"]\n", + "\n", + "figsize = (6, 4)\n", + "plt.figure(dpi=300, figsize=figsize)\n", + "plt.title(\"Relevance Pursuit Model Trace\")\n", + "\n", + "lw = 3\n", + "trace_dict = {len(model_i.likelihood.noise_covar.support): model_i for model_i in model.model_trace}\n", + "plot_support = [1, 2, 3, 4, 5, 6, 8, 16]\n", + "plot_trace = {i: trace_dict[i] for i in plot_support if i in trace_dict}\n", + "\n", + "num_plot = 512\n", + "X_plot = torch.arange(0, 1, 1 / num_plot).unsqueeze(-1)\n", + "\n", + "for i, (support_size, model_i) in enumerate(plot_trace.items()):\n", + " mean = model_i.posterior(X_plot).mean.detach().squeeze(-1)\n", + " std = model_i.posterior(X_plot).variance.sqrt().detach().squeeze(-1)\n", + " color = cmap((1 - i / (2 * len(plot_trace))))\n", + " plt.plot(\n", + " X_plot,\n", + " mean,\n", + " label=f\"|S| = {support_size}\",\n", + " color=color,\n", + " lw=lw,\n", + " )\n", + " nsigma = 2\n", + " plt.fill_between(\n", + " X_plot.squeeze(-1),\n", + " mean - nsigma * std,\n", + " mean + nsigma * std,\n", + " alpha=0.2,\n", + " color=color,\n", + " lw=2,\n", + " )\n", + "\n", + "plt.plot(\n", + " X[-num_outliers:],\n", + " Y[-num_outliers:],\n", + " \"o\",\n", + " color=\"red\",\n", + " ms=6, # label=\"Outliers\"\n", + ")\n", + "plt.plot(X, Y, \"o\", color=\"black\", ms=4) # label=\"Observations\"\n", + "plt.plot(\n", + " X_plot, f(X_plot), linestyle=\"--\", color=\"black\", linewidth=2\n", + ") # label=\"Truth\"\n", + "\n", + "# plt.ylim(-1.5, 1.25)\n", + "plt.ylim(-1.2, 1.3)\n", + "plt.xlabel(\"x\")\n", + "plt.ylabel(\"y\")\n", + "plt.legend(ncol=4, loc='upper center', bbox_to_anchor=(0.5, -0.15))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bcfd4d0f-2ba8-4d89-8070-5730998beda3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=dpi, figsize=figsize)\n", + "bmc_plot(model.bmc_support_sizes.detach(), model.bmc_probabilities.detach())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "11426113-61a0-4acf-9fdb-cc6e9282b02b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OGIsiget15/zzz+/XOoHjPzsQOdC9995raL/88su67LLLdN5552n58uV65plnOg8V76vAgsNXv/rVbl+g7+3jtttuM8zR1y23TnVAek+++c1vdv66o6NDa9eu7XHsX/7yF0Oe66+/3rA9Uk8OHDigm2++Weecc47y8/O1bt06bd++Xfv27evzORyRckdU4M/EhRde2K/rZ8+ebWj39c6H/pwrIhnvouqtAPSDH/zA8Hu4a9cuffWrX9W4ceN0ww03aPXq1XrrrbcMB7kDAAAAAIDIQREDCKOEhASzI3QrUnOFQmBRYd++ffL7/UGZe/+BQ11eCO1LEWPs2LH9WmfMGOMB4j29+H3jjTfq/vvv73Iw8e7du7VmzRrdeOONmjx5siZPnqzvfOc7evnll0/5vTh48GC/svZFXwtJo0ePPq35v/GNbxi+B4HbRZ0scLupvmwl9e677+qiiy7Sb3/7224PWe+rSLkj6tChQ52/HjZsWJ9+hk921lln9Thfb0aMGNGvdfoqOTlZf/zjH7v8/DQ2Nur3v/+9br31Vs2ePVtnnXWWrrvuOj3zzDMRc1cMAAAAAACgiAGEVVJSkuLi4k49MIzi4+OVlJRkdoywmT59uqF99OhR1dfXB2Xuf7y9s0tfSkrKKa/ryzv9T2axWAw/R0ePHu1x7D333KPNmzfr2muv7XHLqvfff1+//vWvdeWVV+rCCy/s9qDwz4TiboG+vgP+dA9lnjRpkmELrrfeekvV1dVdxh04cEAvvPBCZ/u8885TRkZGr3O3tbXp2muv1T//+U9Df3Jysr797W/rl7/8pdatWye3262XXnpJGzZs6Pw4+WyQSHLyz1N/fzalrufM9OVcmFC75pprVFNTo+985zsaNWpUt2MOHTqkP//5z7rxxhs1adIkuVyuoBU4AQAAAADA6evbSZ0AgiI6OlqpqanavHmz2VE6paam9us8hoEuPT1dUVFRhnfMV1VVadq0aWc89xvbdhjaEyZM6NMWSM3Nzf1ax+/3G94p3tOLsp+59NJL9dxzz2nv3r166aWXVF5erldeeUW7du3qMnb79u26+uqr9eijj+r222/v8njgi9o///nPdfHFF/crf6BZs2ad0fV9sWTJEm3cuLGz/fTTTys1NdUwZt26dYZzEr75zW92uYsl0OrVq1VXV9fZHj9+vJ566il98YtfPGWm3/zmN31MH16jRo3qvDumvz+bUtdzZvpyLkw4nHvuuVqzZo1+9atfqaysrPPPwbZt27rcQbN//37l5+dr06ZN+v3vfz+k/o4EAAAAACDSUMQAwiwtLS2iihinczDzQDZq1CjNnj1bb775Zmffn/70J914441nPPef/t/LhvZll13Wp+sOHDjQr3UOHTJuW9XX7cAmTJigJUuWdG6R9OGHH+rll1/W//7v/2r9+vWdL+D7/X5973vf0xe+8AWlp6cb5gjcKui8885TVlZWv/Kb4brrrtNtt93W+QL7unXr9Itf/ELR0f/3z+DJ20xZLBbDWRo9OfkQcEkqLS3VF77whT5l6utZIOE2ZsyYziLGp59+qkOHDmnMmDF9vj7w57k/14bDyJEjtWjRIi1atEiS1NTUpFdffVXPPfecnnnmGcP2V3/605/06KOP6s477zQrLgAAAAAAQx7bSQFhlpuba3YEg0jLEw7XXXedof3//t//63chIdD2Wo/efMt4J8a//uu/9u3a7dv7tdbbb79taJ/ugdcTJ06U0+nUH//4R9XX1+uSSy7pfMzv9+uxxx7rck3gWh6P57TWDrdRo0YZft8/+ugjvfjii53tmpoavfHGG53tyy+/XFOmTOl1zk8//VSvv/56Zzs1NbXPBYzP1oxEkyZNMrS3bdvWr+sDxwfOF2lGjx6ta6+9Vv/1X/+lDz74QDfddJPh8ccee4xtpQAAAAAAMBFFDCDMHA6HZsyYYXYMScfPa8jMzDQ7Rth95zvfMRwifOzYMT3wwANnNOdPfr7G0D5n4nhdf/31fbr21Vdf7deB0Js2bTK0586d2+drezJp0iStW7euS65A8+fPN7RffvnlLmMiVeAh3SffeRF42HdfDvQ+ePCg2tvbO9uB5630pq6uTnv27Onz+JMPcpcU0hfVA+++6e/vceD4wPki2ciRI/Xkk09q8uTJnX0+n2/AFOsAAAAAABiMKGIAYWaxWJSXl2d2DElSXl7eKff8H4zOOuusLlsFPf7444Z34vfHX16sUOlz5Ya+f/uO07BVUW/27dtnuCugN59++qlKSkoMfcEqRCUlJWn8+PGd7e7uTpk7d65he6CXX35Z77zzTlDWD7X58+cb7gpYv369Ghsbu3xP4+Li+lSACiwktLW19TlLYWFhn8dKXQ/LPp2zKvoq8OeppKTEUKzpzaFDh1RaWmrou+KKK4KWLRyio6N16aWXGvrO9E4tAAAAAABw+ihiACZYunSpEhMTTc2QmJjYp3ebD1YPPfSQJkyY0Nnu6OjQokWL9N577/Vrnn+8tVPOW39i6Jt9frJuv61/39u77rqrT3dj/PrXv1Z9fX1n+9xzz9VVV13Vr7V60tbWpqamps52d2cZDB8+XN/97nc7236/X8uWLTMciB2pLBaLvvGNb3S2P/nkE/3hD39QWVmZPvzww87+3NxcjR49+pTzjR071lCoqqys7NOL/dXV1f0uYthsNkO7vz+n/XHVVVfJbrcb1nr88cf7dO2Pf/xjQ4ElIyMjYu48649IP9cDAAAAAIChhCIGYAKr1arVq1ebmmHNmjWyWq2mZjDT2LFjVVRUZLgTZc+ePZo/f75eeeWVPs3xlxcrdNX1K3S46Whn34gRsVq7+n7FxMT0K8+2bdtOeYdOZWWl7rjjDkPfihUrFBUV1WXsunXr9B//8R+GQ4pP5b/+67/U0tLS2b744ou7HVdQUGC4Y+PVV1/VV77ylc7DoPvi448/1qpVq/Sb3/ymz9cEQ+AdOE8//bSKiooMfX0t7kVFRRnesb937149+uijvV7j8Xi0aNGifhd9Jk2apFGjRnW2//a3v/Xr97Y/oqKiVFBQYOj70Y9+pL/97W+9Xvc///M/XYoz3/ve94Kerz9qa2t166239ms7qNdff13l5eWd7YSEhFOejwIAAAAAAEKHIgZgkkWLFmnx4sWmrO10OpWdnW3K2pFk4cKFevjhhw1977//vhwOh77xjW/ob3/7W5e7I44da9dzL72qf13yA3158R06cLCx87GoqCj9dtVPNGvG1H7l+GyLoyeffFJXXXWV3nzzTcPjhw4d0i9+8QvNnz/f8C73888/v0tR4zP79u3TXXfdpXPPPVdf+cpX9Mwzz+j999/vdmxdXZ1WrFjR5QXnW265pdvxn/vc5/Tss89q+PDhnX3r16/XrFmz9Oijj8rr9XZ73QcffKA//vGPcjqdmjhxogoKCvTBBx90OzZUkpOTNW/evM72a6+9pj/96U+d7XPOOUdZWVl9ni+wKPLv//7v+v73v699+/YZ+g8cOKBHH31UaWlp8nq9slgs/TpDY9iwYbryyis7242NjUpPT9fDDz8st9utsrIyw8eZFjgKCgoMBZrW1lZdc801uvvuu7V3717D2F27dmnZsmX69re/bdhi62tf+5oWLVp0RjnOVGtrq1avXq3p06crMzNTLpdL27dv7/aup/379+tXv/qVrrzySsPjS5Ys6XdREgAAAAAABE/fNmwHEBKrVq3S1q1bDdsDhVpycrJWrlwZtvUi3Q9+8AONHDlSBQUFnVsB+f1+lZSUqKSkRHFxcZo4caJsn4vXgYMH9aHvgFpbu559MHJknIoL71Pul+Z3eexU7rzzTq1evVpvv/22NmzYoA0bNigxMVHnnnuujhw5ol27dnV55/6YMWO0du1aQyGhO83NzfrTn/7U+UJ9QkKCEhMTlZCQoLa2Nn3wwQfav39/l+tuuOEG5eTk9DhvRkaGnn76ad1000365JNPJB2/k+X73/++vv/972vChAkaN26cYmNjdfjwYe3bty9kdw7015IlS/T3v/+9s93a2tr5a6fT2eUQ7d7cdNNNeuKJJ1RdXS3p+M/Oo48+qscee0zJyclKSEjQwYMH9d577xleGP/3f/937dmzRzt37uzzWrfffrvWr1/fWSioq6vTj370o27Hbty4UQ6Ho89zB4qKitK6des0f/78zqLUsWPH9NBDD+nnP/+5zjvvPNlsNu3fv1+7d+/ucv2cOXP0xBNPnPb6wfbpp5/qlVde6bzLKi4uTuecc07nNlH79u2T1+vtcs5JcnKy7r///rDnBQAAAAAA/4c7MQAT2Ww2lZWVGfafDyW73a6ysrIu++sPdXl5efr73/+u1NTULo+1tLTo3Xff1etvvq333v+w2wJG5rw5eqPs6dMqYEhSfHy8nn/+eaWkpHT2+Xw+VVVVaefOnV0KGOPHj9eLL76oCy+8sN9rNTY2aseOHaqsrNSbb77ZbQHjlltuUXFx8SnnuuGGG/Tqq69q2rRpXR7bu3evtm3bpq1bt2rnzp3dFjCioqI0ceLEfn8NZ+qrX/2qRowY0e1j/T0nZvjw4XK73UpOTjb0f/rpp9q5c6e2bNkij8djKGDccccdeuCBB/qdOzMzUytXrjxl4SpYpkyZotdee01z5swx9H/66afH/0y8/nq3BYxrrrlG5eXlEX2OREtLizwej15//XW9/vrrev/997sUML7whS+ooqJiSG+7BwAAAABAJKCIAZjMbreroqKiy4ugwZacnKyKioqwFUwGmksuuURvvvmm/vznP+vaa6895fYx8fEj9JXsK1X25/9S+fo1mp48+YzWP/fcc/X666/rBz/4geHsg5ONHDlS3/nOd/TOO+/okksu6XW+ZcuWye1269vf/raSkpJOuX5sbKxyc3NVUVGhJ5980nBgdW8uvvhivfPOO3r66aeVnp7e7fkcgessWLBAjzzyiD744AN95zvf6dM6wZSQkNDtNkdpaWmGQlJf2e12vf7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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the following plot shows the original dataset, with the inferred\n", + "# robust standard deviations sqrt(rho) overlayed. Notably, the inferred \n", + "# noise variances are particularly large for the outlying data points.\n", + "rho = model.likelihood.noise_covar.rho.detach()\n", + "plt.figure(dpi=dpi, figsize=figsize)\n", + "plt.title(\"Data with Robust Variances\")\n", + "plt.errorbar(\n", + " X,\n", + " Y.squeeze(-1),\n", + " color=\"orange\",\n", + " marker=\"None\",\n", + " ms=4,\n", + " linewidth=3,\n", + " yerr=rho.sqrt(),\n", + " linestyle=\"None\",\n", + " label=\"sqrt(rho)\",\n", + ")\n", + "plt.plot(X, Y.squeeze(-1), \"o\", color=\"black\", ms=8, label=\"Observations\")\n", + "plt.plot(\n", + " X[-num_outliers:],\n", + " Y[-num_outliers:],\n", + " \"o\",\n", + " color=\"red\",\n", + " ms=6,\n", + " label=\"Outliers\",\n", + ")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "621de46e-f68a-40e7-a7f9-325087b93a20", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/website/tutorials.json b/website/tutorials.json index 0593017d1e..a87222d76b 100644 --- a/website/tutorials.json +++ b/website/tutorials.json @@ -129,6 +129,10 @@ { "id": "information_theoretic_acquisition_functions", "title": "Information-theoretic acquisition functions" + }, + { + "id": "relevance_pursuit_robust_regression", + "title": "Robust Gaussian Processes via Relevance Pursuit" } ], "Advanced Usage": [