{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Constraint Examples\n", "\n", "This notebook demonstrates how to use `tmg_hmc` to sample from truncated multivariate Gaussians with a single constraint. Constraints are specified in the original space in the general form:\n", "\n", "$$\\mathbf{x}^\\top A \\mathbf{x} + \\mathbf{f}^\\top \\mathbf{x} + c \\geq 0$$\n", "\n", "Internally, the sampler transforms the constraint to the standardized space $\\mathbf{y} = S^{-1}(\\mathbf{x} - \\boldsymbol{\\mu})$ where $S = \\Sigma^{1/2}$, yielding:\n", "\n", "$$\\mathbf{y}^\\top \\tilde{A} \\mathbf{y} + \\tilde{\\mathbf{f}}^\\top \\mathbf{y} + \\tilde{c} \\geq 0$$\n", "\n", "where $\\tilde{A} = SAS$, $\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f}$, and $\\tilde{c} = \\boldsymbol{\\mu}^\\top A \\boldsymbol{\\mu} + \\mathbf{f}^\\top \\boldsymbol{\\mu} + c$. The constraint type is then inferred based on which terms are non-zero in the transformed space:\n", "\n", "- If $\\tilde{A} = 0$: a **linear constraint** $\\tilde{\\mathbf{f}}^\\top \\mathbf{y} + \\tilde{c} \\geq 0$\n", "- If $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} = 0$: a **simple quadratic constraint** $\\mathbf{y}^\\top \\tilde{A} \\mathbf{y} + \\tilde{c} \\geq 0$\n", "- If $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} \\neq 0$: a **full quadratic constraint**\n", "\n", "To further illustrate the effect of the truncations, we plot the untruncated mean and 1 and 2 $\\sigma$ ellipsoids of the untruncated Gaussian in red.\n", "\n", "## Setup\n", "\n", "Install notebook dependencies if needed:\n", "```bash\n", "pip install tmg_hmc[examples]\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from tmg_hmc import TMGSampler\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy as sp\n", "\n", "# Set seed for reproducibility\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Positivity (Linear Constraint)\n", "\n", "We sample from $\\mathcal{N}([1, 1]^\\top, I)$ constrained to $x_2 \\geq 0$. The constraint is specified with $A = 0$, $\\mathbf{f} = [0, 1]^\\top$, $c = 0$.\n", "\n", "With $\\boldsymbol{\\mu} = [1,1]^\\top$ and $S = I$, the transformed constraint parameters are:\n", "\n", "$$\\tilde{A} = SAS = 0$$\n", "$$\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f} = \\mathbf{0} + [0,1]^\\top = [0,1]^\\top$$\n", "$$\\tilde{c} = \\boldsymbol{\\mu}^\\top A\\boldsymbol{\\mu} + \\mathbf{f}^\\top\\boldsymbol{\\mu} + c = 0 + 1 + 0 = 1$$\n", "\n", "The transformed constraint is $y_2 + 1 \\geq 0$, i.e. $y_2 \\geq -1$. Since $\\tilde{A} = 0$, the sampler infers a `LinearConstraint`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "np.random.seed(0)\n", "# N([1, 1], I) with x2 >= 0\n", "mu = np.array([1.0, 1.0]).reshape(-1, 1)\n", "sigma = np.eye(2)\n", "sampler = TMGSampler(mu, sigma)\n", "\n", "# Add positivity constraint: f^T x + c >= 0\n", "# f = [0, 1], c = 0 => x2 >= 0\n", "f = np.array([[0.0, 1.0]])\n", "c = 0\n", "sampler.add_constraint(f=f, c=c)\n", "print(\n", " type(sampler.constraints[0])\n", ") # Constraint type is inferred after transforming to standardized space" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Initialize at a point satisfying the constraint\n", "x0 = np.array([3.0, 2.0]).reshape(-1, 1)\n", "samples = sampler.sample(x0, n_samples=1000, burn_in=1000)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(samples[:, 0], samples[:, 1], alpha=0.5)\n", "ax.scatter(x0[0], x0[1], color=\"k\", marker=\"x\", label=\"Start point\")\n", "ax.plot([-2, 4], [0, 0], \"k--\", label=\"Constraint: x2 >= 0\")\n", "ax.scatter(mu[0], mu[1], color=\"red\", label=\"Untruncated Mean\")\n", "theta = np.linspace(0, 2 * np.pi, 100)\n", "ellipse = np.array(\n", " [mu + sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse[:, 0],\n", " ellipse[:, 1],\n", " color=\"red\",\n", " linestyle=\"--\",\n", " label=r\"1$\\sigma$ Ellipse\",\n", ")\n", "ellipse2 = np.array(\n", " [mu + 2 * sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse2[:, 0],\n", " ellipse2[:, 1],\n", " color=\"red\",\n", " linestyle=\":\",\n", " label=r\"2$\\sigma$ Ellipse\",\n", ")\n", "ax.set_ylim([-2, 4])\n", "ax.set_xlim([-2, 4])\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bounded Magnitude (Simple Quadratic Constraint)\n", "\n", "We sample from $\\mathcal{N}(\\mathbf{0}, I)$ constrained to $|x_2| \\leq 1$ which is equivalent to $x_2^2 \\leq 1$. The constraint is specified with:\n", "$$A = \\begin{pmatrix} 0 & 0 \\\\ 0 & -1 \\end{pmatrix}, \\quad \\mathbf{f} = \\mathbf{0}, \\quad c = 1$$\n", "\n", "With $\\boldsymbol{\\mu} = \\mathbf{0}$ and $S = I$, the transformed constraint parameters are:\n", "\n", "$$\\tilde{A} = SAS = A = \\begin{pmatrix} 0 & 0 \\\\ 0 & -1 \\end{pmatrix}$$\n", "$$\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f} = \\mathbf{0}$$\n", "$$\\tilde{c} = \\boldsymbol{\\mu}^\\top A\\boldsymbol{\\mu} + \\mathbf{f}^\\top\\boldsymbol{\\mu} + c = 0 + 0 + 1 = 1$$\n", "\n", "The transformed constraint is $-y_2^2 + 1 \\geq 0$, i.e. $|y_2| \\leq 1$. Since $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} = 0$, the sampler infers a `SimpleQuadraticConstraint`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "mu = np.array([0.0, 0.0]).reshape(-1, 1)\n", "sigma = np.eye(2)\n", "\n", "# Constraint: -x2^2 + 1 >= 0 => |x2| <= 1\n", "A = np.array([[0.0, 0.0], [0.0, -1.0]])\n", "c = 1\n", "sampler = TMGSampler(mu, sigma)\n", "sampler.add_constraint(A=A, c=c)\n", "print(\n", " type(sampler.constraints[0])\n", ") # Constraint type is inferred after transforming to standardized space" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x0 = np.array([3.0, 0.0]).reshape(-1, 1)\n", "samples = sampler.sample(x0, n_samples=1000, burn_in=1000)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(samples[:, 0], samples[:, 1], alpha=0.5)\n", "ax.scatter(x0[0], x0[1], color=\"k\", marker=\"x\", label=\"Start point\")\n", "ax.plot([-4, 4], [1, 1], \"k--\", label=\"Constraint: |x2| <= 1\")\n", "ax.plot([-4, 4], [-1, -1], \"k--\")\n", "ax.scatter(mu[0], mu[1], color=\"red\", label=\"Untruncated Mean\")\n", "theta = np.linspace(0, 2 * np.pi, 100)\n", "ellipse = np.array(\n", " [mu + sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse[:, 0],\n", " ellipse[:, 1],\n", " color=\"red\",\n", " linestyle=\"--\",\n", " label=r\"1$\\sigma$ Ellipse\",\n", ")\n", "ellipse2 = np.array(\n", " [mu + 2 * sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse2[:, 0],\n", " ellipse2[:, 1],\n", " color=\"red\",\n", " linestyle=\":\",\n", " label=r\"2$\\sigma$ Ellipse\",\n", ")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bounded Inside Ellipsoid (Simple Quadratic Constraint)\n", "\n", "We sample from $\\mathcal{N}(\\mathbf{0}, I)$ constrained to lie inside the ellipse $x_1^2 + x_1 x_2 + x_2^2 \\leq 1$. The constraint is specified with:\n", "$$A = -\\begin{pmatrix} 1 & 0.5 \\\\ 0.5 & 1 \\end{pmatrix}, \\quad \\mathbf{f} = \\mathbf{0}, \\quad c = 1$$\n", "\n", "With $\\boldsymbol{\\mu} = \\mathbf{0}$ and $S = I$, the transformed constraint parameters are:\n", "\n", "$$\\tilde{A} = SAS = A = -\\begin{pmatrix} 1 & 0.5 \\\\ 0.5 & 1 \\end{pmatrix}$$\n", "$$\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f} = \\mathbf{0}$$\n", "$$\\tilde{c} = \\boldsymbol{\\mu}^\\top A\\boldsymbol{\\mu} + \\mathbf{f}^\\top\\boldsymbol{\\mu} + c = 0 + 0 + 1 = 1$$\n", "\n", "The transformed constraint is $-(y_1^2 + y_1 y_2 + y_2^2) + 1 \\geq 0$, i.e. $y_1^2 + y_1 y_2 + y_2^2 \\leq 1$. Since $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} = 0$, the sampler infers a `SimpleQuadraticConstraint`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "mu = np.array([0.0, 0.0]).reshape(-1, 1)\n", "sigma = np.eye(2)\n", "sampler = TMGSampler(mu, sigma)\n", "\n", "# Constraint: -(x1^2 + x1*x2 + x2^2) + 1 >= 0 => x1^2 + x1*x2 + x2^2 <= 1\n", "A = -np.array([[1, 0.5], [0.5, 1]])\n", "c = 1\n", "sampler.add_constraint(A=A, c=c)\n", "x0 = np.array([0.5, 0.5]).reshape(-1, 1)\n", "samples = sampler.sample(x0, 1000, 100)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(samples[:, 0], samples[:, 1], alpha=0.5)\n", "ax.scatter(x0[0], x0[1], color=\"k\", marker=\"x\", label=\"Start point\")\n", "theta = np.linspace(0, 2 * np.pi, 100)\n", "sqA = sp.linalg.cholesky(np.linalg.inv(-A))\n", "ellipse = np.array(\n", " [sqA.T @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(ellipse[:, 0], ellipse[:, 1], \"k--\", label=\"Constraint boundary\")\n", "ax.scatter(mu[0], mu[1], color=\"red\", label=\"Untruncated Mean\")\n", "ellipse = np.array(\n", " [mu + sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse[:, 0],\n", " ellipse[:, 1],\n", " color=\"red\",\n", " linestyle=\"--\",\n", " label=r\"1$\\sigma$ Ellipse\",\n", ")\n", "ellipse2 = np.array(\n", " [mu + 2 * sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse2[:, 0],\n", " ellipse2[:, 1],\n", " color=\"red\",\n", " linestyle=\":\",\n", " label=r\"2$\\sigma$ Ellipse\",\n", ")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bounded Outside Ellipsoid (Simple Quadratic Constraint)\n", "\n", "We sample from $\\mathcal{N}(\\mathbf{0}, I)$ constrained to lie outside the ellipse $x_1^2 - x_1 x_2 + x_2^2 \\geq 1$. The constraint is specified with:\n", "$$A = \\begin{pmatrix} 1 & -0.5 \\\\ -0.5 & 1 \\end{pmatrix}, \\quad \\mathbf{f} = \\mathbf{0}, \\quad c = -1$$\n", "\n", "With $\\boldsymbol{\\mu} = \\mathbf{0}$ and $S = I$, the transformed constraint parameters are:\n", "\n", "$$\\tilde{A} = SAS = A = \\begin{pmatrix} 1 & -0.5 \\\\ -0.5 & 1 \\end{pmatrix}$$\n", "$$\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f} = \\mathbf{0}$$\n", "$$\\tilde{c} = \\boldsymbol{\\mu}^\\top A\\boldsymbol{\\mu} + \\mathbf{f}^\\top\\boldsymbol{\\mu} + c = 0 + 0 - 1 = -1$$\n", "\n", "The transformed constraint is $y_1^2 - y_1 y_2 + y_2^2 - 1 \\geq 0$, i.e. $y_1^2 - y_1 y_2 + y_2^2 \\geq 1$. Since $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} = 0$, the sampler infers a `SimpleQuadraticConstraint`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mu = np.array([0.0, 0.0]).reshape(-1, 1)\n", "sigma = np.eye(2)\n", "sampler = TMGSampler(mu, sigma)\n", "\n", "# Constraint: x1^2 - x1*x2 + x2^2 - 1 >= 0 => outside the ellipse\n", "A = np.array([[1, -0.5], [-0.5, 1]])\n", "c = -1\n", "sampler.add_constraint(A=A, c=c)\n", "x0 = np.array([1.5, 1.5]).reshape(-1, 1)\n", "samples = sampler.sample(x0, 1000, 100)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(samples[:, 0], samples[:, 1], alpha=0.5)\n", "ax.scatter(x0[0], x0[1], color=\"k\", marker=\"x\", label=\"Start point\")\n", "theta = np.linspace(0, 2 * np.pi, 100)\n", "sqA = sp.linalg.cholesky(np.linalg.inv(A))\n", "ellipse = np.array(\n", " [sqA.T @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(ellipse[:, 0], ellipse[:, 1], \"k--\", label=\"Constraint boundary\")\n", "ax.scatter(mu[0], mu[1], color=\"red\", label=\"Untruncated Mean\")\n", "ellipse = np.array(\n", " [mu + sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse[:, 0],\n", " ellipse[:, 1],\n", " color=\"red\",\n", " linestyle=\"--\",\n", " label=r\"1$\\sigma$ Ellipse\",\n", ")\n", "ellipse2 = np.array(\n", " [mu + 2 * sigma @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1) for t in theta]\n", ")\n", "ax.plot(\n", " ellipse2[:, 0],\n", " ellipse2[:, 1],\n", " color=\"red\",\n", " linestyle=\":\",\n", " label=r\"2$\\sigma$ Ellipse\",\n", ")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parabolic Constraint (Full Quadratic Constraint)\n", "\n", "We sample from $\\mathcal{N}([1, 0]^\\top, \\Sigma)$ where $\\Sigma = 4\\begin{pmatrix} 1 & 0.6 \\\\ 0.6 & 1 \\end{pmatrix}$, constrained to $x_2 \\leq x_1^2 + 0.5$. The constraint is specified with:\n", "$$A = \\begin{pmatrix} 1 & 0 \\\\ 0 & 0 \\end{pmatrix}, \\quad \\mathbf{f} = \\begin{pmatrix} 0 \\\\ -1 \\end{pmatrix}, \\quad c = 0.5$$\n", "\n", "With $\\boldsymbol{\\mu} = [1, 0]^\\top$ and $S = \\Sigma^{1/2} \\neq I$, the transformation is non-trivial:\n", "\n", "$$\\tilde{A} = SAS \\neq 0$$\n", "$$\\tilde{\\mathbf{f}} = 2SA\\boldsymbol{\\mu} + S\\mathbf{f} = 2S\\begin{pmatrix}1\\\\0\\end{pmatrix} + S\\begin{pmatrix}0\\\\-1\\end{pmatrix} \\neq \\mathbf{0}$$\n", "$$\\tilde{c} = \\boldsymbol{\\mu}^\\top A\\boldsymbol{\\mu} + \\mathbf{f}^\\top\\boldsymbol{\\mu} + c = 1 + 0 + 0.5 = 1.5$$\n", "\n", "Since both $\\tilde{A} \\neq 0$ and $\\tilde{\\mathbf{f}} \\neq 0$, the sampler infers a `QuadraticConstraint`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mu = np.array([1.0, 0.0]).reshape(-1, 1)\n", "sigma = 4 * np.array([[1.0, 0.6], [0.6, 1.0]])\n", "sampler = TMGSampler(mu, sigma, gpu=False)\n", "\n", "# Constraint: x1^2 - x2 + 0.5 >= 0 => x2 <= x1^2 + 0.5\n", "sampler.add_constraint(\n", " A=np.array([[1.0, 0], [0, 0]]),\n", " f=np.array([0, -1.0]),\n", " c=0.5,\n", " sparse=True,\n", " compiled=True,\n", ")\n", "\n", "x0 = np.array([-3.0, 0.0]).reshape(-1, 1)\n", "samples = sampler.sample(x0, 1000, 100)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(samples[:, 0], samples[:, 1], alpha=0.5)\n", "ax.scatter(x0[0], x0[1], color=\"k\", marker=\"x\", label=\"Start point\")\n", "x_vals = np.linspace(-5, 5, 200)\n", "y_vals = x_vals**2 + 0.5\n", "ax.plot(x_vals, y_vals, \"k--\", label=\"Constraint: x2 <= x1^2 + 0.5\")\n", "ax.scatter(mu[0], mu[1], color=\"red\", label=\"Untruncated Mean\")\n", "theta = np.linspace(0, 2 * np.pi, 100)\n", "ellipse = np.array(\n", " [\n", " mu\n", " + sp.linalg.cholesky(sigma).T @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1)\n", " for t in theta\n", " ]\n", ")\n", "ax.plot(\n", " ellipse[:, 0],\n", " ellipse[:, 1],\n", " color=\"red\",\n", " linestyle=\"--\",\n", " label=r\"1$\\sigma$ Ellipse\",\n", ")\n", "ellipse2 = np.array(\n", " [\n", " mu\n", " + 2\n", " * sp.linalg.cholesky(sigma).T\n", " @ np.array([np.cos(t), np.sin(t)]).reshape(-1, 1)\n", " for t in theta\n", " ]\n", ")\n", "ax.plot(\n", " ellipse2[:, 0],\n", " ellipse2[:, 1],\n", " color=\"red\",\n", " linestyle=\":\",\n", " label=r\"2$\\sigma$ Ellipse\",\n", ")\n", "ax.legend()\n", "plt.ylim([-10, 10])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "ada", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 4 }