{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Manifold lifting: scaling Markov chain Monte Carlo to the vanishing noise regime\n", "\n", "This [notebook](https://jupyter.org/) accompanies the paper *Manifold lifting: scaling Markov chain Monte Carlo to the vanishing noise regime* ([arXiv pre-print](https://arxiv.org/abs/2003.03950); [journal article](https://doi.org/10.1093/jrsssb/qkad023)) and illustrates applying the method described in the paper to a toy two-dimensional model using the Python packages [*Mici*](https://github.com/matt-graham/mici) and [*SymNum*](https://github.com/matt-graham/symnum).\n", "\n", "## Set up environment\n", "\n", "We first set up our environment by importing the Python objects we will need into the main namespace. We check if the notebook is running on [Binder](https://mybinder.org/) or [Google Colab](https://colab.research.google.com/) and set flags if so, also installing the required Python dependencies using `pip` if running on Colab (this is handled automatically by Binder using the `requirements.txt` files in the root of the [repository](https://github.com/thiery-lab/manifold_lifting)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "ON_BINDER = 'BINDER_SERVICE_HOST' in os.environ\n", "\n", "try:\n", " import google.colab\n", " ON_COLAB = True\n", "except ImportError:\n", " ON_COLAB = False\n", "\n", "if ON_COLAB:\n", " !pip install mici>=0.2.1 symnum>=0.2.0 arviz>=0.16" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import time\n", "import inspect\n", "from functools import partial\n", "from itertools import product\n", "import symnum.numpy as snp\n", "from symnum import (\n", " numpify,\n", " named_array,\n", " jacobian,\n", " grad, \n", " vector_jacobian_product,\n", " matrix_hessian_product\n", ")\n", "import numpy as np\n", "import sympy\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.colors as mcolors\n", "from ipywidgets import interact, fixed, Dropdown\n", "from IPython.display import Javascript\n", "import arviz\n", "import mici\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set some [Matplotlib](https://matplotlib.org/) styling parameters to improve the appearance of plots and seed a [NumPy](https://numpy.org/) pseudo-random number generator for reproducibility." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update(\n", " {\n", " \"mathtext.fontset\": \"cm\",\n", " \"axes.titlesize\": 12,\n", " \"axes.labelsize\": 12,\n", " \"xtick.labelsize\": 8,\n", " \"ytick.labelsize\": 8,\n", " \"legend.fontsize\": 10,\n", " \"axes.linewidth\": 0.5,\n", " \"lines.linewidth\": 1.0,\n", " \"axes.labelpad\": 2.0,\n", " \"figure.dpi\": 100,\n", " \"figure.figsize\": (6, 6),\n", " \"legend.frameon\": False,\n", " \"animation.html\": \"html5\",\n", " }\n", ")\n", "\n", "dens_cmap = mcolors.LinearSegmentedColormap.from_list(\n", " \"whiteblue\",\n", " [\n", " np.array((1.000, 1.000, 1.000, 1.0)),\n", " np.array((0.419, 0.682, 0.840, 1.0)),\n", " np.array((0.031, 0.188, 0.420, 1.0)),\n", " ],\n", ")\n", "\n", "seed = 20200310\n", "rng = np.random.default_rng(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At various points in this notebook we produce plots for different values of one or more parameters to illustrate how this parameter effects the plotted quantity. If this notebook is being displayed statically (e.g. directly from Github or on NBViewer) then these plots are displayed as a grid of axes. However, when the notebook is being run interactively with an active kernel (e.g. when running on Binder, Colab or locally), then we can instead use the [`interact` function provided in `ipywidgets`](https://ipywidgets.readthedocs.io/en/latest/examples/Using%20Interact.html) to produce interactive plots that allow the parameters to be altered using slider widgets. To allow flexibility in covering both cases we define a helper function that creates either a static grid plot or an interactive plot. The plot type is changeable when an active kernel is available using a dropdown menu; you will also need to rerun the cell after changing the dropdown." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# To always use interactive plots by default comment the first line below\n", "# and uncomment the second\n", "default_plot_type = \"Static\" if not (ON_COLAB or ON_BINDER) else \"Interactive\"\n", "# default_plot_type = 'Interactive'\n", "\n", "plot_type = Dropdown(\n", " value=default_plot_type, description=\"Plot type\", options=[\"Interactive\", \"Static\"]\n", ")\n", "\n", "\n", "def interact_or_grid(plot_function, figsize=(12, 12), subplot_kw=None, **kwargs):\n", " display(plot_type)\n", " grid_params = kwargs.pop(\"grid_params\", (\"y\", \"σ\"))\n", " params = {\n", " k: v[0] if plot_type.value == \"Interactive\" else v[1] for k, v in kwargs.items()\n", " }\n", " if plot_type.value == \"Interactive\":\n", " interact(plot_function, **params, ax=fixed(None))\n", " else:\n", " fig, axes = plt.subplots(\n", " len(params[grid_params[0]]),\n", " len(params[grid_params[1]]),\n", " figsize=figsize,\n", " subplot_kw=subplot_kw,\n", " )\n", " grid_param_0_vals = params.pop(grid_params[0])\n", " grid_param_1_vals = params.pop(grid_params[1])\n", " for (p0, p1), ax in zip(\n", " product(grid_param_0_vals, grid_param_1_vals), axes.flat\n", " ):\n", " plot_function(**{grid_params[0]: p0, grid_params[1]: p1}, **params, ax=ax)\n", " ax.set_title(rf\"${grid_params[0]}={p0}, {grid_params[1]}={p1}$\")\n", " fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem statement\n", "\n", "The problem we aim to tackle is that of inferring a latent vector $\\boldsymbol{\\theta} \\in \\Theta \\subseteq \\mathbb{R}^{d_{\\Theta}}$ given noisy observations $\\boldsymbol{y} \\in \\mathcal{Y} = \\mathbb{R}^{d_{\\mathcal{Y}}}$ generated according to a model of the form\n", "\n", "$$\\boldsymbol{y} = F(\\boldsymbol{\\theta}) + \\sigma \\boldsymbol{\\eta}$$\n", "\n", "where $F : \\Theta \\to \\mathcal{Y}$ is the *forward function*, $\\sigma > 0$ is the *observation noise standard deviation*, and $\\boldsymbol{\\eta} \\sim \\mathcal{N}(\\boldsymbol{0},\\mathbf{I}_{d_{\\mathcal{Y}}})$ a random vector representing the additive observation noise.\n", "\n", "We take a Bayesian approach and assume our prior beliefs about the latent vector $\\boldsymbol{\\theta}$ are specified by a distribution on $\\Theta$ with unnormalised density $\\exp(-\\Phi_0(\\boldsymbol{\\theta}))$ with respect to the Lebesgue measure. The posterior distribution on $\\Theta$ then has an (unnormalised) density $\\pi^{\\sigma} : \\Theta \\to \\mathbb{R}_{\\geq 0}$ defined by\n", "\n", "$$\n", " -\\log\\pi^\\sigma(\\boldsymbol{\\theta}) = \n", " \\Phi_0(\\boldsymbol{\\theta}) + \n", " \\frac{1}{2 \\sigma^2} \\|\\boldsymbol{y} - F(\\boldsymbol{\\theta})\\|^2.\n", "$$\n", "\n", "Other than in special cases such as when the forward function $F$ is linear and the prior Gaussian, we cannot evaluate integrals with respect to the posterior distribution analytically and so instead need to use approximate inference methods to estimate posterior expectations. A particularly challenging regime for approximate inference methods, such as Markov chain Monte Carlo (MCMC) methods, is when the observation noise standard deviation $\\sigma$ is small and each observation highly informative. As we will see this produces a posterior distribution with a challenging geometry for MCMC methods to efficiently explore.\n", "\n", "## Toy two-dimensional model\n", "\n", "As a simple example to illustrate the problem and our proposed inference approach, we use a model with $d_{\\Theta} = 2$ and $d_{\\mathcal{Y}} = 1$ and forward function\n", "\n", "$$ F(\\boldsymbol{\\theta}) = [\\theta_1^2 + 2 \\theta_0^2 \\, (\\theta_1^2 - 0.5)].$$\n", "\n", "We can define this forward function in Python as follows" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dim_θ = 2\n", "dim_y = 1\n", "\n", "\n", "@numpify(dim_θ)\n", "def forward_func(θ):\n", " return snp.array([θ[1] ** 2 + 2 * θ[0] ** 2 * (θ[0] ** 2 - 0.5)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we use the `numpy` interface of the SymNum package to define the function, which will later allow us to use SymNum to automatically calculate derivatives. The `numpify` decorator generates a function which accepts and outputs NumPy arrays from the decorated function, which itself acts on symbolic array arguments. The decorator requires that we specify the dimension(s) of the array argument(s). We visualise the geometry of this forward operator by evaluating it over an equispaced grid of $\\boldsymbol{\\theta}$ values in $[-2, 2] \\times [-2,2]$ and plotting the resulting field as a two-dimensional pseudocolour map with contours." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "θ_grid = np.stack(np.meshgrid(np.linspace(-2, 2, 201), np.linspace(-2, 2, 201)))\n", "f_grid = forward_func(θ_grid)\n", "fig, ax = plt.subplots(figsize=(6, 5))\n", "mesh = ax.pcolormesh(θ_grid[0], θ_grid[1], f_grid[0], shading=\"auto\")\n", "cset = ax.contour(\n", " θ_grid[0], θ_grid[1], f_grid[0], [-0.5, 0, 1, 3, 10, 20], colors=\"white\"\n", ")\n", "ax.clabel(cset, fmt=\"%.2g\")\n", "cax = fig.colorbar(mesh)\n", "_ = cax.set_label(r\"$F(\\mathbf{\\theta})$\")\n", "_ = ax.set(xlabel=r\"$\\theta_0$\", ylabel=r\"$\\theta_1$\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the level sets of $F$ form closed curves which vary in geometry for different fixed values of $F$, forming a single closed 'loop' for $F > 0$, a [lemniscate](https://en.wikipedia.org/wiki/Lemniscate) for $F = 0$ and two disconnected closed loops for $F < 0$. As we will see shortly the varying geometry of the level sets of $F$ will be reflected in the geometry of the posterior distribution for different values of the observed $y$.\n", "\n", "## Geometry of the posterior distribution\n", "\n", "We assume we acquire one observation $y$ and use a standard Gaussian prior over $\\boldsymbol{\\theta}$, i.e. $\\boldsymbol{\\theta} \\stackrel{\\textrm{prior}}{\\sim} \\mathcal{N}(\\boldsymbol{0}, \\mathbf{I}_2)$. The goal of the inference is then to identify the set of $\\boldsymbol{\\theta}$ values that explain the observed $y$. Using SymNum we can define a function to evaluate the negative logarithm of the (unnormalised) posterior density, $-\\log\\pi^\\sigma$, as follows." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "@numpify(dim_θ, None, None)\n", "def neg_log_posterior_dens(θ, σ, y):\n", " return (snp.sum(θ**2, 0) + snp.sum((y - forward_func(θ)) ** 2, 0) / σ**2) / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The geometry of the resulting posterior distribution depends on the values of both $y$ and $\\sigma$. Below we plot the posterior density $\\pi^\\sigma$ across $\\boldsymbol{\\theta}$ values in $[-2, 2] \\times [-2, 2]$ for different $y$ and $\\sigma$ values." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def create_fig_if_none(ax, **fig_kw):\n", " if ax is None:\n", " fig, ax = plt.subplots(**fig_kw)\n", " else:\n", " fig = ax.figure\n", " return fig, ax\n", "\n", "\n", "def plot_posterior_density(σ=0.1, y=1.0, ax=None):\n", " fig, ax = create_fig_if_none(ax)\n", " ax.pcolormesh(\n", " θ_grid[0],\n", " θ_grid[1],\n", " np.exp(-neg_log_posterior_dens(θ_grid, σ, y)),\n", " cmap=dens_cmap,\n", " shading=\"auto\",\n", " )\n", " ax.set(xlabel=r\"$\\theta_0$\", ylabel=r\"$\\theta_1$\")\n", " return fig, ax\n", "\n", "\n", "interact_or_grid(\n", " plot_posterior_density,\n", " figsize=(12, 12),\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0, 0.1), (1, 0, -0.1)],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that for all values of $y$ as $\\sigma \\rightarrow 0$, the posterior distribution concentrates on a limiting manifold $\\mathcal{S}= \\{\\boldsymbol{\\theta} : F(\\boldsymbol{\\theta}) = y\\}$, corresponding to a specific level set of $F$. For our simple test model, we can visualise $\\mathcal{S}$ directly by explicitly solving $F(\\boldsymbol{\\theta}) = \\boldsymbol{y}$ for $\\theta_1$ in terms of $\\theta_0$. This can be done using [SymPy](https://www.sympy.org/en/index.html) as in the following function (the details of how the solution is calculated are unimportant here)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def split_into_integer_parts(n, m):\n", " return [round(n / m)] * (m - 1) + [n - round(n / m) * (m - 1)]\n", "\n", "\n", "def grid_on_interval(interval, n_points, cosine_spacing=False):\n", " if cosine_spacing:\n", " # Use non-linear spacing with higher density near endpoints\n", " ts = (1 + np.cos(np.linspace(0, 1, n_points) * np.pi)) / 2\n", " else:\n", " ts = np.linspace(0, 1, n_points)\n", " # If open interval space over range [left + eps, right - eps]\n", " eps = 10 * np.finfo(np.float64).eps\n", " left = float(interval.left) + eps if interval.left_open else float(interval.left)\n", " right = (\n", " float(interval.right) - eps if interval.right_open else float(interval.right)\n", " )\n", " return left + ts * (right - left)\n", "\n", "\n", "def solve_for_limiting_manifold(y, n_points=200, cosine_spacing=False):\n", " assert n_points % 2 == 0, \"n_points must be even\"\n", " θ = named_array(\"θ\", 2)\n", " # solve F(θ) = y for θ[1] in terms of θ[0]\n", " θ_1_gvn_θ_0 = sympy.solve(forward_func(θ)[0] - y, θ[1])\n", " # find interval(s) over which θ[0] gives real θ[1] solutions\n", " θ_0_range = sympy.solveset(θ_1_gvn_θ_0[0] ** 2 > 0, θ[0], domain=sympy.Reals)\n", " θ_0_intervals = (\n", " θ_0_range.args if isinstance(θ_0_range, sympy.Union) else [θ_0_range]\n", " )\n", " # create grid of values over valid θ[0] interval(s)\n", " n_intervals = len(θ_0_intervals)\n", " θ_0_grids = [\n", " grid_on_interval(intvl, n_pt + 1, cosine_spacing)\n", " for intvl, n_pt in zip(\n", " θ_0_intervals, split_into_integer_parts(n_points // 2, n_intervals)\n", " )\n", " ]\n", " # generate NumPy function to calculate θ[1] in terms of θ[0]\n", " solve_func = sympy.lambdify(θ[0], θ_1_gvn_θ_0)\n", " manifold_points = []\n", " for θ_0_grid in θ_0_grids:\n", " # numerically calculate +/- θ[1] solutions over θ[0] grid\n", " θ_1_grid_neg, θ_1_grid_pos = solve_func(θ_0_grid)\n", " # stack θ[0] and θ[1] values in to 2D array in anticlockwise order\n", " manifold_points.append(\n", " np.stack(\n", " [\n", " np.concatenate([θ_0_grid, θ_0_grid[-2:0:-1]]),\n", " np.concatenate([θ_1_grid_neg, θ_1_grid_pos[-2:0:-1]]),\n", " ],\n", " -1,\n", " )\n", " )\n", " return manifold_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify the posterior concentrates on this limiting manifold by overlaying a plot of this manifold over the posterior density for a decreasing sequence of $\\sigma$ values." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_limiting_manifold(y, ax=None, num_points=200):\n", " manifold_points = solve_for_limiting_manifold(y, num_points, cosine_spacing=True)\n", " fig, ax = create_fig_if_none(ax)\n", " # repeat first point to close loop by duplicating index\n", " for component in manifold_points:\n", " indices = np.arange(component.shape[0] + 1) % component.shape[0]\n", " (line,) = ax.plot(\n", " component[indices, 0], component[indices, 1], \"-\", color=\"C1\", lw=1.0\n", " )\n", " return fig, ax, line\n", "\n", "\n", "def plot_posterior_density_and_limiting_manifold(σ=0.1, y=1, ax=None):\n", " fig, ax = plot_posterior_density(σ, y, ax)\n", " plot_limiting_manifold(y=y, ax=ax)\n", " return fig, ax\n", "\n", "\n", "interact_or_grid(\n", " plot_posterior_density_and_limiting_manifold,\n", " figsize=(12, 12),\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0, 0.1), (1, 0, -0.1)],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concentration of the posterior on to this lower dimensional manifold $\\mathcal{S}$ makes the posterior distribution for small $\\sigma$ a challenging regime for MCMC methods to operate in, with proposed moves with a non-negligible component in directions normal to the manifold having very low probability of acceptance if they start at a point in a high density region.\n", "\n", "## Posterior density gradient field\n", "\n", "MCMC methods often exploit derivative information to improve sampling efficiency. The simplest approach is to directly use the gradient of the log target density to guide proposed moves in the latent space $\\Theta$ as in the [Metropolis adjusted Langevin algorithm (MALA)](https://en.wikipedia.org/wiki/Metropolis-adjusted_Langevin_algorithm) and [Hamiltonian Monte Carlo (HMC)](https://en.wikipedia.org/wiki/Hamiltonian_Monte_Carlo). We can construct a function to evaluate the gradient of the (negative) log posterior density using the `grad` operator from SymNum as follows." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "grad_neg_log_posterior_dens = grad(neg_log_posterior_dens)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using this function we can now visualise the gradient vector field across the latent space $\\Theta$. Below we use the Matplotlib `quiver` plot function to overlay the (log posterior density) gradient field over the posterior density for different $\\sigma$ values. As the magnitude of the gradients vary significantly we normalise the (non-zero) gradient vectors to unit length to make the pattern of the local directions of the gradients clearer." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_posterior_density_and_grad_field(σ=0.1, y=1, ax=None):\n", " fig, ax = plot_posterior_density_and_limiting_manifold(σ, y, ax)\n", " θ_grid_grad = θ_grid[:, ::10, ::10]\n", " grad_field = -grad_neg_log_posterior_dens(θ_grid_grad, σ, y)\n", " grad_field_norm = np.sum(grad_field**2, 0) ** 0.5\n", " grad_field[:, grad_field_norm >= 1e-8] /= grad_field_norm[grad_field_norm >= 1e-8]\n", " ax.quiver(*θ_grid_grad, *(grad_field), angles=\"xy\")\n", " return fig, ax\n", "\n", "\n", "interact_or_grid(\n", " plot_posterior_density_and_grad_field,\n", " figsize=(12, 4),\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0, 0.1), (1,)],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that for points far from the bulk of the posterior mass a fictitious particle moving under the action of a force defined by the negative log density gradient field will be pushed towards the regions of high posterior density. In regions of high posterior density however, the gradient field is close to normal to the limiting manifold. For HMC proposals which are based on discretising these gradient-based dynamics with a numerical integrator, a simulated particle trajectory starting near to the high density region will be pushed in a direction normal to (and towards) the manifold by the strong gradients in that direction. The momentum of the particle will mean that it will overshoot across limiting manifold before being pushed back in the opposite direction, leading to a characteristic high frequency oscillation back and forth across the limiting manifold. If the integrator time step used to discretise the dynamics is too large the integration of this high frequency oscillation will become unstable and diverge, with the final proposed point ending up very far from the high density region and so with a vanishingly small acceptance probability. As the 'width' of the high density region around the limiting manifold and magnitude of the log density gradients scale with $\\sigma$ the integrator step size needs to be made smaller as $\\sigma \\to 0$ to avoid this issue. \n", "\n", "## Hamiltonian Monte Carlo using Mici\n", "\n", "To make the problems in choosing an appropriate step size for HMC as $\\sigma \\to 0$ more concrete, we now try applying HMC to our toy problem using *Mici*. Mici defines a high-level interface for construction Hamiltonian dynamics based MCMC methods, including both the standard HMC method on a Euclidean space which we will use here, and more advanced variants which involve simulating Hamiltonian dynamics on a manifold as we will see in the subsequent sections.\n", "\n", "Mici uses a modular design to allow a wide range of MCMC methods to be constructed by using different combinations of the objects involved in sampling. The [`mici.systems`](https://matt-graham.github.io/mici/docs/systems.html) module defines various Hamiltonian system classes which are used to represent the Hamiltonian system associated with the target distribution to be sampled, and which encapsulate the various functions associated with the system. Initially we will be using the `EuclideanMetricSystem` class which corresponds to a Hamiltonian system where the latent space is equipped with a metric with a fixed positive definite matrix representation (often termed the mass matrix). By default the class uses an identity matrix for the metric representation, corresponding to the standard Euclidean metric, and we will use this default in the experiments here. \n", "\n", "If we denote the auxiliary momentum variable as $\\boldsymbol{p} \\in \\mathbb{R}^{d_\\Theta}$ and $U(\\boldsymbol{\\theta}) = -\\log\\pi^\\sigma(\\boldsymbol{\\theta})$ then the Hamiltonian for the system is \n", "\n", "$$H(\\boldsymbol{\\theta},\\boldsymbol{p}) = U(\\boldsymbol{\\theta})+ \\frac{1}{2}\\boldsymbol{p}^\\mathsf{T}\\boldsymbol{p},$$ \n", "\n", "and the corresponding Hamiltonian dynamics are described by the ordinary differential equation (ODE) system \n", "\n", "$$\\dot{\\boldsymbol{\\theta}} = \\boldsymbol{p}, \\quad \\dot{\\boldsymbol{p}} = -\\nabla U(\\boldsymbol{\\theta}).$$\n", "\n", "Eliminating $\\boldsymbol{p}$ by taking the time-derivative of the first equation we have that $\\ddot{\\boldsymbol{\\theta}} = -\\nabla U(\\boldsymbol{\\theta})$, which by comparing with Newton's second law we can see the simulated dynamics correspond to those of a particle acting under a force field defined by the negative gradient of a potential energy function $U$.\n", "\n", "The two key arguments to the `EuclideanMetricSystem` class initialiser are `neg_log_dens` and `grad_neg_log_dens`, corresponding respectively to a function evaluating the negative log density of the target distribution $U$ and a function evaluating the gradient of this negative log density $\\nabla U$. Both functions should take a single array argument, corresponding to the position component of the chain state (for now this is directly equivalent to the original latent vector $\\boldsymbol{\\theta}$). The `neg_log_dens` function should return a single scalar value. The `grad_neg_log_dens` function should either return a single one-dimensional array corresponding to the evaluated gradient or a 2-tuple with the first element being the gradient array and the second element a scalar corresponding to the value of `neg_log_dens` function at the passed position value. This option is provided as typically when using reverse-mode [algorithmic differentiation](https://en.wikipedia.org/wiki/Automatic_differentiation) the value of a function is evaluated in the forward pass through the computational graph before evaluating the gradient in a backwards pass, and by returning both the gradient and value and caching the value, Mici can avoid subsequent separate evaluation of the `neg_log_dens` function.\n", "\n", "The SymNum `grad` operator provides an option to also return the value of the function by passing the `return_aux=True` keyword argument." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "grad_and_val_neg_log_posterior_dens = grad(neg_log_posterior_dens, return_aux=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now construct a `EuclideanMetricSystem` instance using the `neg_log_posterior_dens` and `grad_and_val_neg_log_posterior_dens` functions. To meet the requirement of the `neg_log_dens` and `grad_neg_log_dens` function arguments accepting only a single array argument, we use the `functools.partial` function to produce a [partial function](https://en.wikipedia.org/wiki/Partial_application) with the arguments `σ` and `y` and fixed." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "σ = 0.1\n", "y = 1\n", "\n", "system = mici.systems.EuclideanMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_and_val_neg_log_posterior_dens, σ=σ, y=y),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As mentioned previously system objects in Mici encapsulate various model specific functions such as the Hamiltonian and its derivatives. Below we print all the 'public' attributes (i.e. those not prefixed with an underscore) of the system object we just created and the first line of their docstrings." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dh1_dpos: Derivative of `h1` Hamiltonian component with respect to position.\n", "dh2_dmom: Derivative of `h2` Hamiltonian component with respect to momentum.\n", "dh2_dpos: Derivative of `h2` Hamiltonian component with respect to position.\n", "dh_dmom: Derivative of Hamiltonian with respect to momentum.\n", "dh_dpos: Derivative of Hamiltonian with respect to position.\n", "grad_neg_log_dens: Derivative of negative log density with respect to position.\n", "h: Hamiltonian function for system.\n", "h1: Hamiltonian component depending only on position.\n", "h1_flow: Apply exact flow map corresponding to `h1` Hamiltonian component.\n", "h2: Hamiltonian component depending on momentum and optionally position.\n", "h2_flow: Apply exact flow map corresponding to `h2` Hamiltonian component.\n", "metric: Matrix representing identity operator on a vector space.\n", "neg_log_dens: Negative logarithm of unnormalized density of target distribution.\n", "sample_momentum: Sample a momentum from its conditional distribution given a position.\n" ] } ], "source": [ "def print_attributes(obj):\n", " for attr in dir(obj):\n", " if attr[0] != \"_\":\n", " print(f\"{attr}: {inspect.getdoc(getattr(obj, attr)).splitlines()[0]}\")\n", "\n", "\n", "print_attributes(system)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the system methods listed above take a `mici.states.ChainState` instance as their first (or only) argument. A `ChainState` object in Mici encapsulates the current state of a Hamiltonian system which is minimally specified by a position (`pos`, a 1D array), momentum (`mom`, a 1D array) and integration 'direction' (`dir`, either +1 or -1) corresponding to whether the Hamiltonian dynamics are currently being simulated forward (`dir=1`) or backwards (`dir=-1`) in time. In addition to these variables, a `ChainState` instance may also contain cached values of quantities deterministically derived from these variables by a Hamiltonian system object - for example the current Hamiltonian value or its derivatives. By caching these values Mici ensures potentially expensive to evaluate functions are only evaluate once for each value of the state variables they depend on.\n", "\n", "In the cell below we construct a `ChainState` instance with the position component (here corresponding to $\\boldsymbol{\\theta}$) sampled from the standard normal prior on $\\Theta$. Rather than set the momentum in the chain state initialiser we use the `system.sample_momentum` method to independently sample a momentum from its conditional distribution given the position; although in this case as the momentum is independent of the position and has a standard normal distribution we could easily sample the momentum directly, for some of the systems we will encounter subsequently the momentum distribution will be position-dependent and so this approach is more general." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "state = mici.states.ChainState(pos=rng.standard_normal(dim_θ), mom=None, dir=1)\n", "state.mom = system.sample_momentum(state, rng)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to the `system` and `state` objects, another key class of Mici objects are the integrator classes in the [`mici.integrators`](https://matt-graham.github.io/mici/docs/integrators.html) module. For the simple `EuclideanMetricSystem` we are using here, the `LeapfrogIntegrator` is an appropriate choice of integrator, for this system corresponding to the standard [Störmer-Verlet or leapfrog integrator](https://en.wikipedia.org/wiki/Leapfrog_integration) for [separable Hamiltonian systems](https://en.wikipedia.org/wiki/Symplectic_integrator#Splitting_methods_for_separable_Hamiltonians). The `LeapfrogIntegrator` initialiser takes as arguments a Hamiltonian system instance and a floating point `step_size` parameter corresponding to the time-step used in the numerical discretisation of the Hamiltonian dynamics. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "integrator = mici.integrators.LeapfrogIntegrator(system, step_size=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The key method of integrator objects is the `integrator.step` method which takes as argument a `ChainState` instance and returns a new `ChainState` instance corresponding to the system state simulated one time-step forward (if `state.dir = 1`) or backward (if `state.dir = -1`) in time under the Hamiltonian dynamics associated with the system. Below we iteratively apply `integrator.step` twice before reversing the integration direction and integrating a further two steps. The state returns to the exactly the same position and momentum values due to the time-reversibility of the leapfrog integrator." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.329414 -1.46108452],\n", " mom=[-0.98537164 0.25382918],\n", " dir=1)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.42719971 -1.06310332],\n", " mom=[-1.95328196 8.06222033],\n", " dir=1)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.5247422 -0.65486249],\n", " mom=[-2.12262924 5.90596858],\n", " dir=1)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.5247422 -0.65486249],\n", " mom=[-2.12262924 5.90596858],\n", " dir=-1)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.42719971 -1.06310332],\n", " mom=[-1.95328196 8.06222033],\n", " dir=-1)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ChainState(\n", " pos=[-0.329414 -1.46108452],\n", " mom=[-0.98537164 0.25382918],\n", " dir=-1)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_step = 2\n", "state_init = state.copy()\n", "display(state)\n", "for s in range(n_step):\n", " state = integrator.step(state)\n", " display(state)\n", "state.dir *= -1\n", "display(state)\n", "for s in range(n_step):\n", " state = integrator.step(state)\n", " display(state)\n", "state.dir *= -1\n", "assert np.allclose(state.pos, state_init.pos) and np.allclose(state.mom, state_init.mom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final key group of Mici objects are the sampler classes in the [`mici.samplers`](https://matt-graham.github.io/mici/docs/samplers.html) module. A sampler object uses a Hamiltonian system and associated integrator to simulate Markov chains which leave the target distribution represented by the system invariant. The simplest sampler is the `StaticMetropolisHMC` class which corresponds to the Hybrid Monte Carlo algorithm proposed by [Duane, Kennedy, Pendleton and Roweth (1987)](https://doi.org/10.1016%2F0370-2693%2887%2991197-X): each new state is proposed by integrating the dynamic forward a fixed number of steps and accepting or rejecting the move from the initial to final state on the trajectory in a Metropolis accept step. These 'integration' chain transitions in which the position and momentum components are jointly updated are alternated with transitions in which only the momentum is updated, with the default being to independently resample the momentum from its conditional distribution given the current position. \n", "\n", "In addition to the `StaticMetropolisHMC` class, Mici also provides other sampler classes such as the `RandomMetropolisHMC` class which instead integrates the state a randomly sampled rather than fixed number of steps in each integration transition, and the `DynamicMultinomialHMC` class which uses [a heuristic 'no-U-turn' criterion to dynamically determine how many integration steps to take](http://jmlr.org//papers/v15/hoffman14a.html) (and uses a [multinomial scheme to sample the new state from the whole recursively generated trajectory](https://arxiv.org/abs/1701.02434)). As an example we construct a `StaticMetropolicHMC` sampler by passing the previously created `system`, `integrator` and `rng` (random number generator) objects as arguments to the class initialiser and setting the fixed number of integration steps to `n_step=20`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "sampler = mici.samplers.StaticMetropolisHMC(system, integrator, rng, n_step=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two key method of a `sampler` object is `sample_chains` which samples one or more Markov chains from a list of initial states. The `sample_chains` method returns a tuple of three objects:\n", "\n", " * `final_states`: State(s) of chain after final iteration. May be used to resume sampling a chain by passing as the initial state to a new `sample_chains` call.\n", " * `traces`: Dictionary of chain traces. Values in dictionary are lists of arrays of variables, one array per chain, outputted by trace functions in `trace_funcs` argument to `sample_chains` with leading dimension of array corresponding to the sampling (chain iteration) index. By default `trace_funcs` consists of a single function returning the position component of the state and Hamiltonian and so `traces` contains two entries with keys `pos` and `hamiltonian`.\n", " * `statistics`: Dictionary of chain statistics. Values in dictionary are lists of arrays of chain statistic values, one array per chain, with the leading dimension of each array corresponding to the sampling (chain iteration) index. The key for each value is a string description of the corresponding statistic - for example the per-iteration acceptance probability statistics are stored under the key `accept_stat`.\n", "\n", "\n", "As well as an `init_states` argument specifying the initial chain states (either as a list of `ChainState` instances or 1D NumPy arrays specifying only the position component with the momentum component then sampled independently using `system.sample_momentum`) the other required arguments to the `sample_chains` method are `n_warm_up_iter` and `n_main_iter`, the number of chain iterations in the initial adaptive warm-up phase and main sampling stage respectively. Below we call `sample_chains` to sample a single chain of 2000 main iterations (and no warm-up iterations) starting from the chain state `state` constructed previously. During sampling by default Mici displays a progress bar showing how many chain iterations have been completed so far, the expected time to completion and running averages of chain statistics such as the acceptance probability of Metropolis transitions (the statistics to be monitored can be altered by setting the `monitor_stats` argument to `sample_chains`, see docstring for details)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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These warnings are useful inasmuch that they indicate there is some numerical issue being encountered while sampling - specifically as we will see shortly that the numerical integration of the Hamiltonian dynamics is unstable at the step size being used - however for long chains the flood of warning messages can be annoying so we instruct NumPy to ignore these warnings subsequently." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "_ = np.seterr(invalid=\"ignore\", over=\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we plot the trace of the position component of the chain state over the corresponding target posterior density we see further evidence that the HMC sampler is not performing well here as the samples are concentrated in only one portion of the loop-like region of high posterior probability, with in particular the chain seeming to have been unable to enter the two narrower 'legs' of the loop." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plot_posterior_density(σ=σ, y=y)\n", "ax.plot(*traces[\"pos\"][0].T, \".\", ms=2, color=\"C1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the sampler classes are the intended interface for generating chains in Mici, for the purpose of understanding the issues being encountered in running HMC in our illustrative example, we will directly use an integrator object to simulate and plot the Hamiltonian trajectories being used to propose new states in the HMC chain. The function `simulate_proposal` in the cell below implements a basic Metropolis-adjusted HMC algorithm with a fixed number of integration steps `n_step` per proposal (i.e. equivalent to the transitions implemented by the `StaticMetropolisHMC` sampler class). Rather than return just the next chain state (either the final state in the simulated trajectory if the move is accepted or the previous state if rejected) the `simulate_proposal` function here returns the full simulated trajectory and a boolean flag indicating whether the proposed move was accepted, so as to allow the proposal to be visualised. As well as rejecting due to the Metropolis accept step, in the implementation below rejections may also be triggered if the integrator diverges. This is indicated by the change in Hamiltonian over the trajectory (which should be zero under the exact dynamics) exceeding a threshold, in which case the trajectory is terminated early. In the manifold MCMC methods discussed later rejections may also be triggered by divergence of the numerical solvers involved in computing the individual (implicit) integrator steps, with this resulting in the same behaviour of terminating the trajectory early and rejecting the proposal." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def simulate_proposal(state, system, integrator, rng, n_step=10):\n", " state.mom = system.sample_momentum(state, rng)\n", " θ_traj = np.full((n_step + 1, dim_θ), np.nan)\n", " θ_traj[0] = state.pos[:dim_θ]\n", " h_init = system.h(state)\n", " try:\n", " for s in range(n_step):\n", " state = integrator.step(state)\n", " if abs(system.h(state) - h_init) > 1000:\n", " raise mici.errors.HamiltonianDivergenceError\n", " θ_traj[s + 1] = state.pos[:dim_θ]\n", " accepted = rng.uniform() < np.exp(h_init - system.h(state))\n", " except mici.errors.Error as e:\n", " accepted = False\n", " return θ_traj, accepted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also define a helper function to plot a proposed trajectory, with the initial state shown by a larger marker and the trajectory coloured green if accepted and red if not." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def plot_trajectory(ax, θ_traj, accepted):\n", " ax.plot(\n", " θ_traj[:, 0],\n", " θ_traj[:, 1],\n", " \"-o\",\n", " ms=2,\n", " lw=1,\n", " color=(\"limegreen\" if accepted else \"red\"),\n", " )\n", " ax.plot(θ_traj[0, 0], θ_traj[0, 1], \"o\", color=(\"limegreen\" if accepted else \"red\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the two helper functions we just defined, we now plot simulated HMC proposals for various values of the noise standard deviation $\\sigma$ and integrator step size $\\epsilon$ on our running toy example. The proposals are initialised at series of points on the limiting manifold $\\mathcal{S}$ and so are reflective of proposals for chains which have already converged to the high probability region of the target posterior distribution." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_hmc_proposals(σ=0.1, ϵ=0.1, y=1, n_step=20, n_particle=4, ax=None):\n", " system = mici.systems.EuclideanMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_neg_log_posterior_dens, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.LeapfrogIntegrator(system, step_size=ϵ)\n", " states = [\n", " mici.states.ChainState(pos=θ, mom=None, dir=1)\n", " for θ in np.concatenate(solve_for_limiting_manifold(y, n_particle))\n", " ]\n", " fig, ax = plot_posterior_density(σ, y, ax)\n", " rng = np.random.default_rng(seed)\n", " for state in states:\n", " plot_trajectory(ax, *simulate_proposal(state, system, integrator, rng, n_step))\n", "\n", "\n", "interact_or_grid(\n", " plot_hmc_proposals,\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " ϵ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0), y],\n", " n_step=[(10, 100, 10), 10],\n", " n_particle=[(4, 10, 2), 4],\n", " grid_params=(\"ε\", \"σ\"),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that for the smallest $\\sigma=0.02$ value the Hamiltonian trajectories quickly diverge (indicated by only the initial point or the initial points plus a few other points being plotted) and result in a rejection even for the smallest integrator step size shown $\\epsilon = 0.02$. From the portions of the diverging trajectories which are visible we can clearly see the overshooting effect due to the large gradient components normal to the limiting manifold discussed earlier, with the trajectories showing a characteristic oscillation with rapidly increasing amplitude back and forth across the the region of high posterior density. For a more moderate $\\sigma = 0.1$ value, the smallest step size $\\epsilon = 0.02$ leads to trajectories which do not diverge and result in an accepted proposal in some parts of the latent space (specifically in the 'wider' top and bottom portions of the loop) but still lead to divergences and rejections in others. Only for the largest $\\sigma$ values is it possible to find an integrator step size (in the range available) that results in stable integration at all points tested. In general it is clear that to maintain a reasonable probability of acceptance as $\\sigma \\to 0$ the integrator step size $\\epsilon$ also needs to be reduced towards zero. \n", "\n", "To more precisely characterise how the integrator step size $\\epsilon$ needs to be scaled with $\\sigma$ to maintain a non-vanishing acceptance rate, the code in the cell below performs a grid search over a logarithmically spaced range of $\\sigma$ and $\\epsilon$ values to compute the average acceptance probability for short HMC chains on our running toy example. For each $(\\sigma, \\epsilon)$ pair, Mici is used to run four chains of 20 samples, initialised at points on the limiting manifold $\\mathcal{S}$, with a fixed 20 integrator steps per proposal, with the average Metropolis acceptance probability across all chains recorded. As many short chains are being run, the per-chain progress bars that would usually be displayed by Mici are disabled and instead a progress bar is used to track progress across all the different $(\\sigma, \\epsilon)$ pairs." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "Completed: 100%|██████████|121/121 [00:06<00:00, 18.56it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_sample = 20\n", "n_chain = 4\n", "n_step = 20\n", "\n", "σ_grid = np.logspace(-5, 0, 11)\n", "ϵ_grid = np.logspace(-5, 0, 11)\n", "\n", "θ_inits = np.concatenate(solve_for_limiting_manifold(y, n_chain))\n", "\n", "hmc_av_accept_probs = np.full((σ_grid.shape[0], ϵ_grid.shape[0]), np.nan)\n", "\n", "with mici.progressbars.SequenceProgressBar(\n", " list(enumerate(product(σ_grid, ϵ_grid))), \"Completed\"\n", ") as pb:\n", " for (i, (σ, ϵ)), _ in pb:\n", " system = mici.systems.EuclideanMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_and_val_neg_log_posterior_dens, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.LeapfrogIntegrator(system, step_size=ϵ)\n", " sampler = mici.samplers.StaticMetropolisHMC(\n", " system, integrator, rng, n_step=n_step\n", " )\n", " _, _, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_sample,\n", " init_states=θ_inits,\n", " display_progress=False,\n", " )\n", " hmc_av_accept_probs.flat[i] = np.concatenate(\n", " [a for a in stats[\"accept_stat\"]]\n", " ).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now visualise the results from the above grid search across $\\sigma$ and $\\epsilon$ values as a pseudocolor plot (heatmap) with brighter colours indicating higher average acceptance probabilities." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_statistic_heatmap(\n", " σ_grid, ϵ_grid, statistic_grid, ax=None, title=None, colorbar=True\n", "):\n", " fig, ax = create_fig_if_none(ax, figsize=(5, 4))\n", " artist = ax.imshow(statistic_grid.T, vmin=0, vmax=1, origin=\"lower\")\n", " ax.set(\n", " xlabel=\"Noise standard deviation $\\sigma$\",\n", " ylabel=\"Integrator step size $\\epsilon$\",\n", " title=title,\n", " aspect=1,\n", " xticks=np.arange(σ_grid.shape[0])[::2],\n", " xticklabels=[f\"$10^{{{int(i)}}}$\" for i in np.log10(σ_grid[::2])],\n", " yticks=np.arange(ϵ_grid.shape[0])[::2],\n", " yticklabels=[f\"$10^{{{int(i)}}}$\" for i in np.log10(ϵ_grid[::2])],\n", " )\n", " if colorbar:\n", " fig.colorbar(artist, ax=fig.axes)\n", " return fig, ax\n", "\n", "\n", "fig, ax = plot_statistic_heatmap(\n", " σ_grid, ϵ_grid, hmc_av_accept_probs, title=\"Average acceptance probability (HMC)\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can clearly see that we require $\\epsilon \\propto \\sigma$ for HMC to maintain a non-zero acceptance rate, with in particular we needing $\\epsilon \\lessapprox 0.3 \\sigma$ for a reasonable acceptance probability. As the distance traversed by a simulated trajectory will scale roughly proportionally to $\\epsilon$ this will mean that as $\\sigma$ becomes small we need to use an increasing number of integrator steps and so computational effort to achieve approximately independent Markov chain samples.\n", "\n", "## Riemannian-manifold Hamiltonian Monte Carlo\n", "\n", "The issues encountered when applying HMC to our problem when $\\sigma$ is small can be attributed at a high level to the anisotropic scaling of the posterior distribution across the latent space, with the posterior much more tightly 'constrained' in directions normal to the limiting manifold $\\mathcal{S}$ than tangential to it. Importantly as the limiting manifold is non-linear these normal and tangential directions vary across the space and so a simple global preconditioning by reparameterising in terms of a linear transformation of the latent variables (or equivalently using a fixed non-identity metric matrix representation) will not be able to resolve the problems encountered.\n", "\n", "The problem of devising efficient MCMC methods for distributions with varying scales at different points and along different directions in space has been the motivation for several previously suggested algorithms. Of particular interest here are [*Riemannian-manifold Langevin and Hamiltonian Monte Carlo methods*](https://rss.onlinelibrary.wiley.com/doi/full/10.1111/j.1467-9868.2010.00765.x) (Girolami and Calderhead, 2011), which extends the standard HMC approach to the case where the latent space is treated as a [Riemannian manifold](https://en.wikipedia.org/wiki/Riemannian_manifold) and equipped with a position-dependent metric, represented by a matrix valued function $\\mathbf{M} : \\Theta \\to \\mathcal{P}^{d_\\Theta}_{+}$ where $\\mathcal{P}^{d_\\Theta}_{+}$ is the set of $d_\\Theta \\times d_\\Theta$ symmetric positive-definite matrices with real entries. The metric locally defines geometric quantities such as the length of and angle between vectors, and also allows computation of the distance between points on the manifold. An appropriate choice of metric which accounts for the locally varying geometry of the posterior distribution can therefore be used to counteract the issues encountered when running HMC on the latent space equipped with a Euclidean metric.\n", "\n", "Girolami and Calderhead (2011) suggest using a metric based on the [Fisher information metric](https://en.wikipedia.org/wiki/Fisher_information_metric)\n", "\n", "$$\n", " [\\mathbf{G}(\\boldsymbol{\\theta})]_{i,j} = \\int_{\\mathcal{Y}} \\nabla_i \\ell_{\\boldsymbol{y}}(\\boldsymbol{\\theta}) \\nabla_j \\ell_{\\boldsymbol{y}}(\\boldsymbol{\\theta}) \\exp(-\\ell_{\\boldsymbol{y}}(\\boldsymbol{\\theta})) \\,\\mathrm{d}\\boldsymbol{y}\n", "$$\n", "\n", "where $\\ell_{\\boldsymbol{y}}(\\boldsymbol{\\theta})$ is the negative log-likelihood of $\\boldsymbol{\\theta}$ given data $\\boldsymbol{y}$. For our Gaussian observation noise model the Fisher information metric corresponds to $\\mathbf{G}(\\boldsymbol{\\theta}) = \\frac{1}{\\sigma^2}\\mathbf{D} F(\\boldsymbol{\\theta})^{\\mathsf{T}} \\mathbf{D} F(\\boldsymbol{\\theta})$ where $\\mathbf{D} F: \\Theta \\to \\mathbb{R}^{d_{\\mathcal{Y}}\\times d_{\\Theta}}$ is the Jacobian of the forward function $F$. The Fisher information metric is not guaranteed to be strictly positive definite and Girolami and Calderhead (2011) suggesting adding the Hessian of the negative log prior density to the metric matrix representation; for our toy model with a standard normal prior this gives a metric matrix function\n", "\n", "$$\\mathbf{M}(\\boldsymbol{\\theta}) = \\frac{1}{\\sigma^2}\\mathbf{D} F(\\boldsymbol{\\theta})^{\\mathsf{T}} \\mathbf{D} F(\\boldsymbol{\\theta}) + \\mathbf{I}_{d_{\\Theta}}.$$\n", "\n", "We can define a function to evaluate this metric matrix representation at a point $\\boldsymbol{\\theta}$ by using the SymNum `jacobian` operator to automatically compute the Jacobian of the forward function." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "@numpify(dim_θ, None)\n", "def metric(θ, σ):\n", " jac = jacobian(forward_func)(θ)\n", " return jac.T @ jac / σ**2 + snp.identity(dim_θ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Hamiltonian for the resulting Riemannian-manifold system is \n", "\n", "$$H(\\boldsymbol{\\theta},\\boldsymbol{p}) = U(\\boldsymbol{\\theta}) + \\frac{1}{2}\\log|\\mathbf{M}(\\boldsymbol{\\theta})| + \\frac{1}{2}\\boldsymbol{p}^{\\mathsf{T}}\\mathbf{M}(\\boldsymbol{\\theta})^{-1} \\boldsymbol{p},$$ \n", "\n", "and the associated Hamiltonian dynamics are described by the ODE system \n", "\n", "$$\n", " \\dot{\\boldsymbol{\\theta}} = \\nabla_2 H(\\boldsymbol{\\theta},\\boldsymbol{p}) = \n", " \\mathbf{M}(\\boldsymbol{\\theta})^{-1} \\boldsymbol{p}, \\quad\n", " \\dot{\\boldsymbol{p}} = -\\nabla_1 H(\\boldsymbol{\\theta},\\boldsymbol{p}) = \n", " -\\nabla U(\\boldsymbol{\\theta})\n", " -\\frac{1}{2} \\mathsf{VJP}(\\mathbf{M})(\\boldsymbol{\\theta})\\big(\\mathbf{M}(\\boldsymbol{\\theta})^{-1}\\big)^{\\mathsf{T}} \n", " +\\frac{1}{2} \\mathsf{VJP}(\\mathbf{M})(\\boldsymbol{\\theta})\\big(\\mathbf{M}(\\boldsymbol{\\theta})^{-1}\\boldsymbol{p} \\boldsymbol{p}^{\\mathsf{T}} \\mathbf{M}(\\boldsymbol{\\theta})^{-1}\\big)^\\mathsf{T}.\n", "$$\n", "\n", "Here $\\mathsf{VJP}$ indicates a ['vector-Jacobian-product' differential operator](https://jax.readthedocs.io/en/latest/notebooks/autodiff_cookbook.html#Vector-Jacobian-products-(VJPs,-aka-reverse-mode-autodiff)), corresponding to a generalisation of the operation of computing the product $\\boldsymbol{v}^\\mathsf{T}\\mathbf{D}\\boldsymbol{f}(\\boldsymbol{x})$ between a vector $\\boldsymbol{v} \\in \\mathbb{R}^N$ and the $N \\times M$ Jacobian matrix of a map $\\boldsymbol{f}: \\mathbb{R}^M\\to\\mathbb{R}^N$. For a map $\\boldsymbol{f} : \\mathbb{R}^M \\to \\mathbb{R}^{N_1 \\times N_2 \\dots \\times N_D}$, $\\boldsymbol{v} \\in \\mathbb{R}^{N_1 \\times N_2 \\dots \\times N_D}$ and 'vectorisation' operator $\\mathrm{vech}$ that flattens an arbitrary dimensioned array to a flat vector we have that\n", "\n", "$$\n", " \\mathsf{VJP}(\\boldsymbol{f})(\\boldsymbol{x})(\\boldsymbol{v}) = \\mathrm{vech}(\\boldsymbol{v})^{\\mathsf{T}} \\mathbf{D} (\\mathrm{vech}\\circ \\boldsymbol{f})(\\boldsymbol{x}).\n", "$$\n", "\n", "We can construct an operator evaluating $\\mathsf{VJP}(\\mathbf{M})$ in SymNum by applying the `vector_jacobian_product` operator to the `metric` function defined previously. As with the `grad` operator, `vector_jacobian_product` takes an optional keyword argument `return_aux` which we set to `True` to indicate the returned function should return both a function to evaluate the vector Jacobian product at point but also the value of the function (here the metric)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "vjp_metric = vector_jacobian_product(metric, return_aux=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we did for the Euclidean metric Hamiltonian dynamic, we can eliminate the momentum variables from the ODE system to get the following second-order differential equation system\n", "\n", "$$\n", " \\ddot{\\boldsymbol{\\theta}} =\n", " \\color{blue}{{}\n", " -\\mathbf{M}(\\boldsymbol{\\theta})^{-1}\\nabla U(\\boldsymbol{\\theta})\n", " }\n", " \\color{green}{{}\n", " -\\frac{1}{2} \\mathbf{M}(\\boldsymbol{\\theta})^{-1} \\mathsf{VJP}(\\mathbf{M})(\\boldsymbol{\\theta})(\\mathbf{M}(\\boldsymbol{\\theta})^{-1})^{\\mathsf{T}}\n", " }\n", " \\color{red}{{}\n", " -\\frac{1}{2} \\mathbf{M}(\\boldsymbol{\\theta})^{-1} \\Big(\n", " 2\\mathsf{JVP}(\\mathbf{M})(\\boldsymbol{\\theta})(\\dot{\\boldsymbol{\\theta}}) \\dot{\\boldsymbol{\\theta}} -\n", " \\mathsf{VJP}(\\mathbf{M})(\\boldsymbol{\\theta})(\\dot{\\boldsymbol{\\theta}} \\dot{\\boldsymbol{\\theta}}{}^\\mathsf{T})^\\mathsf{T}\n", " \\Big)}.\n", "$$\n", "\n", "Here $\\mathsf{JVP}$ indicates a ['Jacobian-vector-product' differential operator](https://jax.readthedocs.io/en/latest/notebooks/autodiff_cookbook.html#Jacobian-Vector-products-(JVPs,-aka-forward-mode-autodiff)) which, analogously to the $\\mathsf{VJP}$ operator, is defined as a generalisation of the operation of computing the product $\\mathbf{D}\\boldsymbol{f}(\\boldsymbol{x})\\boldsymbol{v}$ between the Jacobian matrix of a map $\\boldsymbol{f}: \\mathbb{R}^M\\to\\mathbb{R}^N$ and a vector $\\boldsymbol{v} \\in \\mathbb{R}^M$. For a real-valued function $f$ on a Riemannian manifold the [*Riemannian gradient*](https://en.wikipedia.org/wiki/Gradient#Riemannian_manifolds) $\\mathrm{grad}$ can be defined in local coordinates in terms of the inverse of the metric matrix representation and vector of partial derivatives $\\nabla f(\\boldsymbol{\\theta}) = [\\partial_0 f(\\boldsymbol{\\theta}) ~ \\cdots ~ \\partial_{d_\\Theta-1} f(\\boldsymbol{\\theta})]^{\\mathsf{T}}$ as\n", "\n", "$$\\mathrm{grad} f(\\boldsymbol{\\theta}) = \\mathbf{M}^{-1}(\\boldsymbol{\\theta}) \\nabla f(\\boldsymbol{\\theta}).$$\n", "\n", "The blue and green terms above therefore correspond to the Riemannian gradient of respectively the potential energy (negative log target density) and log-determinant of the metric (with the metric determinant representing the density of the [Riemannian measure or volume form](https://en.wikipedia.org/wiki/Volume_form#Riemannian_volume_form) on the manifold with respect to the Lebesgue measure on the coordinate space). If only the term in red was included the dynamics would correspond to the [geodesic equation](https://en.wikipedia.org/wiki/Solving_the_geodesic_equations) on the manifold, i.e. the differential equation system defining [geodesics](https://en.wikipedia.org/wiki/Geodesic) on the manifold and corresponding to the motion of a particle with no [proper acceleration](https://en.wikipedia.org/wiki/Proper_acceleration) on the manifold. The dynamics can therefore be interpreted as corresponding to the motion of a particle on the manifold subject to a force field defined by the Riemannian gradient of the logarithm of the density of the target distribution with respect to the Riemannian measure on the manifold.\n", "\n", "Ignoring the details of the geodesic motion on the manifold and change of reference measure, at a high-level we can consider the Riemannian-manifold HMC algorithm as using the Riemannian gradient of the log target density in place of its Euclidean gradient in the simulated Hamiltonian dynamics. Therefore to help understand how the use of the above metric can help to overcome the issues observed with the standard (Euclidean) HMC algorithm, we visualise the vector field defined by the Riemannian gradient of the log posterior density and compare to our previous visualisations of the Euclidean gradient. The function in the cell below evaluates the Riemannian gradient field across a grid of points and visualises it as a `quiver` plot overlayed over the posterior density." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_posterior_density_and_riemannian_grad_field(σ=0.1, y=1.0, ax=None):\n", " fig, ax = plot_posterior_density_and_limiting_manifold(σ, y, ax)\n", " θ_grid_grad = θ_grid[:, ::10, ::10]\n", " metric_field = (\n", " metric(θ_grid_grad, σ).reshape((dim_θ, dim_θ, -1)).transpose((2, 0, 1))\n", " )\n", " grad_field = -grad_neg_log_posterior_dens(θ_grid_grad, σ, y).reshape((dim_θ, -1)).T\n", " grad_field = np.linalg.solve(metric_field, grad_field).T\n", " grad_field_norm = np.sum(grad_field**2, 0) ** 0.5\n", " grad_field[:, grad_field_norm >= 1e-8] /= grad_field_norm[grad_field_norm >= 1e-8]\n", " ax.quiver(*θ_grid_grad, *(grad_field), angles=\"xy\")\n", " return fig, ax\n", "\n", "\n", "interact_or_grid(\n", " plot_posterior_density_and_riemannian_grad_field,\n", " figsize=(12, 4),\n", " σ=((0.02, 1.0, 0.02), (0.5, 0.1, 0.02)),\n", " y=((-0.1, 2.5), (1,)),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that in contrast to the Euclidean gradient field, for the Fisher information based metric defined above, the Riemannian gradient field is no longer predominantly normally oriented to the limiting manifold in regions of high posterior density, with instead the Riemannian gradient having a significant tangential component along the limiting manifold in such regions. This suggests the corresponding Hamiltonian dynamics will tend to produce trajectories which preferentially move in directions tangential to the manifold, thus encouraging exploration of the full extent of the region of high posterior density concentrated around the limiting manifold, and avoiding the highly oscillatory dynamics moving back and forth across the limiting manifold which led to the unstable integration of the dynamics previously.\n", "\n", "To verify this intuition, we repeat for the Riemannian-manifold HMC algorithm the previous experiment in which visualised the trajectories simulated in HMC proposals for varying noise standard deviations $\\sigma$ and integrator step sizes $\\epsilon$. Rather than the `EuclideanMetricSystem` we used previously, here we use the `DenseRiemannianMetricSystem` class, which is the appropriate Mici class for Riemannian-manifold Hamiltonian systems where the metric matrix representation is dense. Additional system classes are provided for when the metric matrix representation has a specific structure such as being [diagonal](https://matt-graham.github.io/mici/docs/systems.html#mici.systems.DiagonalRiemannianMetricSystem) or a [product of triangular factors](https://matt-graham.github.io/mici/docs/systems.html#mici.systems.CholeskyFactoredRiemannianMetricSystem) with an explicit functional form. As the Hamiltonian for this system is non-separable (i.e. including at least one additive term which depends on both the position and momentum variables) we can no longer use the standard (explicit) leapfrog integrator, and instead here use a generalised leapfrog integrator which uses [implicit steps](https://en.wikipedia.org/wiki/Explicit_and_implicit_methods). Following Girolami and Calderhead (2011), the non-linear systems of equations defined by these steps are solved by default with a simple direct [fixed-point iteration](https://en.wikipedia.org/wiki/Fixed-point_iteration). This iterative solver may fail to converge and there may be multiple solutions such that a solve in the time-reversed step may converge to a different solution. Therefore in addition to rejecting due to divergence of the Hamiltonian dynamics integration, for this implicit integrator we may also reject early due to a convergence error in the fixed point iteration or non-reversible step." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_rmhmc_proposals(σ=0.1, ϵ=0.1, y=1, n_step=20, n_particle=4, ax=None):\n", " system = mici.systems.DenseRiemannianMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_neg_log_posterior_dens, σ=σ, y=y),\n", " metric_func=partial(metric, σ=σ),\n", " vjp_metric_func=partial(vjp_metric, σ=σ),\n", " )\n", " integrator = mici.integrators.ImplicitLeapfrogIntegrator(system, step_size=ϵ)\n", " states = [\n", " mici.states.ChainState(pos=θ, mom=None, dir=1)\n", " for θ in np.concatenate(solve_for_limiting_manifold(y, n_particle))\n", " ]\n", " rng = np.random.default_rng(seed)\n", " fig, ax = plot_posterior_density(σ, y, ax)\n", " for state in states:\n", " plot_trajectory(ax, *simulate_proposal(state, system, integrator, rng, n_step))\n", "\n", "\n", "interact_or_grid(\n", " plot_rmhmc_proposals,\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " ϵ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0), y],\n", " n_step=[(10, 100, 10), 10],\n", " n_particle=[(4, 10, 2), 4],\n", " grid_params=(\"ε\", \"σ\"),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast to the Euclidean metric case, we see that the simulated trajectories here, when they successfully terminate, do not exhibit the high frequency oscillation back and forth across the limiting manifold seen previously, instead more closely following the contours of the posterior density. We still see however that large proportion of simulated trajectories do not terminate successfully resulting in a rejection, and that the proportion of such rejections increases as $\\sigma$ is made smaller for a fixed integrator step size $\\epsilon$. As this does not appear to be due to the instability of the discretisation of the Hamiltonian dynamics, this suggests the rejections are largely the result of the fixed point iterative solves in the implicit steps failing to converge.\n", "\n", "To check if this indeed the case and characterise more precisely how the step size $\\epsilon$ needs to scale with $\\sigma$ to maintain a non-vanishing acceptance rate, as we previously did for the standard Euclidean-metric HMC method, below we perform a grid search over a logarithmically spaced range of $\\sigma$ and $\\epsilon$ values to compute the average acceptance probability for short Riemannian-manifold HMC chains. Here as well as recording the average acceptance probability for the chains we also record the proportion of proposals rejected due to convergence errors in the fixed point iterative solves. This information is provided as an additional entry `convergence_error` in the chain statistics dictionary returned by the `sample_chains` method. \n", "\n", "Compared to the equivalent experiment for the standard HMC algorithm, the run time here is significantly longer, despite using fewer samples per chain and integrator steps per proposal. This is a result of the much higher cost of each implicit leapfrog step compared to the explicit leapfrog steps, with two fixed point iterative solves required per step, and each iteration in these solves requiring evaluating either `metric` or `vjp_metric`. To reduce the compute run time we sample the 4 chains per $(\\sigma, \\epsilon)$ pair in parallel by specifying the number of processes to distribute the chains across in the `sample_chains` call as equal to the number of chains. Note that doing this for the Euclidean-metric HMC experiments above actually increases run time due to the overhead in distributing the chains across multiple processes outweighing the parallelisation speedup." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rmhmc_av_accept_probs, rmhmc_prop_conv_error = np.full(\n", " (2, σ_grid.shape[0], ϵ_grid.shape[0]), np.nan\n", ")\n", "\n", "with mici.progressbars.SequenceProgressBar(\n", " list(enumerate(product(σ_grid, ϵ_grid))), \"Completed\"\n", ") as pb:\n", " for (i, (σ, ϵ)), _ in pb:\n", " system = mici.systems.DenseRiemannianMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_neg_log_posterior_dens, σ=σ, y=y),\n", " metric_func=partial(metric, σ=σ),\n", " vjp_metric_func=partial(vjp_metric, σ=σ),\n", " )\n", " integrator = mici.integrators.ImplicitLeapfrogIntegrator(system, step_size=ϵ)\n", " sampler = mici.samplers.StaticMetropolisHMC(\n", " system, integrator, rng, n_step=n_step // 2\n", " )\n", " _, _, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_sample // 2,\n", " init_states=θ_inits,\n", " n_process=n_chain,\n", " display_progress=False,\n", " )\n", " rmhmc_av_accept_probs.flat[i] = np.concatenate(\n", " [a for a in stats[\"accept_stat\"]]\n", " ).mean()\n", " rmhmc_prop_conv_error.flat[i] = np.concatenate(\n", " [a for a in stats[\"convergence_error\"]]\n", " ).mean()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "_ = plot_statistic_heatmap(\n", " σ_grid,\n", " ϵ_grid,\n", " rmhmc_av_accept_probs,\n", " ax=axes[0],\n", " title=\"Av. acceptance probability (RM-HMC)\",\n", " colorbar=False,\n", ")\n", "_ = plot_statistic_heatmap(\n", " σ_grid,\n", " ϵ_grid,\n", " rmhmc_prop_conv_error,\n", " ax=axes[1],\n", " title=\"Prop. convergence errors (RM-HMC)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the left panel above, we see that though the Riemannian-manifold HMC method seems to allow slightly larger step-sizes $\\epsilon$ to be used for a given $\\sigma$ with a non-vanishing acceptance probability compared to the standard HMC method, the pattern is still broadly the same with $\\epsilon$ needing to be reduced proportionally with $\\sigma$ to avoid a zero acceptance rate. Now considering the right panel, showing the proportion of chain iterations ending in a rejection due to a convergence error in one of the fixed point iterations in the implicit integrator steps, we see that most rejections seem to be due to these convergence errors (with the recorded acceptance probability being zero for such iterations). While the Riemannian-manifold HMC proposals therefore seem to overcome the instability in the discretisation of the dynamics encountered previously, the poor convergence properties of the fixed point iterative solver means that sampling efficiency still degrades in the vanishing noise $\\sigma \\to 0$ limit.\n", "\n", "## Lifting the posterior on to a manifold\n", "\n", "In the previous section we considered treating the latent space as a manifold with geometry defined [intrinsically](https://en.wikipedia.org/wiki/Manifold#Intrinsic_and_extrinsic_view) via a metric, and adjusting the Hamiltonian dynamics used to generate MCMC proposals to account for the manifold geometry. While the resulting Hamiltonian dynamics using a Fisher information based metric did appear to overcome some of the issues encountered when simulating Hamiltonian dynamics on a Euclidean space, due to the tendency for the iterative solver in the implicit integrator used to simulate dynamics to diverge, we still required to use an integrator step size $\\epsilon$ which scaled with the observation noise standard deviation $\\sigma$ to maintain a non-vanishing acceptance rate.\n", "\n", "An alternative to altering the geometry of the posterior distribution intrinsically via a metric, is to instead *lift* the posterior distribution from the original latent space $\\Theta \\subseteq \\mathbb{R}^{d_\\Theta}$ on to a manifold of dimension $d_\\Theta$ embedded in a higher-dimensional ambient space $\\Theta \\times \\dots$, such that the distribution of the projection back onto $\\Theta$ corresponds to the posterior distribution $\\pi^\\sigma$. A particularly natural lifting is provided by the generative structure of the model: if rather than considering the unknowns to be inferred as just the latent quantity of interest $\\boldsymbol{\\theta}$ we also include the Gaussian observation noise vector $\\boldsymbol{\\eta}$ then the set of $(\\boldsymbol{\\theta}, \\boldsymbol{\\eta}) \\in \\Theta \\times \\mathcal{Y} = \\mathbb{R}^{d_\\Theta + d_{\\mathcal{Y}}}$ pairs consistent with the observations, i.e. $\\mathcal{M}^\\sigma = \\lbrace (\\boldsymbol{\\theta}, \\boldsymbol{\\eta}) \\in \\Theta \\times \\mathcal{Y} : \\boldsymbol{y} = F(\\boldsymbol{\\theta}) + \\sigma \\boldsymbol{\\eta} \\rbrace$, defines a manifold of dimension $d_\\Theta$ embedded in $\\mathbb{R}^{d_\\Theta + d_{\\mathcal{Y}}}$. If we lift the posterior distribution on to the manifold $\\mathcal{M}^\\sigma$ we get a distribution with density\n", "\n", "$$\n", " \\bar{\\pi}^\\sigma(\\boldsymbol{\\theta},\\boldsymbol{\\eta}) \\propto \n", " \\frac{\\exp\\big( -\\Phi_0(\\boldsymbol{\\theta}) - \\frac{1}{2}\\boldsymbol{\\eta}^\\mathsf{T}\\boldsymbol{\\eta} \\big) \\mathbb{1}_{\\mathcal{M}^\\sigma}(\\boldsymbol{\\theta},\\boldsymbol{\\eta})}\n", " {\\big| \\mathbf{D}F(\\boldsymbol{\\theta})\\mathbf{D}F(\\boldsymbol{\\theta})^\\mathsf{T} + \\sigma^2 \\mathbf{I}_{d_\\mathcal{Y}} \\big|^\\frac{1}{2}}\n", "$$\n", "\n", "with respect to the [*Hausdorff measure*](https://en.wikipedia.org/wiki/Hausdorff_measure) of dimension $d_\\Theta$ on the ambient space $\\mathbb{R}^{d_\\Theta + d_{\\mathcal{Y}}}$. This density can be interpreted as the joint prior density on $\\boldsymbol{\\theta}$ and $\\boldsymbol{\\eta}$, restricted to the manifold $\\mathcal{M}^\\sigma$ and adjusted by a Jacobian determinant term that accounts for the difference in the Hausdorff measure (area) of local patches of the lifted manifold versus the Lebesgue measure of their projection on to the original $\\Theta$ space. We can construct a function to evaluate the (negative logarithm) of this density for our toy model in SymNum as follows." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "@numpify(dim_θ, None, None, None)\n", "def neg_log_lifted_posterior_dens(θ, η, σ, y):\n", " jac = jacobian(forward_func)(θ)\n", " return snp.sum(θ**2, 0) / 2 + η**2 / 2 + snp.log(jac @ jac.T + σ**2)[0, 0] / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we fix the value of $\\boldsymbol{\\eta}$ the corresponding values of $\\boldsymbol{\\theta}$ on the manifold, i.e. such that $(\\boldsymbol{\\theta},\\boldsymbol{\\eta}) \\in \\mathcal{M}^\\sigma$, correspond to the preimage of the 'denoised' observation $\\boldsymbol{y} - \\sigma \\boldsymbol{\\eta}$ under the forward function $F$ i.e. $\\boldsymbol{\\theta} \\in F^{-1}(\\boldsymbol{y} - \\sigma \\boldsymbol{\\eta})$. For our simple running example $\\boldsymbol{\\eta}$ is one-dimensional and the preimage under $F$ of a point is a closed one-dimensional manifold (corresponding to the levels sets of $F$ visualised previously), and so we can visualise the two-dimensional manifold $\\mathcal{M}^\\sigma$ as a 'stack' of 1D slices in the $\\Theta$ plane, each corresponding to the preimage $F^{-1}(y - \\sigma \\eta)$ for a particular $\\eta$ value. Previously we encountered the preimage of $F$ in the context of the limiting manifold $\\mathcal{S}$ as $\\sigma \\to 0$ for a fixed set of observations $\\boldsymbol{y}$ and used SymPy to symbolically solve for the preimage. Although this approach is general and can be straightforwardly applied to a new forward function, symbolically solving for the preimage for a fine grid of $\\eta$ values is relatively time-consuming to run. Therefore below we define a 'hard-coded' NumPy function to output a set of points spanning the preimage $F^{-1}(y)$ for a point $y$ under the specific forward function defined previously, and an additional function which builds up a stack of these 'slices' for a range of $\\eta$ values." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "def forward_func_preimage_points(y, n_point):\n", " t = np.linspace(-1, 1, n_point)\n", " r, s = -np.cos(np.pi * t), np.sign(t)\n", " θ_0 = ((1 + (1 + 4 * y / 3) ** 0.5 - 1e-10) / 2) ** 0.5 * r\n", " θ_1 = s * np.sqrt(y - 3 * θ_0**2 * (θ_0**2 - 1))\n", " return np.stack((θ_0, θ_1), -1)\n", "\n", "\n", "def manifold_points(σ, y, n_η_vals=50, n_θ_vals=200, η_min_plot=-2.0, η_max_plot=2.0):\n", " eps = np.finfo(np.float64).eps\n", " η_grid = np.linspace(η_min_plot + eps, η_max_plot - eps, n_η_vals)\n", " θ_points = np.empty((dim_θ,) + (n_η_vals, n_θ_vals))\n", " η_points = np.tile(η_grid, (n_θ_vals, 1)).T\n", " for i, η in enumerate(η_grid):\n", " θ_points[:, i] = forward_func_preimage_points(y - σ * η, n_θ_vals).T\n", " return θ_points, η_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the above two functions we now visualise the manifold $\\mathcal{M}^\\sigma$ and density of the lifted posterior distribution $\\bar{\\pi}^\\sigma$ on the manifold for different $\\sigma$ values (and a fixed observation $y=1$). We plot the lifted density as in green (with higher intensity indicating higher density) on a surface plot of the manifold and overlay with a grid to help make the three-dimensional shape of the manifold clearer (in the interactive version of the plot the view can also be rotated by specifying the azimuth and elevation angles of the camera). The corresponding posterior density on the original $\\Theta$ space is shown below in the manifold in blue." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_manifold_and_density(\n", " σ=0.1, y=1.0, azim=-60, elev=30, projection=\"persp\", ax=None\n", "):\n", " fig, ax = create_fig_if_none(ax, subplot_kw={\"projection\": \"3d\"})\n", " θ_points, η_points = manifold_points(σ, y, 40, 80, -2, 2)\n", " lifted_density_grid = np.exp(\n", " -neg_log_lifted_posterior_dens(θ_points, η_points, σ, y)\n", " )\n", " density_grid = np.exp(-neg_log_posterior_dens(θ_grid, σ, y))\n", " # plot lifted density on manifold\n", " ax.plot_surface(\n", " θ_points[0],\n", " θ_points[1],\n", " η_points,\n", " facecolors=plt.cm.Greens(mcolors.Normalize()(lifted_density_grid)),\n", " edgecolor=\"none\",\n", " shade=False,\n", " cstride=1,\n", " rstride=1,\n", " antialiased=False,\n", " linewidth=0.0,\n", " )\n", " # plot grid 'overlay' over manifold to make shape clearer\n", " ax.plot_surface(\n", " θ_points[0],\n", " θ_points[1],\n", " η_points,\n", " alpha=0.2,\n", " color=\"w\",\n", " edgecolor=(0, 0, 0, 1),\n", " shade=False,\n", " cstride=5,\n", " rstride=10,\n", " antialiased=True,\n", " linewidth=0.1,\n", " )\n", " # plot density on original space as filled contour plot below manifold\n", " ax.contourf(θ_grid[0], θ_grid[1], density_grid, 20, offset=-4, cmap=dens_cmap)\n", " ax.set(\n", " xlabel=r\"$\\theta_0$\",\n", " ylabel=r\"$\\theta_1$\",\n", " zlabel=r\"$\\eta$\",\n", " xticks=[-1, 0, 1],\n", " yticks=[-1, 0, 1],\n", " zticks=[-2, -1, 0, 1, 2],\n", " zlim=(-4, 2),\n", " proj_type=projection,\n", " )\n", " ax.tick_params(axis=\"both\", which=\"major\", pad=-2)\n", " for axis in [ax.xaxis, ax.yaxis, ax.zaxis]:\n", " axis.labelpad = -5\n", " axis.pane.fill = False\n", " axis.set_rotate_label(False)\n", " axis.pane.set_edgecolor(\"w\")\n", " ax.grid(False)\n", " ax.view_init(elev, azim)\n", "\n", "\n", "interact_or_grid(\n", " plot_manifold_and_density,\n", " figsize=(12, 4),\n", " subplot_kw={\"projection\": \"3d\"},\n", " σ=[(0.02, 0.5, 0.08), (0.5, 0.1, 0.02)],\n", " y=[fixed(1), (1,)],\n", " azim=[(-180, 180, 30), -60],\n", " elev=[(0, 90, 15), 30],\n", " projection=([(\"Perspective\", \"persp\"), (\"Orthogonal\", \"ortho\")], \"ortho\"),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the lifted distribution $\\bar{\\pi}^\\sigma$ remains diffuse as the observation noise vanishes $\\sigma \\to 0$ even as the original posterior density $\\pi^\\sigma$ concentrates on the limiting manifold. This suggests that if we can construct a Markov chain targeting the lifted posterior distribution we may be able to avoid the requirement to scale the step size $\\epsilon$ with $\\sigma$ to maintain a reasonable acceptance rate. Further we see that as $\\sigma$ becomes smaller the subset of the manifold $\\mathcal{M}^\\sigma$ in the high-probability $\\eta$ range becomes increasingly close to the 'cylinder-like' product manifold $\\mathcal{S} \\times \\mathcal{Y}$ (where $\\mathcal{S} = F^{-1}(y)$ as previously). This suggests that as $\\sigma$ becomes smaller the geometry of the manifold $\\mathcal{M}^\\sigma$ becomes in some sense simpler with vanishing curvature in the $\\eta$ direction, and so we might not expect simulating a Markov chain on $\\mathcal{M}^\\sigma$ to become more challenging as $\\sigma \\to 0$.\n", "\n", "## Constrained Hamiltonian Monte Carlo on lifted distribution\n", "\n", "To construct a Markov chain targeting the lifted distribution we use a [*constrained Hamiltonian Monte Carlo*](https://arxiv.org/abs/1807.02356) method, based on simulating the Hamiltonian dynamics of a constrained mechanical system. We denote the concatenated latent state as $\\boldsymbol{q} = (\\boldsymbol{\\theta},\\boldsymbol{\\eta})$ and an associated auxiliary momentum variable as $\\boldsymbol{p}$. We then define a *constraint function* $C : \\mathbb{R}^{d_\\Theta + d_{\\mathcal{Y}}} \\to \\mathbb{R}^{d_{\\mathcal{Y}}}$ the zero level-set of which corresponds to the set of constraint-satisfying configurations $\\boldsymbol{q}$. Here we specify the constraint function as $C((\\boldsymbol{\\theta},\\boldsymbol{\\eta})) = F(\\boldsymbol{\\theta}) + \\sigma \\boldsymbol{\\eta} - \\boldsymbol{y}$ such that its zero level-set corresponds to the manifold $\\mathcal{M}^\\sigma$. The dynamics of a constrained Hamiltonian system with potential energy function $\\bar{U}$ and identity metric matrix representation (mass matrix) are then described by the following system of differential algebraic equations (DAEs)\n", "$$\n", " \\dot{\\boldsymbol{q}} = \\boldsymbol{p},\n", " \\quad\n", " \\dot{\\boldsymbol{p}} = -\\nabla\\bar{U}(\\boldsymbol{q}) -\n", " \\mathbf{D}C(\\boldsymbol{q})^\\mathsf{T} \\boldsymbol{\\lambda},\n", " \\quad\n", " C(\\boldsymbol{q}) = \\boldsymbol{0}.\n", "$$\n", "\n", "The Lagrange multipliers $\\boldsymbol{\\lambda}$ are implicitly defined functions of $\\boldsymbol{p}$ and $\\boldsymbol{q}$ such that the constraint equation $C(\\boldsymbol{q}) = \\boldsymbol{0}$ is satisfied at all times. By differentiating the constraint equation with respect to time and using that $\\dot{\\boldsymbol{q}} = \\boldsymbol{p}$ we derive a set of constraints on the momenta: $\\mathbf{D}C(\\boldsymbol{q}) \\boldsymbol{p} = \\boldsymbol{0}$, corresponding to a requirement that the momentum is tangential to constraint manifold at all time points.\n", "\n", "The constrained Hamiltonian dynamics can be simulated using a 'constrained leapfrog' integrator which interleaves steps simulating one of a splitting of the unconstrained dynamics $\\dot{\\boldsymbol{q}} = \\boldsymbol{0}, \\dot{\\boldsymbol{p}} = -\\nabla\\bar{U}(\\boldsymbol{q})$ and $\\dot{\\boldsymbol{q}} = \\boldsymbol{p}, \\dot{\\boldsymbol{p}} = \\boldsymbol{0}$ with steps simulating $\\dot{\\boldsymbol{q}} = \\boldsymbol{0}, \\dot{\\boldsymbol{p}} = -\\mathbf{D}C(\\boldsymbol{q})^\\mathsf{T} \\boldsymbol{\\lambda}$ and solving for the Lagrange multipliers $\\boldsymbol{\\lambda}$ such that position constraint equation $C(\\boldsymbol{q}) = \\boldsymbol{0}$ and momentum constraint equations $\\mathbf{D}C(\\boldsymbol{q}) \\boldsymbol{p} = \\boldsymbol{0}$ are satisfied. Finding $\\boldsymbol{\\lambda}$ such that the momentum constraints are satisfied can be done explicitly by solving a linear system in $\\mathbf{D}C(\\boldsymbol{q})\\mathbf{D}C(\\boldsymbol{q})^\\mathsf{T}$, however solving for the position constraints requires solving a non-linear system of the form $C(\\tilde{\\boldsymbol{q}} - \\mathbf{D}C(\\boldsymbol{q})^\\mathsf{T}\\boldsymbol{\\lambda}) = \\boldsymbol{0}$ in $\\boldsymbol{\\lambda}$ for which an iterative solver such as a ([quasi-](https://en.wikipedia.org/wiki/Quasi-Newton_method))[Newton method](https://en.wikipedia.org/wiki/Newton%27s_method) must be used. As for the implicit leapfrog integrator used to simulate the Riemannian-manifold Hamiltonian dynamics, the use of an iterative solver in the constrained leapfrog integrator means that we must explicitly check that both forward and time-reversed steps converge and to corresponding solutions such that the step is time-reversible, with an error being raised (and the trajectory terminated) if the the iterative solves in either forward or reversed steps fail to converge, or converge to solutions that make the step non-reversible.\n", "\n", "The resulting constrained leapfrog integrator is (subject to the additional checks) time-reversible and preserves a volume element corresponding to the reference Hausdorff measure for the lifted posterior density $\\bar{\\pi}^\\sigma$. A constrained HMC method targeting $\\bar{\\pi}^\\sigma$ can therefore be constructed by simulating the constrained Hamiltonian dynamics with potential energy function $\\bar{U}((\\boldsymbol{\\theta},\\boldsymbol{\\eta})) = -\\log\\bar{\\pi}^\\sigma(\\boldsymbol{\\theta},\\boldsymbol{\\eta})$ and accepting or rejecting the proposed move in a Metropolis correction based on the change in the Hamiltonian $\\bar{H}(\\boldsymbol{q},\\boldsymbol{p}) = \\bar{U}(\\boldsymbol{q}) + \\frac{1}{2}\\boldsymbol{p}^\\mathbf{T}\\boldsymbol{p}$. For a standard normal prior on $\\boldsymbol{\\theta}$ and using that $\\mathbf{D}C((\\boldsymbol{\\theta},\\boldsymbol{\\eta}))\\boldsymbol{D}C((\\boldsymbol{\\theta},\\boldsymbol{\\eta}))^\\mathsf{T} = \\mathbf{D}F(\\boldsymbol{\\theta})\\mathbf{D}F(\\boldsymbol{\\theta})^\\mathsf{T} + \\sigma^2 \\mathbf{I}_{d_\\mathcal{Y}}$ we have that the potential energy function is\n", "\n", "$$\\bar{U}(\\boldsymbol{q}) = \\frac{1}{2}\\boldsymbol{q}^\\mathsf{T}\\boldsymbol{q} + \\frac{1}{2} \\log\\left| \\mathbf{D}C(\\boldsymbol{q})\\boldsymbol{D}C(\\boldsymbol{q})^\\mathsf{T} \\right|$$\n", "\n", "with corresponding gradient\n", "\n", "$$\n", " \\nabla \\bar{U}(\\boldsymbol{q}) = \\boldsymbol{q} + \\mathsf{MHP}(C)(\\boldsymbol{q})\n", " \\big((\\mathbf{D}C(\\boldsymbol{q})\\boldsymbol{D}C(\\boldsymbol{q})^\\mathsf{T})^{-1}\\mathbf{D}C(\\boldsymbol{q})\\big).\n", "$$\n", "\n", "In the gradient expression the 'matrix-Hessian-product' operator $\\mathsf{MHP}$ can be defined in terms of the 'vector-Jacobian-product' $\\mathsf{VJP}$ and Jacobian $\\mathbf{D}$ operators introduced previously as $\\mathsf{MHP}(C) = \\mathsf{VJP}(\\mathbf{D}C)$.\n", "\n", "The constraint Jacobian $\\mathbf{D}C(\\boldsymbol{q})$ is required for evaluating both the potential energy (and its gradient) and in solving for the Lagrange multipliers in the constrained integrator step. The relevant Mici class in `mici.systems` for a constrained Hamiltonian system is `DenseConstrainedEuclideanMetricSystem` corresponding to a constrained Euclidean metric system with dense constraint Jacobian. To avoid redundantly recalculating the constraint Jacobian, this class accepts a keyword argument `dens_wrt_hausdorff` which when set to `False` allows the `neg_log_dens` argument (and corresponding gradient `grad_neg_log_dens`) to be set to the negative logarithm of the prior density term on $\\boldsymbol{q}$, with the additional log-determinant term in the potential energy $\\bar{U}$ to correct for the change of reference measure from the Lebesgue measure to the Hausdorff measure being automatically added using a Jacobian calculated using the separately specified constraint Jacobian function `jacob_constr`. As well an argument `constr` specifying the constraint function itself, the system class additionally takes a `mhp_constr` argument corresponding to the 'matrix-Hessian-product' operator described above applied to the constraint function, to allow calculation of the gradient of the log-determinant term. Functions to compute all these quantities are constructed below using SymNum.\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "@numpify(dim_θ + dim_y)\n", "def neg_log_prior_dens(q):\n", " return snp.sum(q**2) / 2\n", "\n", "\n", "grad_neg_log_prior_dens = grad(neg_log_prior_dens)\n", "\n", "\n", "@numpify(dim_θ + dim_y, None, None)\n", "def constr(q, σ, y):\n", " θ, η = q[:dim_θ], q[dim_θ:]\n", " return forward_func(θ) + σ * η - y\n", "\n", "\n", "jacob_constr = jacobian(constr, return_aux=True)\n", "mhp_constr = matrix_hessian_product(constr, return_aux=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now in a position to repeat the visualisation of simulated proposals for different noise standard deviations $\\sigma$ and integrator step sizes $\\epsilon$ created earlier for the standard HMC and Riemannian-manifold HMC methods, for the constrained HMC method on the lifted distribution. The function below constructs an instance of the `DenseConstrainedEuclideanMetricSystem` class using the functions just constructed (with the values of $\\sigma$ and $y$ fixed using the `partial` operator) and also constructs a `ConstrainedLeapfrogIntegrator` instance from the `mici.integrators` module, corresponding to the Mici implementation of the constrained leapfrog integrator described above. Here we use a full Newton method (rather than the symmetric quasi-Newton method described in the paper) to solve for the Lagrange multipliers to satisfy the position constraints. This requires reevaluating the constraint Jacobian inside the solver iteration and so can be inefficient for models in which the constraint Jacobian costs significantly more to evaluate than the constraint function. However, for our toy model, both constraint function and Jacobian have a similar evaluation cost, so the improved convergence rate of the Newton method wins out. To initialise the chains we need to find an initial set of points $\\boldsymbol{q} \\in \\mathcal{M}^\\sigma$. Here we use the that $(\\boldsymbol{\\theta}, (\\boldsymbol{y}-F(\\boldsymbol{\\theta}))/ \\sigma)$ is a point in $\\mathcal{M}^\\sigma$ for any choice of $\\boldsymbol{\\theta}$, choosing the $\\boldsymbol{\\theta}$ values on the limiting manifold $\\mathcal{S}$ as previously." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba998b43f74240328a85326bbf47fbdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Plot type', index=1, options=('Interactive', 'Static'), value='Static')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_chmc_proposals(σ=0.1, ϵ=0.1, y=1, n_step=20, n_particle=4, ax=None):\n", " system = mici.systems.DenseConstrainedEuclideanMetricSystem(\n", " neg_log_dens=neg_log_prior_dens,\n", " grad_neg_log_dens=grad_neg_log_prior_dens,\n", " dens_wrt_hausdorff=False,\n", " constr=partial(constr, σ=σ, y=y),\n", " jacob_constr=partial(jacob_constr, σ=σ, y=y),\n", " mhp_constr=partial(mhp_constr, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.ConstrainedLeapfrogIntegrator(\n", " system,\n", " step_size=ϵ,\n", " projection_solver=mici.solvers.solve_projection_onto_manifold_newton,\n", " )\n", " states = [\n", " mici.states.ChainState(\n", " pos=np.concatenate([θ, (y - forward_func(θ)) / σ]), mom=None, dir=1\n", " )\n", " for θ in np.concatenate(solve_for_limiting_manifold(y, n_particle))\n", " ]\n", " rng = np.random.default_rng(seed)\n", " fig, ax = plot_posterior_density(σ, y, ax)\n", " for state in states:\n", " plot_trajectory(ax, *simulate_proposal(state, system, integrator, rng, n_step))\n", "\n", "\n", "interact_or_grid(\n", " plot_chmc_proposals,\n", " σ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " ϵ=[(0.02, 1.0, 0.02), (0.5, 0.1, 0.02)],\n", " y=[(-0.1, 2.0), y],\n", " n_step=[(10, 100, 10), 10],\n", " n_particle=[(4, 10, 2), 4],\n", " grid_params=(\"ε\", \"σ\"),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with the Riemannian-manifold HMC trajectory proposals, the trajectories here show the desirable behaviour of mainly moving tangentially around the limiting manifold without the high frequency oscillation in directions normal to the limiting manifold seen for the (Euclidean) HMC proposals. In fact as explained in Appendix A in the paper, the projection on the $\\Theta$ space of the continuous time dynamic being simulated in the constrained HMC method is exactly equivalent to the Riemannian-manifold dynamic with Fisher information based metric discussed above. However unlike the Riemannian-manifold HMC case, here we do not see an increased number of rejected proposals as $\\sigma$ is made smaller for a fixed integrator step size $\\epsilon$, with most proposals being accepted irrespective of the value of $\\sigma$ providing $\\epsilon$ is below some upper bound. This suggests we do not need to take smaller steps and so expend a greater computational effort to move a certain distance in the latent space as $\\sigma$ becomes smaller for this approach of applying constrained HMC to the lifted distribution.\n", "\n", "We can see this pattern even more clearly by performing a grid search over a logarithmically spaced range of $\\sigma$ and $\\epsilon$ values and computing the average acceptance probability for short constrained HMC chains running on the lifted distribution. As for the equivalent Riemannian-manifold HMC experiment, as well as recording the average acceptance probability for the chains we also record the proportion of proposals rejected due to convergence errors in the iterative solves of the projection steps. We use the same settings of running 4 chains of 20 samples with 20 integrator steps per proposal for each $\\sigma$ and $\\epsilon$ pair as for the Euclidean HMC experiments (compared to the 10 samples per chain and 10 integrator steps per proposal for Riemannian-manifold HMC), and run the 4 chains in parallel. Although the run-time for the experiments is longer than for the Euclidean HMC chains, it remains similar to the run-time of the Riemannian-manifold chains despite the use of twice as many chain samples and steps per proposal, with both methods using integrators in which iterative methods are used to solve non-linear equations. This can be explained by the improved convergence rate of the Newton method solver used in the constrained leapfrog integrator compared to the simple fixed point iteration in the implicit leapfrog integrator, and the requirement to perform just one iterative solve per step for the constrained leapfrog integrator compared to two for the implicit leapfrog integrator." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chmc_av_accept_probs, chmc_prop_conv_error = np.full(\n", " (2, σ_grid.shape[0], ϵ_grid.shape[0]), np.nan\n", ")\n", "\n", "with mici.progressbars.SequenceProgressBar(\n", " list(enumerate(product(σ_grid, ϵ_grid))), \"Completed\"\n", ") as pb:\n", " for (i, (σ, ϵ)), _ in pb:\n", " q_inits = [np.concatenate([θ, (y - forward_func(θ)) / σ]) for θ in θ_inits]\n", " system = mici.systems.DenseConstrainedEuclideanMetricSystem(\n", " neg_log_dens=neg_log_prior_dens,\n", " grad_neg_log_dens=grad_neg_log_prior_dens,\n", " dens_wrt_hausdorff=False,\n", " constr=partial(constr, σ=σ, y=y),\n", " jacob_constr=partial(jacob_constr, σ=σ, y=y),\n", " mhp_constr=partial(mhp_constr, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.ConstrainedLeapfrogIntegrator(\n", " system,\n", " step_size=ϵ,\n", " projection_solver=mici.solvers.solve_projection_onto_manifold_newton,\n", " )\n", " sampler = mici.samplers.StaticMetropolisHMC(\n", " system, integrator, rng, n_step=n_step\n", " )\n", " _, _, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_sample,\n", " init_states=q_inits,\n", " n_process=n_chain,\n", " display_progress=False,\n", " )\n", " chmc_av_accept_probs.flat[i] = np.concatenate(\n", " [a for a in stats[\"accept_stat\"]]\n", " ).mean()\n", " chmc_prop_conv_error.flat[i] = np.concatenate(\n", " [a for a in stats[\"convergence_error\"]]\n", " ).mean()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "_ = plot_statistic_heatmap(\n", " σ_grid,\n", " ϵ_grid,\n", " chmc_av_accept_probs,\n", " ax=axes[0],\n", " title=\"Av. acceptance probability (C-HMC)\",\n", " colorbar=False,\n", ")\n", "_ = plot_statistic_heatmap(\n", " σ_grid,\n", " ϵ_grid,\n", " chmc_prop_conv_error,\n", " ax=axes[1],\n", " title=\"Prop. convergence errors (C-HMC)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that as suggested by the trajectory visualisations above, the constrained HMC method maintains a high acceptance rate providing the step size $\\epsilon$ is below some upper bound **which is independent of the value of the noise standard deviation $\\sigma$**. Above an integrator step size $\\epsilon$ of around 0.1 we start to see an increasing number of rejections due to convergence errors in the Newton method used to solve the non-linear system of equations to project points back on to the manifold in the constrained integrator. This suggests the integrator step size is limited here by the curvature of the manifold $\\mathcal{M}^\\sigma$. The local linear approximation made for the unconstrained step before projecting back on to the manifold becomes poorer as the step size is increased for curved manifolds, with the Newton solver becoming increasingly unlikely to be able to successfully project back on the manifold beyond a certain step size. We saw previously in our toy running example the variation in curvature across the high probability regions on the manifold $\\mathcal{M}^\\sigma$ decreases as $\\sigma \\to 0$ and it tends to a product manifold $\\mathcal{S} \\times \\mathcal{Y}$, thus $\\sigma$ becoming smaller does not adversely effect this limit on the step size.\n", "\n", "Importantly these results suggest that for sufficiently small $\\sigma$ the sampling performance of our proposed constrained HMC approach will dominate over that of standard (Euclidean) or Riemannian-manifold HMC, as the constrained HMC method will be able to take fewer larger steps to move a given distance in the latent space and so less computational effort will be needed to produce a certain effective sample size. In the final section below we verify this claim.\n", "\n", "## Sampling efficiency comparison\n", "\n", "Up to till now we have only considered the average acceptance probability as a proxy metric of sampling performance, however in reality we are more interested in the accuracy of the Monte Carlo estimates of posterior expectations we can compute for a given computational expenditure. Below we run longer chains for each of Euclidean HMC, Riemannian-manifold HMC and constrained HMC on the lifted target distribution, for a fixed values $\\sigma = 0.02$ and $y = 1$, and for each use [ArviZ](https://arviz-devs.github.io/arviz/) to compute [an estimate of the $\\hat{R}$ convergence diagnostic and the estimated effective sample size](https://avehtari.github.io/rhat_ess/rhat_ess.html) normalised by the chain run time. We also plot traces of the chains to visualise more directly how well they explore the region of high posterior density. \n", "\n", "Rather than use a predetermined fixed number of integrator steps in each proposal, we use a dynamic integration time HMC implementation which iteratively expands the simulated trajectory (both forwards and backwards in time) until a heuristic criterion indicates the trajectory has 'U-turned' and further expansion will not increase the distance move in the latent space. The `DynamicSliceHMC` and `DynamicMultinomialHMC` sampler classes in the `mici.samplers` module implement such dynamic integration time HMC algorithms, with the former corresponding to the original 'no U-turn sampler' (NUTS) method [(Hoffman and Gelman, 2014)](http://jmlr.org//papers/v15/hoffman14a.html) and the latter a more efficient variant [(Betancourt, 2017)](https://arxiv.org/abs/1701.02434) currently used as the default sampler in the probabilistic programming framework [Stan](https://mc-stan.org/)." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "σ = 0.02\n", "y = 1.0\n", "\n", "\n", "def plot_traces(traces, σ, y):\n", " n_chain = len(traces[\"pos\"])\n", " fig, axes = plt.subplots(2, n_chain // 2, figsize=(12, 6 * n_chain // 2))\n", " for i, (pos_trace, ax) in enumerate(zip(traces[\"pos\"], axes.flat)):\n", " _ = plot_posterior_density(σ=σ, y=y, ax=ax)\n", " ax.set_title(f\"Chain {i + 1}\")\n", " ax.plot(*pos_trace.T[:dim_θ], \".\", ms=1, color=f\"C1\")\n", " return fig, axes\n", "\n", "\n", "def print_rhat_and_time_normalised_ess(traces, run_time):\n", " r_hat = arviz.rhat(traces).pos\n", " n_effective_samples = arviz.ess(traces).pos\n", " for i in range(dim_θ):\n", " ess_per_run_time = float(n_effective_samples[i]) / run_time\n", " print(\n", " f\"θ[{i}]: estimated R̂ = {float(r_hat[i]):#.3g} and \"\n", " f\"effective samples per run time = {ess_per_run_time:#.3g} s⁻¹\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Euclidean Hamiltonian Monte Carlo\n", "\n", "For the standard Euclidean HMC algorithm we run four chains of 1000 iterations and use a step size of $\\epsilon = 0.1 \\sigma$. Though step sizes larger than this still give reasonable acceptance probabilities we find that at larger step sizes the chains will typically remained confined to one portion of the loop of high posterior density, with the leapfrog integrator unable to successfully traverse through the narrow 'vertical' sections of the loop, with the integrator typically becoming unstable and diverging in these regions. " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "Chain 4/4: 100%|██████████|1000/1000 [01:28<00:00, 11.26it/s, accept_stat=0.993, diverging=0.00]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "θ[0]: estimated R̂ = 1.00 and effective samples per run time = 6.36 s⁻¹\n", "θ[1]: estimated R̂ = 1.02 and effective samples per run time = 2.63 s⁻¹\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sample_hmc_chains(σ, y, ϵ, n_chain, n_iter):\n", " system = mici.systems.EuclideanMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_and_val_neg_log_posterior_dens, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.LeapfrogIntegrator(system, step_size=ϵ)\n", " sampler = mici.samplers.DynamicMultinomialHMC(system, integrator, rng)\n", " θ_inits = np.concatenate(solve_for_limiting_manifold(y, n_chain))\n", " start_time = time.time()\n", " final_states, traces, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_iter,\n", " init_states=θ_inits,\n", " n_process=n_chain,\n", " monitor_stats=[\"accept_stat\", \"diverging\"],\n", " )\n", " run_time = time.time() - start_time\n", " return traces, run_time\n", "\n", "\n", "hmc_traces, hmc_run_time = sample_hmc_chains(σ, y, 0.1 * σ, n_chain, 1000)\n", "print_rhat_and_time_normalised_ess(hmc_traces, hmc_run_time)\n", "fig, axes = plot_traces(hmc_traces, σ, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Riemannian-manifold Hamiltonian Monte Carlo\n", "\n", "Due to the high computational cost of running the Riemannian-manifold HMC method we only run short chains of 500 iterations here. We use an integrator step size $\\epsilon = 0.3 \\sigma$ with larger values typically leading to a large proportion of proposals being rejected due to a convergence error in the fixed point iterations. " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" ], "text/plain": [ "Sampling stage: Main non-adaptive [02:30]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " 500/500 [01:44<00:00, 4.77it/s, accept_stat=0.596, convergence_error=0.368]\n", "
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\n", " 500/500 [01:59<00:00, 4.20it/s, accept_stat=0.519, convergence_error=0.438]\n", "
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\n", " 500/500 [02:30<00:00, 3.33it/s, accept_stat=0.725, convergence_error=0.264]\n", "
\n", "
\n", " " ], "text/plain": [ "Chain 4/4: 100%|██████████|500/500 [02:30<00:00, 3.33it/s, accept_stat=0.725, convergence_error=0.264]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "θ[0]: estimated R̂ = 2.31 and effective samples per run time = 0.0335 s⁻¹\n", "θ[1]: estimated R̂ = 2.41 and effective samples per run time = 0.0330 s⁻¹\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sample_rmhmc_chains(σ, y, ϵ, n_chain, n_iter):\n", " system = mici.systems.DenseRiemannianMetricSystem(\n", " neg_log_dens=partial(neg_log_posterior_dens, σ=σ, y=y),\n", " grad_neg_log_dens=partial(grad_neg_log_posterior_dens, σ=σ, y=y),\n", " metric_func=partial(metric, σ=σ),\n", " vjp_metric_func=partial(vjp_metric, σ=σ),\n", " )\n", " integrator = mici.integrators.ImplicitLeapfrogIntegrator(system, step_size=ϵ)\n", " sampler = mici.samplers.DynamicMultinomialHMC(system, integrator, rng)\n", " θ_inits = np.concatenate(solve_for_limiting_manifold(y, n_chain))\n", " start_time = time.time()\n", " final_states, traces, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_iter,\n", " init_states=θ_inits,\n", " n_process=n_chain,\n", " monitor_stats=[\"accept_stat\", \"convergence_error\"],\n", " )\n", " run_time = time.time() - start_time\n", " return traces, run_time\n", "\n", "\n", "rmhmc_traces, rmhmc_run_time = sample_rmhmc_chains(σ, y, 0.3 * σ, n_chain, 500)\n", "print_rhat_and_time_normalised_ess(rmhmc_traces, rmhmc_run_time)\n", "fig, axes = plot_traces(rmhmc_traces, σ, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constrained Hamiltonian Monte Carlo on lifted on distribution\n", "\n", "For the constrained HMC method we run four chains of 1000 iterations using a step size of $\\epsilon = 0.1$ which was previously found to give reasonable acceptance rates for all $\\sigma$." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", "
\n", " " ], "text/plain": [ "Chain 4/4: 100%|██████████|1000/1000 [00:57<00:00, 17.43it/s, accept_stat=0.995, convergence_error=0.00]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "θ[0]: estimated R̂ = 1.00 and effective samples per run time = 54.9 s⁻¹\n", "θ[1]: estimated R̂ = 1.02 and effective samples per run time = 7.36 s⁻¹\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sample_chmc_chains(σ, y, ϵ, n_chain, n_iter):\n", " system = mici.systems.DenseConstrainedEuclideanMetricSystem(\n", " neg_log_dens=neg_log_prior_dens,\n", " grad_neg_log_dens=grad_neg_log_prior_dens,\n", " dens_wrt_hausdorff=False,\n", " constr=partial(constr, σ=σ, y=y),\n", " jacob_constr=partial(jacob_constr, σ=σ, y=y),\n", " mhp_constr=partial(mhp_constr, σ=σ, y=y),\n", " )\n", " integrator = mici.integrators.ConstrainedLeapfrogIntegrator(\n", " system,\n", " step_size=ϵ,\n", " projection_solver=mici.solvers.solve_projection_onto_manifold_newton,\n", " )\n", " sampler = mici.samplers.DynamicMultinomialHMC(system, integrator, rng)\n", " q_inits = [\n", " np.concatenate([θ, (y - forward_func(θ)) / σ])\n", " for θ in np.concatenate(solve_for_limiting_manifold(y, n_chain))\n", " ]\n", " start_time = time.time()\n", " final_states, traces, stats = sampler.sample_chains(\n", " n_warm_up_iter=0,\n", " n_main_iter=n_iter,\n", " init_states=q_inits,\n", " n_process=n_chain,\n", " monitor_stats=[\"accept_stat\", \"convergence_error\"],\n", " )\n", " run_time = time.time() - start_time\n", " return traces, run_time\n", "\n", "\n", "chmc_traces, chmc_run_time = sample_chmc_chains(σ, y, 0.1, n_chain, 1000)\n", "print_rhat_and_time_normalised_ess(chmc_traces, chmc_run_time)\n", "fig, axes = plot_traces(chmc_traces, σ, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "From both the trace plots and $\\hat{R}$ convergence diagnostic values (for which values more than one indicate poorly converged chains) we see that despite having the longest run time by far the Riemannian-manifold chains have not yet converged to stationarity, with each chain having explored only a small portion of the region of high posterior probability. Both the Euclidean and constrained HMC chains appear to have mixed better, however we see from the time normalised effective sample size estimates that the constrained HMC method is the more computationally efficient, despite the much higher cost of the constrained leapfrog integrator. While the relative performances of the Euclidean and Riemannian-manifold HMC methods would improve for larger $\\sigma$ our interest is not in performance at a particular $\\sigma$ but rather in illustrating that the proposed constrained HMC approach remains efficient for small $\\sigma$ unlike the other two HMC methods and so will always eventually dominate in sampling efficiency for small enough $\\sigma$.\n", "\n", "In the paper we provide additional experimental results illustrating that similar efficiency gains are also seen in more realistic inference problems: inferring the parameters of an ODE model given noisy observations of at a sequence of time points and a partial differential equation Bayesian inverse problem where the task is to infer a coefficient field give noisy observations of the solution field at a set of points. In both cases we see that while in existing MCMC methods such as HMC the sampling efficiency decreases as the observation noise becomes smaller and the observations more informative, the proposed constrained HMC approach remains efficient.\n", "\n", "## References\n", "\n", " 1. Au, K. X., Graham, M. M., & Thiery, A. H. (2023). Manifold lifting: scaling Markov chain Monte Carlo to the vanishing noise regime. Journal of the Royal Society: Series B (Statistical Methodology), 85(3), 757-782.\n", " 2. Betancourt, M. (2017). A conceptual introduction to Hamiltonian Monte Carlo. arXiv preprint arXiv:1701.02434.\n", " 3. Duane, S., Kennedy, A. D., Pendleton, B. J., & Roweth, D. (1987). Hybrid Monte Carlo. Physics letters B, 195(2), 216-222.\n", " 4. Girolami, M., & Calderhead, B. (2011). Riemann manifold Langevin and Hamiltonian Monte Carlo methods. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 73(2), 123-214.\n", " 5. Hoffman, M. D., & Gelman, A. (2014). The No-U-Turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Research, 15(1), 1593-1623.\n", " 6. Lelièvre, T., Rousset, M., & Stoltz, G. (2019). Hybrid Monte Carlo methods for sampling probability measures on submanifolds. Numerische Mathematik, 143(2), 379-421.\n", " 7. Vehtari, A., Gelman, A., Simpson, D., Carpenter, B., & Bürkner, P. C. (2019). Rank-normalization, folding, and localization: An improved $\\widehat{R}$ for assessing convergence of MCMC. arXiv preprint arXiv:1903.08008.\n", " " ] } ], "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": "3.11.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "79308612dd7c436c99e64c28d603976a": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "822c2897cf2f41e1b81b8273c89438f6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "ba998b43f74240328a85326bbf47fbdf": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "DropdownModel", "state": { "_options_labels": [ "Interactive", "Static" ], "description": "Plot type", "index": 1, "layout": "IPY_MODEL_79308612dd7c436c99e64c28d603976a", "style": "IPY_MODEL_822c2897cf2f41e1b81b8273c89438f6" } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }