{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MCMC parameter inference using backward filtering, forward guiding\n", "\n", "A question we left in the last notebook is to infer the unknown parameter `sigma` in the LDDMM model. Generally, parameter inference on the tree is one of the crucial tasks in phylogenetics, which is usually done by Markov chain Monte Carlo (MCMC). However, the execution of MCMC requires to run the updates across the whole tree for many times, which can be extremely time costly if the operation is not well optimized. With the help of _Hyperiax_, you will no longer need to spend energy on how to optimize your operation for the entire tree, instead, just need to consider a single children-parent pair. This will enable you to concentrate on the required operation itself, and _Hyperiax_ will take care of the rest.\n", "\n", "In this notebook, we will show how to do parameter inference for trees with Gaussian transitions along edges and observations at the leaf nodes. The conditioning and upwards/downwards message passing and fusing operations follow the backward filtering, forward guiding approach of Frank van der Meulen, Moritz Schauer et al., see https://arxiv.org/abs/2010.03509 and https://arxiv.org/abs/2203.04155 . The latter reference provides an accesible introduction to the scheme and the notation used in this examples.\n", "\n", "**Content of the notebook**\n", "\n", "* Sample the tree downwards with Gaussian transitions and node-dependent covariances\n", "\n", "* Estimate the tree upwards conditioning on the leaf observations\n", "\n", "* Infer the variance of leaf nodes using MCMC" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from hyperiax.tree.topology import symmetric_topology\n", "from hyperiax.tree import HypTree\n", "from hyperiax.models import UpLambdaReducer, DownLambda\n", "from hyperiax.execution import OrderedExecutor\n", "from hyperiax.mcmc import ParameterStore, VarianceParameter\n", "from hyperiax.mcmc.metropolis_hastings import metropolis_hastings\n", "from hyperiax.mcmc.plotting import trace_plots\n", "from hyperiax.plotting import plot_tree_text, plot_tree_2d_scatter\n", "\n", "import jax\n", "from jax import numpy as jnp\n", "from jax.random import PRNGKey, split\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "key = PRNGKey(42)\n", "jnp.set_printoptions(precision=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build a Gaussian tree with constant node-dependent covariances\n", "\n", "**Simulate the tree downwards with unconditional transition**\n", "\n", "As usual, we first build a tree as our study case. We shall use a symmetric tree with `height=2` and `degree=10`, and the data stored in nodes is vectors in $\\mathbb{R}^2$, with the root initialized as $(0, 0)$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " None\n", " ┌─────────────────────────────────────────────────┬─────────────────────────────────────────────────┬─────────────────────────────────────────────────┬─────────────────────────────────────────────────┬────────────────────────┴────────────────────────┬─────────────────────────────────────────────────┬─────────────────────────────────────────────────┬─────────────────────────────────────────────────┬─────────────────────────────────────────────────┐\n", " None None None None None None None None None None \n", " ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ ┌────┬────┬────┬────┬─┴──┬────┬────┬────┬────┐ \n", "None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None\n", "HypTree(size=111, levels=3, leaves=100, inner nodes=10)\n" ] } ], "source": [ "# create topology and tree\n", "topology = symmetric_topology(height=2, degree=10)\n", "plot_tree_text(topology)\n", "tree = HypTree(topology)\n", "print(tree)\n", "\n", "# add properties to tree\n", "tree.add_property('edge_length', shape=())\n", "# data dimension\n", "d = 2\n", "tree.add_property('value', shape=(d,))\n", "tree.add_property('noise', shape=(d,))\n", "\n", "# set edge lengths on all nodes\n", "tree.data['edge_length'] = jnp.ones_like(tree.data['edge_length'])\n", "\n", "# root value\n", "root = jnp.zeros(d)\n", "tree.data['value'] = tree.data['value'].at[0].set(root)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then define parameters for the tree. All the parameters of the tree should be packed into `ParameterStore()` in `dict`. Here we define two parameters: `variance` $\\sigma$ and `obs_var` $\\sigma_{obs}$: $\\sigma$ determines the variance of the Gaussian transition kernel within the unit edge length, since we model the dynamics from the parent to children as Gaussian, that is, if we denote the parent and child as $p$ and $c$ individually, then $c\\sim\\mathcal{N}(p, \\sigma\\cdot l\\cdot\\mathbf{I})$, and $l$ is the edge length between $c$ and $p$; $\\sigma_{obs}$, however, specify the variance of the `noise` store in each node. The final value of $c$ is integrated by these two random distributions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# parameters, variance and observation noise\n", "params = ParameterStore({\n", " 'variance': VarianceParameter(.5), # variance of the Gaussian transition kernel \n", " 'obs_var': VarianceParameter(.01) # observation noise variance\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now follows the down transitions. At first, we define the unconditional transitions, which are just **Gaussian** samples, and implemented as `down_unconditional`. The covariance is the identity in $\\mathbb{R}^d$ times the variance parameter $\\sigma$ times edge lengths $l$, then the `noise` exists in the node is counted afterwards." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# batched version of down_unconditional. The b index refers to the batch, the first axis of W. Alternatively, jax.vmap can be used to vectorize the function, see the down_conditional function below as an example\n", "@jax.jit\n", "def down_unconditional(noise, edge_length, parent_value, params, **args):\n", " var = params['variance'] * edge_length # total edge variance\n", " return {'value': parent_value + jnp.einsum('b,ij,bj->bi', jnp.sqrt(var), jnp.eye(d), noise)}\n", "\n", "downmodel_unconditional = DownLambda(down_fn=down_unconditional)\n", "down_unconditional = OrderedExecutor(downmodel_unconditional)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now draw noise and perform a downwards pass. This gives values at all nodes of the tree. **Note that observation `noise` is not added to the leaves yet**. We need to pass the set parameter `param` into the executor as the additional argument by `params.values()`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# sample new noise, used to compute the sampling by the Gaussian transitions.\n", "def update_noise(tree,key): \n", " tree.data['noise'] = jax.random.normal(key, shape=tree.data['noise'].shape)\n", "\n", "subkey, key = split(key)\n", "update_noise(tree, subkey)\n", "down_unconditional.down(tree, params.values())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we add observation noise to leaves, and we can use `tree.is_leaf` to identify the leaves." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "key, subkey = split(key)\n", "leaf_values = tree.data['value'][tree.is_leaf] \\\n", " + jnp.sqrt(params['obs_var'].value) * jax.random.normal(subkey, tree.data['value'][tree.is_leaf].shape)\n", "tree.data['value'] = tree.data['value'].at[tree.is_leaf].set(leaf_values)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Sampled tree with leaf noise')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the generated tree\n", "plot_tree_2d_scatter(tree, 'value')\n", "plt.gca().set_title('Sampled tree with leaf noise')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Estimate inner nodes conditioning on the observations of leaves**\n", "\n", "We now define the backwards filter through the `up` function. By executing `up` function layer by layer from the bottom leaves to the top root, the information of leaves (in this case, the parameters of the distribution that leaves follow) has been passed along the tree up to the root. The Gaussian are parametrized in the $(c,F,H)$ format make the `fuse` just a sum of the results of the `up` operation, and the information carried is $(F, H)$. See https://arxiv.org/abs/2203.04155 for details." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# backwards filter\n", "@jax.jit\n", "def up(noise, edge_length, F_T, H_T, params, **args):\n", " \n", " def f(noise, edge_length, F_T, H_T):\n", " T = edge_length # edge length, we here used T using the analogy to the continuous case where T denotes the evaluation time of a Brownian motion\n", " var = T * params['variance'] # total edge variance\n", " covar = var * jnp.eye(d) # covariance matrix\n", "\n", " Sigma_T = jnp.linalg.inv(H_T)\n", " v_T = Sigma_T @ F_T\n", " \n", " invPhi_0 = (jnp.eye(d) + H_T * covar)\n", " Sigma_0 = Sigma_T @ invPhi_0 # = Sigma_T+covar\n", " H_0 = jnp.linalg.inv(Sigma_0)\n", " F_0 = jnp.linalg.solve(invPhi_0, F_T)\n", " #v_0 = Sigma_0@F_0\n", " #c_0 = -jnp.real(jax.scipy.stats.multivariate_normal.logpdf(v_0,jnp.zeros(d),Sigma_0))\n", " \n", " return {'F_0': F_0, 'H_0': H_0}\n", " \n", " return jax.vmap(f)(noise, edge_length, F_T, H_T)\n", "\n", "def transform(child_F_0, child_H_0, **args):\n", " return {'F_T': child_F_0, \n", " 'H_T': child_H_0}\n", "\n", "upmodel = UpLambdaReducer(up, transform,\n", " reductions={\n", " 'F_0': 'sum',\n", " 'H_0': 'sum',\n", " }\n", " )\n", "up = OrderedExecutor(upmodel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We initialize the tree for up by computing the $(c,F,H)$-values at the leaves." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# initialize tree for up\n", "tree.add_property('F_0', shape=(d,))\n", "tree.add_property('H_0', shape=(d, d)) \n", "tree.add_property('F_T', shape=(d,))\n", "tree.add_property('H_T', shape=(d, d))\n", "\n", "def init_up(leaf_values,params):\n", " tree.data['value'] = tree.data['value'].at[tree.is_leaf].set(leaf_values)\n", " tree.data['H_T'] = tree.data['H_T'].at[tree.is_leaf].set((jnp.eye(d) / params['obs_var'].value)[None, :, :])\n", " tree.data['F_T'] = tree.data['F_T'].at[tree.is_leaf].set(jnp.einsum('bij,bj->bi', tree.data['H_T'][tree.is_leaf], leaf_values))\n", " # Sigma = params['obs_var'].value * jnp.eye(d)\n", " #tree.data['c_T'] = tree.data['c_T'].at[tree.is_leaf].set(-jax.vmap(lambda v: jnp.real(jax.scipy.stats.multivariate_normal.logpdf(v,jnp.zeros(d),Sigma)))(leaf_values))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose the information from the leaves has been passed to the root by `up`, we can now define the conditional downwards pass `down_conditional`, i.e. the forwards guiding, that runs downwards again. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "@jax.jit\n", "def down_conditional(noise, edge_length, F_T, H_T, parent_value, params, **args):\n", " \n", " def f(noise, edge_length, F_T, H_T, parent_value):\n", " T = edge_length # edge length \n", " x = parent_value\n", " var = T*params['variance'] # total edge variance\n", " covar = var * jnp.eye(d) # covariance matrix\n", "\n", " invSigma = jnp.linalg.inv(covar)\n", " H = H_T + invSigma\n", " mu = jnp.linalg.solve(H, F_T + invSigma @ x)\n", " return {'value': mu + jnp.linalg.solve(jnp.real(jax.scipy.linalg.sqrtm(H)), noise)}\n", "\n", " return jax.vmap(f)(noise, edge_length, F_T, H_T, parent_value)\n", "\n", "downmodel_conditional = DownLambda(down_fn=down_conditional)\n", "down_conditional = OrderedExecutor(downmodel_conditional)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We make an upwards pass and a downwards conditional sampling to test. Subsequently, we time the three operations (unconditional down, conditional down, and up)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 38 μs, sys: 1 μs, total: 39 μs\n", "Wall time: 42.2 μs\n", "CPU times: user 305 μs, sys: 77 μs, total: 382 μs\n", "Wall time: 219 μs\n", "CPU times: user 75 μs, sys: 23 μs, total: 98 μs\n", "Wall time: 100 μs\n" ] } ], "source": [ "# backwards filter and forwards guiding\n", "init_up(leaf_values, params)\n", "up.up(tree, params.values()) # backwards filter\n", "down_conditional.down(tree, params.values()) # forwards guiding\n", "\n", "# time the operations\n", "subkey, key = split(key)\n", "update_noise(tree, subkey)\n", "down_unconditional.down(tree, params.values())\n", "%time down_unconditional.down(tree, params.values())\n", "%time down_conditional.down(tree, params.values())\n", "%time up.up(tree, params.values())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We test the setup by sampling a number of trees and computing mean and covariance of the leaf data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean:\n", "root conditional mean vs. sample mean: \n", " [0.042 0.038] \n", " [0.042 0.038]\n", "Covariance:\n", "root conditional cov. vs. sample cov: \n", " [[0.055 0. ]\n", " [0. 0.055]] \n", " [[1.296 0.301]\n", " [0.301 1.081]]\n" ] } ], "source": [ "# do statistics on the leaf values\n", "F = tree.data['F_T'][0]; H = tree.data['H_T'][0]\n", "print(\"Mean:\")\n", "print(f\"root conditional mean vs. sample mean: \\n {jnp.linalg.solve(H,F)} \\n {jnp.mean(leaf_values,0)}\")\n", "print(\"Covariance:\")\n", "print(f\"root conditional cov. vs. sample cov: \\n {jnp.linalg.inv(H)} \\n {jnp.cov(leaf_values.T)}\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 500/500 [00:00<00:00, 834.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "First 10 leaves: \n", "Leaf 0:\n", "mean:\n", " [-0.039 0.041]\n", "cov:\n", " [[ 0.971 -0.032]\n", " [-0.032 1.124]]\n", "mean conditional:\n", " [ 0.003 -1.705]\n", "sample:\n", " [ 0.017 -1.714]\n", "cov conditional:\n", " [[ 0.009 -0. ]\n", " [-0. 0.01 ]]\n", "mean w/ noise:\n", " [-0.035 0.038]\n", "cov w/ noise:\n", " [[ 0.975 -0.033]\n", " [-0.033 1.138]]\n", "----------------------------------------\n", "Leaf 1:\n", "mean:\n", " [-0.008 0.05 ]\n", "cov:\n", " [[1.003 0.075]\n", " [0.075 1.072]]\n", "mean conditional:\n", " [-2.367 -1.418]\n", "sample:\n", " [-2.411 -1.428]\n", "cov conditional:\n", " [[ 0.009 -0. ]\n", " [-0. 0.01 ]]\n", "mean w/ noise:\n", " [-0.007 0.048]\n", "cov w/ noise:\n", " [[1.009 0.074]\n", " [0.074 1.087]]\n", "----------------------------------------\n", "Leaf 2:\n", "mean:\n", " [-0.043 0.007]\n", "cov:\n", " [[0.939 0.014]\n", " [0.014 0.959]]\n", "mean conditional:\n", " [-0.143 -0.818]\n", "sample:\n", " [-0.137 -0.817]\n", "cov conditional:\n", " [[ 0.01 -0. ]\n", " [-0. 0.011]]\n", "mean w/ noise:\n", " [-0.045 0.004]\n", "cov w/ noise:\n", " [[0.943 0.011]\n", " [0.011 0.967]]\n", "----------------------------------------\n", "Leaf 3:\n", "mean:\n", " [-0.004 0.086]\n", "cov:\n", " [[ 0.993 -0.081]\n", " [-0.081 1.056]]\n", "mean conditional:\n", " [-1.327 -1.459]\n", "sample:\n", " [-1.348 -1.466]\n", "cov conditional:\n", " [[ 0.01 -0.001]\n", " [-0.001 0.01 ]]\n", "mean w/ noise:\n", " [-0.005 0.09 ]\n", "cov w/ noise:\n", " [[ 1.007 -0.087]\n", " [-0.087 1.054]]\n", "----------------------------------------\n", "Leaf 4:\n", "mean:\n", " [0.013 0.022]\n", "cov:\n", " [[ 1.058 -0.009]\n", " [-0.009 1.018]]\n", "mean conditional:\n", " [-0.677 -0.88 ]\n", "sample:\n", " [-0.681 -0.879]\n", "cov conditional:\n", " [[1.014e-02 5.508e-05]\n", " [5.508e-05 9.305e-03]]\n", "mean w/ noise:\n", " [0.01 0.018]\n", "cov w/ noise:\n", " [[ 1.07 -0.006]\n", " [-0.006 1.028]]\n", "----------------------------------------\n", "Leaf 5:\n", "mean:\n", " [ 0.007 -0.057]\n", "cov:\n", " [[ 1.118 -0.045]\n", " [-0.045 1.082]]\n", "mean conditional:\n", " [-0.718 -1.781]\n", "sample:\n", " [-0.727 -1.791]\n", "cov conditional:\n", " [[ 0.011 -0.001]\n", " [-0.001 0.01 ]]\n", "mean w/ noise:\n", " [ 0.001 -0.058]\n", "cov w/ noise:\n", " [[ 1.141 -0.044]\n", " [-0.044 1.088]]\n", "----------------------------------------\n", "Leaf 6:\n", "mean:\n", " [-0.024 0.021]\n", "cov:\n", " [[ 1.03 -0.006]\n", " [-0.006 1.091]]\n", "mean conditional:\n", " [ 0.171 -0.948]\n", "sample:\n", " [ 0.19 -0.945]\n", "cov conditional:\n", " [[0.009 0.001]\n", " [0.001 0.008]]\n", "mean w/ noise:\n", " [-0.026 0.026]\n", "cov w/ noise:\n", " [[ 1.033 -0.008]\n", " [-0.008 1.095]]\n", "----------------------------------------\n", "Leaf 7:\n", "mean:\n", " [ 0.029 -0.016]\n", "cov:\n", " [[ 1.029 -0.017]\n", " [-0.017 1.072]]\n", "mean conditional:\n", " [-0.024 -1.003]\n", "sample:\n", " [-0.015 -1.007]\n", "cov conditional:\n", " [[ 0.009 -0.001]\n", " [-0.001 0.01 ]]\n", "mean w/ noise:\n", " [ 0.039 -0.024]\n", "cov w/ noise:\n", " [[ 1.026 -0.015]\n", " [-0.015 1.079]]\n", "----------------------------------------\n", "Leaf 8:\n", "mean:\n", " [-0.06 0.017]\n", "cov:\n", " [[0.978 0.022]\n", " [0.022 1.028]]\n", "mean conditional:\n", " [ 0.349 -1.08 ]\n", "sample:\n", " [ 0.363 -1.082]\n", "cov conditional:\n", " [[0.01 0. ]\n", " [0. 0.01]]\n", "mean w/ noise:\n", " [-0.058 0.017]\n", "cov w/ noise:\n", " [[0.995 0.02 ]\n", " [0.02 1.045]]\n", "----------------------------------------\n", "Leaf 9:\n", "mean:\n", " [-0.042 -0.01 ]\n", "cov:\n", " [[ 0.964 -0.028]\n", " [-0.028 1.068]]\n", "mean conditional:\n", " [-0.068 -0.263]\n", "sample:\n", " [-0.062 -0.245]\n", "cov conditional:\n", " [[9.233e-03 9.180e-05]\n", " [9.180e-05 9.488e-03]]\n", "mean w/ noise:\n", " [-0.044 -0.008]\n", "cov w/ noise:\n", " [[ 0.978 -0.029]\n", " [-0.029 1.082]]\n", "----------------------------------------\n" ] } ], "source": [ "# sample statistics\n", "K = 500 # number samples\n", "samples = jnp.zeros((K, sum(tree.is_leaf), d))\n", "samples_noise = jnp.zeros((K, sum(tree.is_leaf), d))\n", "samples_conditional = jnp.zeros((K, sum(tree.is_leaf), d))\n", "\n", "for i in tqdm(range(K)):\n", " subkey, key = split(key)\n", " update_noise(tree, subkey)\n", " down_unconditional.down(tree, params.values())\n", " values = tree.data['value'][tree.is_leaf]\n", " # collect values\n", " samples = samples.at[i].set(values)\n", " # add observation noise\n", " subkey,key = split(key)\n", " samples_noise = samples_noise.at[i].set(values + jnp.sqrt(params['obs_var'].value) * jax.random.normal(subkey, values.shape))\n", " # conditional sampling\n", " update_noise(tree, subkey)\n", " down_conditional.down(tree, params.values())\n", " samples_conditional = samples_conditional.at[i].set(tree.data['value'][tree.is_leaf])\n", " \n", "# print sample statistics for first 10 leaves\n", "print(\"First 10 leaves: \")\n", "for i in range(10):\n", " print(f\"Leaf {i}:\")\n", " print(\"mean:\\n\", jnp.mean(samples[:,i],0))\n", " print(\"cov:\\n\", jnp.cov(samples[:,i].T))\n", " print(\"mean conditional:\\n \",jnp.mean(samples_conditional[:,i],0))\n", " print(\"sample:\\n\", leaf_values[i])\n", " print(\"cov conditional:\\n\",jnp.cov(samples_conditional[:,i].T))\n", " print(\"mean w/ noise:\\n\",jnp.mean(samples_noise[:,i],0))\n", " print(\"cov w/ noise:\\n\",jnp.cov(samples_noise[:,i].T))\n", " print(\"--\"*20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate variance using MCMC\n", "\n", "We make two MCMC runs: \n", "\n", "* We use that the model with constant node covariance is fully Gaussian and we can read the data likelihood directly from the results of upwards pass.\n", "\n", "* We also sample the state of the tree to get a likelihood approximation from the conditional downwards pass. (This version is not necessary in the current model, but it points towards how inference in non-Gaussian models (e.g. non-linear diffusion processes along the edges) will look.)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial parameters: {'variance': 0.25, 'obs_var': 0.01}\n", "data parameters: {'variance': 0.5, 'obs_var': 0.01}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1200/1200 [00:02<00:00, 411.54it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Acceptance rate: 0.9358\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# inference for Gaussian model, likelihood from backwards filtering\n", "def log_likelihood(data, state):\n", " \"\"\"Log likelihood of the tree.\"\"\"\n", " params, = state\n", " init_up(data, params) \n", " up.up(tree, params.values())\n", " v, F, H = tree.data['value'][0], tree.data['F_T'][0], tree.data['H_T'][0]\n", " c = -jnp.real(jax.scipy.stats.multivariate_normal.logpdf(v, jnp.zeros(d), jnp.linalg.inv(H)))\n", " return -c + F @ v - 0.5 * v.T @ H @ v\n", "\n", "def log_posterior(data, state):\n", " \"\"\"Log posterior given the state and data.\"\"\"\n", " params, = state\n", " log_prior = params.log_prior()\n", " log_like = log_likelihood(data, state)\n", " return log_prior + log_like\n", "\n", "def proposal(state, key):\n", " params, = state\n", " new_params = params.propose(key)\n", " return (new_params, )\n", "\n", "# tree values and parameters\n", "init_params = ParameterStore({\n", " 'variance': VarianceParameter(.25), # variance of the Gaussian transition kernel \n", " 'obs_var': VarianceParameter(.01, alpha=3, beta=.5, keep_constant=True) # observation noise variance. We keep it constant here because of lacking identifiability (which will not be the case with higher-dimensional correlated data)\n", " })\n", "print(\"Initial parameters: \", init_params.values())\n", "print(\"data parameters: \", params.values())\n", "\n", "# initial state\n", "init_up(leaf_values, init_params)\n", "init_state = (init_params, )\n", "\n", "# Run Metropolis-Hastings\n", "subkey, key = split(key)\n", "log_likelihoods, samples = metropolis_hastings(log_posterior, proposal, leaf_values, init_state, 1000, burn_in=200, rng_key=key, savef=lambda state: state[0])\n", "\n", "# plot\n", "plt.plot(log_likelihoods)\n", "plt.xlabel(\"Iterations\")\n", "plt.title('Log likelihood')\n", "trace_plots(samples)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial parameters: {'variance': 0.25, 'obs_var': 0.01}\n", "data parameters: {'variance': 0.5, 'obs_var': 0.01}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1200/1200 [00:03<00:00, 360.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Acceptance rate: 0.3292\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# inference for Gaussian model, likelihood from forward guiding\n", "\n", "# Crank-Nicolson update with possibly node-dependent lambd\n", "lambd = .9\n", "update_CN = lambda noise,key: noise * lambd + jnp.sqrt((1 - lambd**2)) * jax.random.normal(key, noise.shape)\n", "\n", "# downwards pass to compute likelihoods\n", "tree.add_property('log_likelihood', shape=())\n", "\n", "@jax.jit\n", "def down_log_likelihood(value, edge_length, parent_value, params, **args):\n", " var = params['variance'] * edge_length # total edge variance\n", " covar = jnp.einsum('b,ij->bij', var, jnp.eye(d)) # covariance matrix\n", "\n", " return {'log_likelihood': jax.vmap(lambda value, m, covar: jnp.real(jax.scipy.stats.multivariate_normal.logpdf(value,m,covar)))(value, parent_value, covar)}\n", "\n", "downmodel_log_likelihood = DownLambda(down_fn=down_log_likelihood)\n", "down_log_likelihood = OrderedExecutor(downmodel_log_likelihood)\n", "\n", "# log likelihood of the tree\n", "def log_likelihood(data, state):\n", " \"\"\"Log likelihood of the tree.\"\"\"\n", " params,noise = state\n", " init_up(data, params)\n", " up.up(tree,params.values())\n", " tree.data['noise'] = noise \n", " down_conditional.down(tree, params.values())\n", " down_log_likelihood.down(tree, params.values())\n", " return jnp.sum(tree.data['log_likelihood'][1:]) # ignore root node\n", "\n", "def log_posterior(data, state):\n", " \"\"\"Log posterior given the state and data.\"\"\"\n", " parameters,_ = state\n", " log_prior = parameters.log_prior()\n", " log_like = log_likelihood(data, state)\n", " return log_prior + log_like\n", "\n", "def proposal(state, key):\n", " subkeys = jax.random.split(key,2)\n", " parameters,noise = state\n", "\n", " # update parameters\n", " new_parameters = parameters.propose(subkeys[0])\n", " # update noise\n", " new_noise = update_CN(noise,subkeys[1])\n", "\n", " return new_parameters, new_noise\n", "\n", "# tree values and parameters\n", "init_params = ParameterStore({\n", " 'variance': VarianceParameter(.25), # variance of the Gaussian transition kernel \n", " 'obs_var': VarianceParameter(.01, alpha=3, beta=.5, keep_constant=True) # observation noise variance\n", " })\n", "print(\"Initial parameters: \", init_params.values())\n", "print(\"data parameters: \", params.values())\n", "\n", "# initial state\n", "init_up(leaf_values, init_params)\n", "init_state = (init_params, jnp.zeros_like(tree.data['noise']))\n", "\n", "# Run Metropolis-Hastings\n", "subkey, key = split(key)\n", "log_likelihoods, samples = metropolis_hastings(log_posterior, proposal, leaf_values, init_state, 1000, burn_in=200, rng_key=key, savef = lambda state: state[0])\n", "\n", "# plot\n", "plt.plot(log_likelihoods)\n", "plt.xlabel(\"Iterations\")\n", "plt.title('Log likelihood')\n", "trace_plots(samples)" ] } ], "metadata": { "kernelspec": { "display_name": "jaxenv", "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" } }, "nbformat": 4, "nbformat_minor": 2 }