{ "cells": [ { "cell_type": "markdown", "id": "73410e5b-a8de-46a4-85d2-19ddc4a5923b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "(example_4)=\n", "# Example 4: Causal discovery in a predictive coding network" ] }, { "cell_type": "markdown", "id": "a433e73e-e20e-459e-9744-6193ae31898c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ilabcode/pyhgf/blob/master/docs/source/notebooks/Example_3_Multi_armed_bandit.ipynb)" ] }, { "cell_type": "markdown", "id": "120b2d77-1e32-4a32-b1fb-88ecd7cdb0a1", "metadata": {}, "source": [ "```{admonition} Authors\n", ":class: tip\n", "\n", "- Lina Walkowiak, Aarhus University, Denmark ([202205493@post.au.dk](202205493@post.au.dk))\n", "- Nicolas Legrand, Aarhus University, Denmark ([nicolas.legrand@cas.au.dk](nicolas.legrand@cas.au.dk))\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "id": "bc2f0d67-9f24-4e44-ad7b-c04c22cff638", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "import sys\n", "\n", "from IPython.utils import io\n", "\n", "if 'google.colab' in sys.modules:\n", "\n", " with io.capture_output() as captured:\n", " ! pip install pyhgf watermark" ] }, { "cell_type": "code", "execution_count": 2, "id": "edfee021-57f2-434a-9841-990ddeb4ee00", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "from functools import partial\n", "from typing import Callable, Dict, NamedTuple, Optional, Tuple\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "from jax import Array, jit\n", "from pyhgf.model.network import Network\n", "from pyhgf.typing import Edges\n", "\n", "np.random.seed(123)\n", "plt.rcParams[\"figure.constrained_layout.use\"] = True" ] }, { "cell_type": "markdown", "id": "f1f17f87", "metadata": {}, "source": [ "In this notebook, we are interested in the possibility of dynamic causal discovery in predictive coding networks. Generalised hierarchical Gaussian filters are Bayesian models, and as such, they imply a portion of causality in the framework: a parent node can exert a causal influence on a child node. The strength of this causal influence is controlled by `*_couplings_*` parameters in the network's attributes.\n", "\n", "This is in a situation where the parent is updated by the prediction errors returned by the children. But causality can also be inferred from variables that remain independent during the learning process - therefore the cause should not be updated based on a change in the effect. This corresponds to a causal discovery principle, and we can define $ \\alpha_{1 \\rightarrow 2} \\in [0, 1]$ the *causal strength* that describes how much a variable $X_1$ is influencing another variable $X_2$. In this tutorial, we explain how to infer this variable dynamically using causal prediction errors." ] }, { "cell_type": "markdown", "id": "c9368869", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "markdown", "id": "ff3c3b86", "metadata": {}, "source": [ "We create two time series, $x_1$ and $x_2$, with $x_1$ influencing $x_2$ with a an intensity noted $\\alpha_{1 \\rightarrow 2} \\in [0, 1]$ that is varying over time. Both random variables are Gaussian random walks such as: \n", "\n", "$$\n", "\\begin{align*} \n", " X_1 & \\sim \\mathcal{N}(\\mu_1, \\sigma_1^2) \\\\\n", " X_2 & \\sim \\mathcal{N}(\\mu_2, \\sigma_2^2) \\\\\n", "\\end{align*} \n", "$$" ] }, { "cell_type": "markdown", "id": "f8dc4774-1de0-4ad5-9ab9-27ebaa597679", "metadata": {}, "source": [ "We can explicitly inform this model that $X_1$ influences $X_2$ from one time step to the next proportionally to a coupling strength, such as:\n", "\n", "$$\n", "\\begin{align*} \n", " X_2 = \\alpha X_1 + X_2 \\\\\n", "\\end{align*} \n", "$$\n", "\n", "Given the [rule for the sum of normally distributed random variables](https://en.wikipedia.org/wiki/Sum_of_normally_distributed_random_variables), we have:\n", "\n", "$$\n", "\\begin{align*} \n", " X_2 & \\sim \\mathcal{N}(\\alpha \\mu_1 + \\mu_2, \\alpha^2 \\sigma_1^2 + \\sigma_2^2) \\\\\n", "\\end{align*} \n", "$$\n", "\n", "We simulate below two vectors following these principles:" ] }, { "cell_type": "code", "execution_count": 3, "id": "b75dd8a0-080f-44b2-99e8-80d052d5f683", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# Parameters\n", "n_samples = 1000\n", "\n", "# Generate x_1 and x_2 as a random walk\n", "x1 = np.ones(n_samples) * 2 + np.random.normal(0, .1, n_samples)\n", "x2 = np.zeros(n_samples)\n", "\n", "# Coupling vector\n", "coupling = np.array([0.0, 0.0, 0.2, 0.2, 0.8, .8, 0.5, 0.5, 0.5, 0.5]).repeat(\n", " n_samples / 10\n", ")\n", "\n", "# Update x_2 so it is influenced by x_1 according to the coupling vector\n", "for i in range(1, n_samples):\n", " x2[i] = np.random.normal(x2[i-1] + coupling[i] * x1[i-1], .1)" ] }, { "cell_type": "code", "execution_count": 4, "id": "567c09fd-89ef-49f4-8486-90e66c0f397c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-cell" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "_, axs = plt.subplots(figsize=(12, 5), nrows=3, sharex=True)\n", "axs[0].plot(x1, label=r\"$x_1$ (Independent Series)\", color=\"#4c72b0\", linewidth=1)\n", "axs[1].plot(x2, label=\"x2 (Dependent Series)\", color=\"#55a868\", linewidth=1)\n", "axs[0].set(\n", " title=\"Simulated Time Series with Varying Coupling Strengths\", ylabel=\"Value\"\n", ")\n", "axs[0].legend()\n", "\n", "axs[2].plot(coupling, color=\"k\", linestyle=\"--\", linewidth=1.0)\n", "axs[2].fill_between(\n", " np.arange(0, len(coupling)),\n", " coupling,\n", " color=\"gray\",\n", " alpha=0.2,\n", " label=\"Coupling strength\",\n", ")\n", "axs[2].set(xlabel=\"Time\", ylabel=\"Coupling strength\")\n", "axs[2].legend()\n", "\n", "axs[0].grid(visible=True, which=\"major\", linestyle=\"--\", linewidth=0.5)\n", "axs[1].grid(visible=True, which=\"major\", linestyle=\"--\", linewidth=0.5)\n", "axs[2].grid(visible=True, which=\"major\", linestyle=\"--\", linewidth=0.5)\n", "\n", "sns.despine();" ] }, { "cell_type": "markdown", "id": "ae2dbcf4", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## A non-causal network" ] }, { "cell_type": "markdown", "id": "19fbd298", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "We can filter these streams of observation using a simple one-level model without assuming dependencies between the parent nodes or the variables." ] }, { "cell_type": "code", "execution_count": 5, "id": "a0a0217c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# Initialize two independent HGFs for X1 and X2\n", "non_causal_hgf = (\n", " Network()\n", " .add_nodes(precision=100.0)\n", " .add_nodes(precision=1.0)\n", " .add_nodes(value_children=0, mean=2.0)\n", " .add_nodes(value_children=1, tonic_volatility=5.0)\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "31b4b80c-6811-495a-b79a-7e680b4c67f9", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "hgf-nodes\n", "\n", "\n", "\n", "x_0\n", "\n", "0\n", "\n", "\n", "\n", "x_1\n", "\n", "1\n", "\n", "\n", "\n", "x_2\n", "\n", "2\n", "\n", "\n", "\n", "x_2->x_0\n", "\n", "\n", "\n", "\n", "\n", "x_3\n", "\n", "3\n", "\n", "\n", "\n", "x_3->x_1\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "non_causal_hgf.plot_network()" ] }, { "cell_type": "code", "execution_count": 7, "id": "e73c0a6a-5ca0-4ccd-8256-aac0b98cdee8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# Input the time series\n", "input_data = np.array([x1, x2]).T\n", "non_causal_hgf.input_data(input_data=input_data);" ] }, { "cell_type": "code", "execution_count": 8, "id": "0e9da04e-4f09-4b08-96a1-e889db4423aa", "metadata": { "editable": true, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot trajectories for each HGF\n", "non_causal_hgf.plot_nodes(node_idxs=[0, 1]);\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "b6212cca-7854-4c4b-bcb9-590a38d4560f", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Deriving causal prediction errors\n", "\n", "We can also assume that the first input node tries to discover its causal children over time by trying to contribute the the prediction of the other node and learning from their error in doing so. Given a new observation $u_1$, received by the node $x_1$, we can define a precision-weighted prediction errors $\\delta_1$ for the non-causal hypothesis, where node $1$ only use its expectation to predict new incoming values$:\n", "\n", "$$\n", "\\begin{align*} \n", " \\delta_2 & = (u - \\mu_2) \\cdot \\frac{1}{\\sigma_2^2} \\\\\n", "\\end{align*} \n", "$$\n", "\n", "And we can also define a second prediction error $\\delta_{1 \\rightarrow 2}$ for the causal hypothesis, this time assuming that $X_1$ is added to $X_2$ proportionally to a coupling strength $\\alpha$:\n", "\n", "$$\n", "\\begin{align*} \n", " \\delta_{1 \\rightarrow 2} & = (u - \\mu_2 - \\alpha \\mu_1) \\cdot \\frac{1}{\\alpha^2 \\sigma_1^2 + \\sigma_2^2} \\\\\n", "\\end{align*} \n", "$$" ] }, { "cell_type": "markdown", "id": "a6e859fb-b658-40fe-bc3e-383dbc40169d", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Let $f(\\alpha)$ denote the squared precision-weigthed prediction error when assuming a given $\\alpha$ as:\n", "\n", "$$\n", "f(\\alpha) = (u - \\mu_2 - \\alpha \\mu_1)^2 \\cdot \\frac{1}{\\alpha^2 \\sigma_1^2 + \\sigma_2^2}\n", "$$\n", "\n", "This function has a first derivative defined as:\n", "\n", "$$\n", "f'(\\alpha) = -\\frac{2 \\left({\\mu}_{1} x + {\\mu}_{2} - u\\right) \\left(\\left({\\mu}_{2} - y\\right) {\\sigma}_{1}^2 x - {\\mu}_{1} {\\sigma}_{2}\\right)}{\\left({\\sigma}_{1}^2 x^{2} + {\\sigma}_{2}^2\\right)^{2}}\n", "$$" ] }, { "cell_type": "markdown", "id": "3703ae77-e06d-4ebd-b64c-75d2bc67f07f", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ ":::{prf:proof} Derivation of $f'(\\alpha)$\n", ":label: first-derivative\n", ":class: dropdown\n", " \n", "With the squared precision-weighted prediction error function defined as: \n", "$$\n", "f(\\alpha) = (u - \\mu_2 - \\alpha \\mu_1)^2 \\cdot \\frac{1}{\\alpha^2 \\sigma_1^2 + \\sigma_2^2}\n", "$$\n", "\n", "We aim to find the roots of the derivative $f'(\\alpha)$, to identify the critical points where $f(\\alpha)$ is minimised.\n", "\n", "Expanding $f(\\alpha)$, we have:\n", "$$\n", "f(\\alpha) = \\frac{(u - \\mu_2 - \\alpha \\mu_1)^2}{\\alpha^2 \\sigma_1^2 + \\sigma_2^2}\n", "$$\n", "\n", "By using the quotient rule, the derivative $f'(\\alpha)$ can be written as:\n", "$$\n", "f'(\\alpha) = \\frac{(\\alpha^2 \\sigma_1^2 + \\sigma_2^2) \\cdot 2 (u - \\mu_2 - \\alpha \\mu_1) (-\\mu_1) - (u - \\mu_2 - \\alpha \\mu_1)^2 (2 \\alpha \\sigma_1^2)}{(\\alpha^2 \\sigma_1^2 + \\sigma_2^2)^2}\n", "$$\n", "\n", "We derive the **numerator** by simplifying:\n", "$$\n", "-2 \\mu_1 (u - \\mu_2 - \\alpha \\mu_1)(\\alpha^2 \\sigma_1^2 + \\sigma_2^2) - (u - \\mu_2 - \\alpha \\mu_1)^2 (2 \\alpha \\sigma_1^2)\n", "$$\n", "\n", "Factoring terms:\n", "$$\n", "f'(\\alpha) = -\\frac{2 (u - \\mu_2 - \\alpha \\mu_1) \\left[\\mu_1 (\\alpha^2 \\sigma_1^2 + \\sigma_2^2) + \\alpha \\sigma_1^2 (u - \\mu_2 - \\alpha \\mu_1)\\right]}{(\\alpha^2 \\sigma_1^2 + \\sigma_2^2)^2}\n", "$$\n", "\n", ":::" ] }, { "cell_type": "markdown", "id": "c7d0580f-79a4-4fe6-938c-2a24d7f4f7ba", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "We want to find the value of $\\alpha$ that minimises $\\delta_{1 \\rightarrow 2}$ ($\\delta_2$ being a special case where $\\alpha = 0$). Two roots can be found at:\n", "\n", "$$\n", "\\begin{align*} \n", "\\hat{\\alpha}_1 & = -\\frac{{\\mu}_{2} - u}{{\\mu}_{1}} \\\\\n", "\\\\\n", "\\hat{\\alpha}_2 & = \\frac{{\\mu}_{1} {\\sigma}_{2}^2}{\\left({\\mu}_{2} - u\\right) {\\sigma}_{1}^2}\n", "\\end{align*} \n", "$$\n", "\n", ":::{prf:proof} Finding the roots of $f'(\\alpha)$\n", ":label: roots\n", ":class: dropdown\n", " \n", "To identify the critical points of $f(\\alpha)$, we solve for the values of $\\alpha$ where $f'(\\alpha) = 0$. This condition is satisfied when the numerator of the derivative equals zero.\n", "\n", "As described above, the numerator of the derivative of the precision-weighted prediction error function $f(\\alpha)$ is given by:\n", "\n", "$$\n", "2 (u - \\mu_2 - \\alpha \\mu_1) \\left[\\mu_1 (\\alpha^2 \\sigma_1^2 + \\sigma_2^2) + \\alpha \\sigma_1^2 (u - \\mu_2 - \\alpha \\mu_1)\\right]\n", "$$\n", "\n", "There are two scenarios for $f'(\\alpha) = 0$:\n", "1. $u - \\mu_2 - \\alpha \\mu_1 = 0$\n", "2. $\\mu_1 (\\alpha^2 \\sigma_1^2 + \\sigma_2^2) + \\alpha \\sigma_1^2 (u - \\mu_2 - \\alpha \\mu_1) = 0$\n", "\n", "We solve each condition separately to find the roots of $f'(\\alpha)$ as described below.\n", "\n", "**First root:** Solving $u - \\mu_2 - \\alpha \\mu_1 = 0$\n", "\n", "Rearranging this equation for $\\alpha$, we get:\n", "\n", "$$\n", "\\alpha = \\frac{u - \\mu_2}{\\mu_1}\n", "$$\n", "\n", "Thus, for the first root, we have:\n", "\n", "$$\n", "\\hat{\\alpha}_1 = -\\frac{\\mu_2 - u}{\\mu_1}\n", "$$\n", "\n", "**Second root:** Solving $\\mu_1 (\\alpha^2 \\sigma_1^2 + \\sigma_2^2) + \\alpha \\sigma_1^2 (u - \\mu_2 - \\alpha \\mu_1) = 0$\n", "\n", "To isolate $\\alpha$, we begin with the simplified equation:\n", "\n", "$$\n", "\\mu_1 \\sigma_2^2 + \\alpha \\sigma_1^2 (u - \\mu_2) = 0\n", "$$\n", "\n", "Rearranging terms to isolate $\\alpha$:\n", "\n", "$$\n", "\\alpha \\sigma_1^2 (u - \\mu_2) = -\\mu_1 \\sigma_2^2\n", "$$\n", "\n", "Solving for $\\alpha$:\n", "\n", "$$\n", "\\alpha = \\frac{-\\mu_1 \\sigma_2^2}{\\sigma_1^2 (u - \\mu_2)}\n", "$$\n", "\n", "By rewriting the denominator, we get the following for the second root:\n", "\n", "$$\n", "\\hat{\\alpha}_2 = \\frac{\\mu_1 \\sigma_2^2}{(\\mu_2 - u) \\sigma_1^2}\n", "$$\n", "\n", "\n", ":::" ] }, { "attachments": {}, "cell_type": "markdown", "id": "01baa4a7-90c6-4ca6-be04-cd51f31a595e", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "It is therefore possible to recover the implied parameter $\\hat{\\alpha}$ over the range $[0, 1]$ by returning $\\alpha \\in [0.0, \\hat{\\alpha}_1, \\hat{\\alpha}_2, 1.0]$ such that $0.0 <= \\alpha <= 1.0$ that minimize the precision-weigthed prediction error $f(\\alpha)$." ] }, { "cell_type": "markdown", "id": "0bc7c93d", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Causal coupling model" ] }, { "cell_type": "markdown", "id": "1f22815e", "metadata": {}, "source": [ "In this section, we create a coupled HGF model to capture the causal influence of the variable $x_1$ on the variable $x_2$. This setup now implies learning the strength of a causal connection between $x_1$ and $x_2$, which should reflect the actual value used for the simulations above. We therefore use the same model as a starting point and will add an extra step in the update sequence to learn the causal coupling strength over time." ] }, { "cell_type": "code", "execution_count": 9, "id": "4584790a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# Initialize a causal HGF\n", "causal_hgf = (\n", " Network()\n", " .add_nodes(precision=100.0)\n", " .add_nodes(precision=1.0)\n", " .add_nodes(value_children=0)\n", " .add_nodes(value_children=1, tonic_volatility=5.0)\n", ")" ] }, { "cell_type": "markdown", "id": "e2c2a343-d56a-450e-bd72-7e3e8965c7d2", "metadata": {}, "source": [ "### Add a causal connection between the two nodes" ] }, { "cell_type": "code", "execution_count": 10, "id": "a23caa73-fac9-4ffe-8112-8bb61a20e252", "metadata": {}, "outputs": [], "source": [ "# Add the coupling strength in the node attributes\n", "causal_hgf.attributes[0][\"causal_coupling_children\"] = jnp.array([0.0])" ] }, { "cell_type": "code", "execution_count": 11, "id": "85485e7c-6846-4563-9b77-c090acf6586d", "metadata": {}, "outputs": [], "source": [ "# Update the edges variable so it stores the index of the causal child\n", "edges = list(causal_hgf.edges)\n", "adjacency_list = edges[0]" ] }, { "cell_type": "code", "execution_count": 12, "id": "6b165bfa-160b-43f4-a418-16e241f55634", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# Create a new adjacency variable for this case\n", "class CausalAdjacencyLists(NamedTuple):\n", " node_type: int\n", " value_parents: Optional[Tuple]\n", " volatility_parents: Optional[Tuple]\n", " value_children: Optional[Tuple]\n", " volatility_children: Optional[Tuple]\n", " coupling_fn: Tuple[Optional[Callable], ...]\n", " causal_children: Optional[Tuple]\n", "\n", "causal_adjacency_list = CausalAdjacencyLists(\n", " node_type=adjacency_list.node_type,\n", " value_parents=adjacency_list.value_parents,\n", " volatility_parents=adjacency_list.volatility_parents,\n", " value_children=adjacency_list.value_children,\n", " volatility_children=adjacency_list.volatility_children,\n", " coupling_fn=adjacency_list.coupling_fn,\n", " causal_children=(1,),\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "db91452c-9463-46b8-8a84-dc9c26077cb4", "metadata": {}, "outputs": [], "source": [ "# Insert the new variable back to the edges\n", "edges[0] = causal_adjacency_list\n", "causal_hgf.edges = tuple(edges)" ] }, { "cell_type": "markdown", "id": "f67b2e7c-992f-472f-9757-37a8cf999497", "metadata": {}, "source": [ "### Create the causal update function\n", "\n", "Now that the variables are in place in the network, we need to create a new update function that will estimate the causal strength between the two variables at each belief propagation." ] }, { "cell_type": "code", "execution_count": 14, "id": "ef37bca7-d5dc-4a74-992b-f8d3fd06460f", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "def prediction_error(u, alpha, mu_1, mu_2, var_1, var_2):\n", " return (u - mu_2 - alpha * mu_1)**2 * (1 / (alpha**2 * var_1 + var_2 ) )" ] }, { "cell_type": "code", "execution_count": 15, "id": "932660a6-1cad-4ce2-8147-391dcb4522bd", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "def find_alpha(u, mu_1, mu_2, var_1, var_2):\n", "\n", " # find root 1\n", " alpha_hat_1 = jnp.where(mu_1 == 0.0, 0.0, - (mu_2 - u) / mu_1)\n", "\n", " # find root 2\n", " alpha_hat_2 = jnp.where((mu_2 - u) == 0.0, 0.0, (mu_1 * var_2) / ((mu_2 - u) * var_1))\n", "\n", " # evaluate at 0, 1 and the two possible roots\n", " candidates = jnp.array([0.0, alpha_hat_1, alpha_hat_2, 1.0])\n", " candidates = jnp.where((candidates >= 0.0) & (candidates <= 1.0), candidates, 0.0)\n", "\n", " # return prediction errors for all candidates\n", " pe = prediction_error(u, candidates, mu_1, mu_2, var_1, var_2)\n", " \n", " return candidates[jnp.argmin(pe)]" ] }, { "cell_type": "code", "execution_count": 16, "id": "56f9b751", "metadata": {}, "outputs": [], "source": [ "@partial(jit, static_argnames=(\"node_idx\", \"edges\"))\n", "def continuous_node_causal_strength(\n", " attributes: Dict,\n", " edges: Edges,\n", " node_idx: int,\n", ") -> Array:\n", " r\"\"\"Update the causal strength between this node and all causal children.\n", "\n", " Parameters\n", " ----------\n", " attributes :\n", " The attributes of the probabilistic nodes.\n", " node_idx :\n", " Pointer to the value parent node that will be updated.\n", "\n", " Returns\n", " -------\n", " attributes :\n", " The attributes of the probabilistic nodes.\n", "\n", " \"\"\"\n", " # get the expected mean and precision from the causal parent\n", " parent_expected_mean = attributes[node_idx][\"expected_mean\"]\n", " parent_expected_precision = attributes[node_idx][\"expected_precision\"]\n", "\n", " # set a learning rate for the speed of updating\n", " learning_rate = 0.1\n", "\n", " # for all causal children, compute the new causal strength\n", " new_strengths = []\n", " for causal_child_idx, strength in zip(\n", " edges[node_idx].causal_children,\n", " attributes[node_idx][\"causal_coupling_children\"],\n", " ):\n", "\n", " # get children's expected mean and precision\n", " child_expected_mean = attributes[causal_child_idx][\"expected_mean\"]\n", " child_expected_precision = attributes[causal_child_idx][\"expected_precision\"]\n", "\n", " # get a new estimate of alpha\n", " new_alpha = find_alpha(\n", " u=attributes[causal_child_idx][\"mean\"], \n", " mu_1=parent_expected_mean,\n", " mu_2=child_expected_mean, \n", " var_1=1 / parent_expected_precision, \n", " var_2=1 / child_expected_precision,\n", " )\n", "\n", " new_strengths.append(strength + (new_alpha - strength) * learning_rate)\n", "\n", " # update the strengths vector\n", " attributes[node_idx][\"causal_coupling_children\"] = jnp.array(new_strengths)\n", "\n", " return attributes" ] }, { "cell_type": "code", "execution_count": 17, "id": "30337286-eaea-4dad-a681-9fc648da4a10", "metadata": {}, "outputs": [], "source": [ "# Add this step at the end of the belief propagation sequence\n", "# Here we simply re-use the previous sequence as template\n", "predictions, updates = non_causal_hgf.update_sequence\n", "updates += ((0, continuous_node_causal_strength),)\n", "causal_hgf.update_sequence = (predictions, updates)\n", "causal_hgf = causal_hgf.create_belief_propagation_fn()" ] }, { "cell_type": "markdown", "id": "90d8dd35-1f0b-455a-ae27-d2b7d5ffe4cb", "metadata": {}, "source": [ "## Fitting data and visualisation" ] }, { "cell_type": "code", "execution_count": 18, "id": "5394ad64-4b03-4bb4-a40b-0d87166fe082", "metadata": {}, "outputs": [], "source": [ "causal_hgf.input_data(input_data=input_data);" ] }, { "cell_type": "code", "execution_count": 19, "id": "25a3e2f0-bb21-4275-bacf-50d6ba3497f7", "metadata": { "editable": true, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "_, axs = plt.subplots(figsize=(12, 3), sharex=True)\n", "\n", "axs.plot(coupling, color=\"k\", linestyle=\"--\", linewidth=1.0)\n", "axs.fill_between(\n", " np.arange(0, len(coupling)),\n", " coupling,\n", " color=\"gray\",\n", " alpha=0.2,\n", " label=\"Coupling strength\",\n", ")\n", "axs.set(xlabel=\"Time\", ylabel=\"Coupling strength\")\n", "axs.legend()\n", "\n", "coupling_ax = axs.twinx()\n", "coupling_ax.plot(\n", " causal_hgf.node_trajectories[0][\"causal_coupling_children\"],\n", " label=\"Inferred coupling strength\",\n", " color=\"#c69255\",\n", " linestyle=\"--\",\n", ")\n", "\n", "axs.grid(visible=True, which=\"major\", linestyle=\"--\", linewidth=0.5)\n", "axs.set(title=\"Infering causal coupling over time using a fixed learning rate\")\n", "\n", "sns.despine();" ] }, { "cell_type": "markdown", "id": "6da1aaa4-5bbe-4579-ad79-1601d79dd09b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## System configuration" ] }, { "cell_type": "code", "execution_count": 20, "id": "3738137f-7eaf-49b3-a87a-c542ad949b7c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed Jan 29 2025\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.3\n", "IPython version : 8.31.0\n", "\n", "pyhgf : 0.2.2.post2.dev0+c03a5514\n", "jax : 0.4.31\n", "jaxlib: 0.4.31\n", "\n", "IPython : 8.31.0\n", "matplotlib: 3.10.0\n", "jax : 0.4.31\n", "pyhgf : 0.2.2.post2.dev0+c03a5514\n", "numpy : 1.26.0\n", "seaborn : 0.13.2\n", "sys : 3.12.3 | packaged by conda-forge | (main, Apr 15 2024, 18:38:13) [GCC 12.3.0]\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "02ec14f39e5a479380977a31c40dfd0a": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8717a631844b4d42810850ee78bac769": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_fe91237ae86f4f2492c46775824946c9", "msg_id": "", "outputs": [ { "data": { "text/html": "
Sampling chain 1, 0 divergences ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00 / 0:00:01\n
\n", "text/plain": "Sampling chain 1, 0 divergences \u001b[32m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m / \u001b[33m0:00:01\u001b[0m\n" }, "metadata": {}, "output_type": "display_data" } ], "tabbable": null, "tooltip": null } }, "909a33efc7314d59988a5047b8a5252d": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_02ec14f39e5a479380977a31c40dfd0a", "msg_id": "", "outputs": [ { "data": { "text/html": "
Sampling chain 0, 0 divergences ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00 / 0:00:03\n
\n", "text/plain": "Sampling chain 0, 0 divergences \u001b[32m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m / \u001b[33m0:00:03\u001b[0m\n" }, "metadata": {}, "output_type": "display_data" } ], "tabbable": null, "tooltip": null } }, "fe91237ae86f4f2492c46775824946c9": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }