{
"cells": [
{
"cell_type": "markdown",
"id": "c651fabf-bccd-42eb-87fd-6ad774b0b937",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"(learning)=\n",
"# Deep learning with Bayesian predictive coding"
]
},
{
"cell_type": "markdown",
"id": "fe6b34cf-2de5-4763-af6a-785b2930e679",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"[](https://colab.research.google.com/github/ComputationalPsychiatry/pyhgf/blob/master/docs/source/notebooks/0.5-Learning.ipynb)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "31b80846",
"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",
" with io.capture_output() as captured:\n",
" ! pip uninstall -y jax jaxlib\n",
" ! pip install pyhgf watermark jax[cuda12]==0.4.31"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "6e337fd3-5a3e-4e0f-ab4f-e055cebfb7ff",
"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": [
"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 random\n",
"from jax.random import PRNGKey\n",
"import treescope\n",
"from pyhgf import load_data\n",
"from pyhgf.model import Network\n",
"from pyhgf.utils.sample import sample\n",
"\n",
"np.random.seed(123)\n",
"plt.rcParams[\"figure.constrained_layout.use\"] = True\n",
"\n",
"treescope.basic_interactive_setup(autovisualize_arrays=True)"
]
},
{
"cell_type": "markdown",
"id": "94cee49c-4e25-48b9-9fe6-57e4a31fbf6b",
"metadata": {},
"source": [
"The hierarchical Gaussian filter is built on top of a generative model that is governed by Gaussian random walks. As such, this model is mostly used to model the time-resolved evolution of beliefs in volatile environments. But the framework can easily extend to traditional applications of predictive coding, such as deep neural networks, where the variational message passing replaces the use of gradient descent during training.\n",
"\n",
"In this notebook, we start from the foundational application of predictive coding networks as a replacement for backpropagation {cite:p}`Song2024` based on **prospective configuration**, where the most likely neural activation is inferred before weight updates. We show that the variational updates that follow the prediction errors can replace prospective configuration based on gradient descent over the energy function of a predictive coding network, and validate this approach on the \"bear example\" from {cite:p}`Song2024`.\n",
"\n",
"```{figure} https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs41593-023-01514-1/MediaObjects/41593_2023_1514_Fig1_HTML.png?as=webp\n",
"---\n",
"name: task\n",
"---\n",
"Learning with prospective configuration.\n",
"\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "f6c811a5",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"## Prospective configuration avoids interference during learning"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "96755731-c897-4776-b571-03bd76a8f533",
"metadata": {},
"outputs": [],
"source": [
"# here x represents the visual input (River / No River)\n",
"x = np.array([1.0, 1.0] * 60)\n",
"x += np.random.normal(size=x.shape) / 100\n",
"\n",
"# y represents the auditory and olfactory stimuli\n",
"y = np.array([\n",
" x, \n",
" np.concat([np.array([1.0, 1.0] * 20), np.array([-1.0, -1.0] * 20), np.array([1.0, 1.0] * 20)]) + np.random.normal(size=x.shape) / 100\n",
"]).T"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e25492c8-0fb1-489b-a286-f9854f6706ef",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# We start by defining a simple network with two binary branches\n",
"network = (\n",
" Network(update_type=\"unbounded\")\n",
" .add_nodes(n_nodes=2, precision=2.0, expected_precision=2.0)\n",
" .add_nodes(value_children=[0, 1], autoconnection_strength=0, coupling_fn=(jnp.tanh, jnp.tanh))\n",
" .add_nodes(value_children=2, autoconnection_strength=0, coupling_fn=(jnp.tanh, ))\n",
")\n",
"network.plot_network()"
]
},
{
"cell_type": "markdown",
"id": "d5dff455-f8d3-4b36-b36e-b6ce74fc6f5d",
"metadata": {},
"source": [
"Deep networks trained for classification purposes differ from other predictive coding networks as both roots and leaves should receive inputs (predictors and outcomes, respectively)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "40c554b5-b869-498d-bca9-0e62d27673f2",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"network.train(\n",
" x=x,\n",
" y=y,\n",
" inputs_x_idxs=(3,),\n",
" inputs_y_idxs=(0, 1),\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5396f0c3-d38b-45e9-a12d-d75b468712e8",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, axs = plt.subplots(figsize=(9, 5), nrows=2, sharey=True)\n",
"\n",
"network.plot_nodes(0, show_surprise=False, axs=axs[0])\n",
"network.plot_nodes(1, show_surprise=False, axs=axs[1])\n",
"\n",
"sns.despine();"
]
},
{
"cell_type": "markdown",
"id": "46ec8259-272c-4164-bd7c-3cf3da08b016",
"metadata": {},
"source": [
"This example illustrates the effectiveness of the variational update to replace the prospective configuration step based on gradient descent. As new observations contradict the expected outcomes (i.e., observing the river without hearing the water, from trials 40 to 80 in the bottom panel), the network efficiently reorganizes without interfering with other predictions (i.e,. still expecting smelling the salmon while seeing the water, top panel, trials 40 to 80)."
]
},
{
"cell_type": "markdown",
"id": "5f7e55d6-c41c-4de5-a3f4-91c740729b4b",
"metadata": {},
"source": [
"## Controlling the depth of weight updates with input precision\n",
"\n",
"One natural consequence that emerges from this framework is that neural activations are defined by their precision, and as a result, the precision of the inputs (both predictors and outcomes) controls the strengths of prediction errors and the amplitude of weight updates in the vicinity of information flows. For example, more precise outcomes will guide weight updates to be larger at the nodes close to the inputs, and a more precise predictor will guide weight updates to be larger close to the internal representation.\n",
"\n",
"We can simulate this behavior with a deep stack of hidden nodes whose predictors and outcomes differ, which forces the network to reorganize. Here, we show that the balance of precision between predictors and outcomes shapes the depth of weight updates."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "555d5d46-8067-45cf-9a00-d22ec2eff47b",
"metadata": {},
"outputs": [],
"source": [
"def linear(x):\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "577ded2a-5c46-45ac-b692-7087be048bef",
"metadata": {},
"outputs": [],
"source": [
"x = np.array([1.0] * 300)\n",
"x += np.random.normal(size=x.shape) / 100\n",
"\n",
"y = np.array([0.0] * 300)\n",
"y += np.random.normal(size=y.shape) / 100"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5e96f8d8-4b64-43a9-a21b-5d42bbec00ae",
"metadata": {},
"outputs": [],
"source": [
"# We start by defining a simple network with two binary branches\n",
"high_predictor_precision_network = (\n",
" Network(update_type=\"unbounded\")\n",
" .add_nodes(n_nodes=1, precision=1e4, expected_precision=1e4)\n",
" .add_nodes(value_children=0, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=1, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=2, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=3, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0, precision=.01, expected_precision=.01)\n",
" .add_nodes(volatility_children=1)\n",
" .add_nodes(volatility_children=2)\n",
" .add_nodes(volatility_children=3)\n",
")\n",
"\n",
"# We start by defining a simple network with two binary branches\n",
"high_outcome_precision_network = (\n",
" Network()\n",
" .add_nodes(n_nodes=1, precision=.01, expected_precision=.01)\n",
" .add_nodes(value_children=0, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=1, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=2, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0,)\n",
" .add_nodes(value_children=3, coupling_fn=(linear, ), tonic_volatility=-2.0, autoconnection_strength=0, precision=1e4, expected_precision=1e4)\n",
" .add_nodes(volatility_children=1)\n",
" .add_nodes(volatility_children=2)\n",
" .add_nodes(volatility_children=3)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "a8d7c515-29de-45b5-8bbd-811723b28734",
"metadata": {},
"outputs": [],
"source": [
"high_predictor_precision_network.train(\n",
" x=x,\n",
" y=y,\n",
" inputs_x_idxs=(4,),\n",
" inputs_y_idxs=(0,),\n",
");\n",
"\n",
"high_outcome_precision_network.train(\n",
" x=x,\n",
" y=y,\n",
" inputs_x_idxs=(4,),\n",
" inputs_y_idxs=(0,),\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8e582259-6c63-4dde-a3c5-8d4278e2b552",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, ax = plt.subplots(figsize=(9, 5))\n",
"\n",
"# high prediction precision\n",
"# -------------------------\n",
"palette = sns.color_palette(\"mako\", 8)\n",
"handles, labels = [], []\n",
"for color, time_step in zip(palette, [0, 5, 10, 15, 20, 25, 30, 60]):\n",
" expected_means = [high_predictor_precision_network.node_trajectories[i][\"expected_mean\"][time_step] for i in range(5)]\n",
" scatterplot = ax.scatter(range(4, -1, -1), expected_means, s=180, color=color, label=time_step, edgecolor=\"k\")\n",
" handles.append(scatterplot)\n",
" labels.append(f\"Step = {time_step}\")\n",
" ax.plot(range(4, -1, -1), expected_means, color=color, zorder=-1)\n",
"\n",
"first_legend = ax.legend(handles=handles, labels=labels, title=\"Precise predictor\", bbox_to_anchor=(1.3, 1.1))\n",
"ax.add_artist(first_legend)\n",
"\n",
"# high outcome precision\n",
"# ----------------------\n",
"palette = sns.color_palette(\"rocket\", 8)\n",
"handles, labels = [], []\n",
"for color, time_step in zip(palette, [0, 5, 10, 20, 30, 40, 50, 60]):\n",
" expected_means = [high_outcome_precision_network.node_trajectories[i][\"expected_mean\"][time_step] for i in range(5)]\n",
" scatterplot = ax.scatter(range(4, -1, -1), expected_means, s=180, color=color, label=time_step, edgecolor=\"k\")\n",
" handles.append(scatterplot)\n",
" labels.append(f\"Step = {time_step}\")\n",
" ax.plot(range(4, -1, -1), expected_means, color=color, zorder=-1)\n",
"second_legend = ax.legend(handles=handles, labels=labels, title=\"Precise outcome\", bbox_to_anchor=(1.3, 0.5))\n",
"\n",
"plt.xticks(ticks=[0, 1, 2, 3, 4], labels=[\"Predictor\", \"Node 3\", \"Node 2\", \"Node 1\", \"Outcome\"])\n",
"ax.set(ylabel=\"Activation level\", title=\"Predictor and outcome precisions \\n balance the depth of weight updates\")\n",
"\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"id": "ef848ca4-3492-4b45-81d9-14e4133f23ae",
"metadata": {},
"source": [
"# System configuration"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "98fb7497-1284-42cf-930e-5c318cbacb6b",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Last updated: Thu Oct 02 2025\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.12.10\n",
"IPython version : 9.4.0\n",
"\n",
"pyhgf : 0.2.7\n",
"jax : 0.4.31\n",
"jaxlib: 0.4.31\n",
"\n",
"IPython : 9.4.0\n",
"pyhgf : 0.2.7\n",
"seaborn : 0.13.2\n",
"matplotlib: 3.10.1\n",
"sys : 3.12.10 (main, Apr 9 2025, 04:03:51) [Clang 20.1.0 ]\n",
"treescope : 0.1.10\n",
"jax : 0.4.31\n",
"platform : 1.0.8\n",
"numpy : 2.2.5\n",
"\n",
"Watermark: 2.5.0\n",
"\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6ff1b324-f430-402a-a2c3-b9927c378c30",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}