{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# STDP - network\n", "\n", "[![Download JupyterNotebook](https://img.shields.io/badge/Download-Notebook-orange?style=for-the-badge&logo=Jupyter)](https://raw.githubusercontent.com/ANNarchy/ANNarchy.github.io/master/notebooks/STDP2.ipynb) [![Download JupyterNotebook](https://img.shields.io/badge/Open_in-Colab-blue?style=for-the-badge&logo=Jupyter)](https://colab.research.google.com/github/ANNarchy/ANNarchy.github.io/blob/master/notebooks/STDP2.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:37.522958Z", "iopub.status.busy": "2026-01-05T13:49:37.522635Z", "iopub.status.idle": "2026-01-05T13:49:37.526786Z", "shell.execute_reply": "2026-01-05T13:49:37.526106Z" } }, "outputs": [], "source": [ "#!pip install ANNarchy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple model showing the STDP learning rule on inputs converginf to a single neuron. Model adapted from Song, Miller and Abbott (2000) and Song and Abbott (2001)\n", "\n", "Code adapted from the Brian example: http://brian.readthedocs.org/en/1.4.1/examples-plasticity_STDP1.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:37.529156Z", "iopub.status.busy": "2026-01-05T13:49:37.528851Z", "iopub.status.idle": "2026-01-05T13:49:38.139276Z", "shell.execute_reply": "2026-01-05T13:49:38.138421Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ANNarchy 5.0 (5.0.0) on linux (posix).\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import ANNarchy as ann" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some parameters:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:38.169204Z", "iopub.status.busy": "2026-01-05T13:49:38.168749Z", "iopub.status.idle": "2026-01-05T13:49:38.172874Z", "shell.execute_reply": "2026-01-05T13:49:38.172302Z" } }, "outputs": [], "source": [ "F = 15.0 # Poisson distribution at 15 Hz\n", "N = 1000 # 1000 Poisson inputs\n", "gmax = 0.01 # Maximum weight\n", "duration = 100000.0 # Simulation for 100 seconds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Integrate-and-fire neuron:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:38.174762Z", "iopub.status.busy": "2026-01-05T13:49:38.174450Z", "iopub.status.idle": "2026-01-05T13:49:38.180538Z", "shell.execute_reply": "2026-01-05T13:49:38.179934Z" } }, "outputs": [], "source": [ "IF = ann.Neuron(\n", " parameters = dict(\n", " tau_m = 10.0,\n", " tau_e = 5.0 ,\n", " vt = -54.0 ,\n", " vr = -60.0 ,\n", " El = -74.0 ,\n", " Ee = 0.0 ,\n", " ),\n", " equations = [\n", " ann.Variable('tau_m * dv/dt = El - v + g_exc * (Ee - vr)', init = -60.0),\n", " ann.Variable('tau_e * dg_exc/dt = - g_exc'),\n", " ],\n", " spike = \"v > vt\",\n", " reset = \"v = vr\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An input population of Poisson neurons, and a single post-synaptic neuron." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:38.183003Z", "iopub.status.busy": "2026-01-05T13:49:38.182764Z", "iopub.status.idle": "2026-01-05T13:49:48.293324Z", "shell.execute_reply": "2026-01-05T13:49:48.292541Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling network 1... " ] }, { "name": "stdout", "output_type": "stream", "text": [ "OK \n" ] } ], "source": [ "# Network\n", "net = ann.Network()\n", "\n", "# Input population\n", "Input = net.create(ann.PoissonPopulation(geometry=N, rates=F, name = 'Input'))\n", "\n", "# Output neuron\n", "Output = net.create(geometry=1, neuron=IF, name = 'Output')\n", "\n", "# Projection learned using STDP\n", "proj = net.connect( \n", " pre = Input, \n", " post = Output, \n", " target = 'exc',\n", " synapse = ann.STDP(tau_plus=20.0, tau_minus=20.0, A_plus=0.01, A_minus=0.0105, w_max=0.01)\n", ")\n", "proj.all_to_all(weights=ann.Uniform(0.0, gmax))\n", "\n", "\n", "# Compile the network\n", "net.compile()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:48.295665Z", "iopub.status.busy": "2026-01-05T13:49:48.295316Z", "iopub.status.idle": "2026-01-05T13:49:49.304209Z", "shell.execute_reply": "2026-01-05T13:49:49.303504Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating 100.0 seconds of the network 1 took 0.9769761562347412 seconds. \n" ] } ], "source": [ "# Start recording\n", "Mi = net.monitor(Input, 'spike') \n", "Mo = net.monitor(Output, 'spike')\n", "\n", "# Start the simulation\n", "net.simulate(duration, measure_time=True)\n", "\n", "# Retrieve the recordings\n", "input_spikes = Mi.get('spike')\n", "output_spikes = Mo.get('spike')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:49.306361Z", "iopub.status.busy": "2026-01-05T13:49:49.306147Z", "iopub.status.idle": "2026-01-05T13:49:49.611412Z", "shell.execute_reply": "2026-01-05T13:49:49.610719Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean firing rate in the input population: 15.005540000000002\n", "Mean firing rate of the output neuron: 29.37\n" ] } ], "source": [ "# Compute the mean firing rates during the simulation\n", "print('Mean firing rate in the input population: ' + str(Mi.mean_fr(input_spikes)) )\n", "print('Mean firing rate of the output neuron: ' + str(Mo.mean_fr(output_spikes)) )\n", "\n", "# Compute the instantaneous firing rate of the output neuron\n", "output_rate = Mo.smoothed_rate(output_spikes, 100.0)\n", "\n", "# Receptive field after simulation\n", "weights = proj.w[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-01-05T13:49:49.613665Z", "iopub.status.busy": "2026-01-05T13:49:49.613440Z", "iopub.status.idle": "2026-01-05T13:49:49.979543Z", "shell.execute_reply": "2026-01-05T13:49:49.978871Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 12))\n", "plt.subplot(3,1,1)\n", "plt.title('Firing rate')\n", "plt.plot(output_rate[0, :])\n", "plt.subplot(3,1,2)\n", "plt.title('Weights')\n", "plt.plot(weights, '.')\n", "plt.subplot(3,1,3)\n", "plt.title('Weights histogram')\n", "plt.hist(weights, bins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }