{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "lGa0_oLb61zz" }, "source": [ "# Defining populations of neurons\n", "In this tutorial we're going to define a population of Izhikevich neurons and configure individual neurons within it to operate in various regimes:\n", 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)\n", "\n", "(Electronic version of the figure and reproduction permissions are freely available at www.izhikevich.com)\n", "## Install PyGeNN wheel from Google Drive\n", "Download wheel file" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "t2ihZLXh5VD-", "outputId": "510653d0-3172-4c5f-c101-1bfe66297121" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: gdown in /usr/local/lib/python3.10/dist-packages (5.1.0)\n", "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from gdown) (4.12.3)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from gdown) (3.13.1)\n", "Requirement already satisfied: requests[socks] in /usr/local/lib/python3.10/dist-packages (from gdown) (2.31.0)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from gdown) (4.66.2)\n", "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->gdown) (2.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (3.6)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (2024.2.2)\n", "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.10/dist-packages (from requests[socks]->gdown) (1.7.1)\n", "Downloading...\n", "From: https://drive.google.com/uc?id=1V_GzXUDzcFz9QDIpxAD8QNEglcSipssW\n", "To: /content/pygenn-5.0.0-cp310-cp310-linux_x86_64.whl\n", "100% 8.29M/8.29M [00:00<00:00, 118MB/s]\n", "Processing ./pygenn-5.0.0-cp310-cp310-linux_x86_64.whl\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from pygenn==5.0.0) (1.25.2)\n", "Requirement already satisfied: deprecated in /usr/local/lib/python3.10/dist-packages (from pygenn==5.0.0) (1.2.14)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from pygenn==5.0.0) (5.9.5)\n", "Requirement already satisfied: wrapt<2,>=1.10 in /usr/local/lib/python3.10/dist-packages (from deprecated->pygenn==5.0.0) (1.14.1)\n", "pygenn is already installed with the same version as the provided wheel. Use --force-reinstall to force an installation of the wheel.\n", "env: CUDA_PATH=/usr/local/cuda\n" ] } ], "source": [ "if \"google.colab\" in str(get_ipython()):\n", " #import IPython\n", " #IPython.core.magics.execution.ExecutionMagics.run.func_defaults[2] = lambda a: a\n", " #%run \"../install_collab.ipynb\"\n", " !pip install gdown --upgrade\n", " !gdown 1V_GzXUDzcFz9QDIpxAD8QNEglcSipssW\n", " !pip install pygenn-5.0.0-cp310-cp310-linux_x86_64.whl\n", " %env CUDA_PATH=/usr/local/cuda" ] }, { "cell_type": "markdown", "metadata": { "id": "8GngV4fThkhM" }, "source": [ "## Build model\n", "Import numpy, matplotlib and the main `GeNNModel` class from PyGeNN" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "q6WNelXsbjy1" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from pygenn import GeNNModel" ] }, { "cell_type": "markdown", "metadata": { "id": "261uLnJsgyeE" }, "source": [ "Create a new model called \"tutorial1\" with floating point precision and set the simulation timestep to 0.1ms" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "EDpiDOK0gkEz" }, "outputs": [], "source": [ "model = GeNNModel(\"float\", \"tutorial1\")\n", "model.dt = 0.1" ] }, { "cell_type": "markdown", "metadata": { "id": "LrfXpMqfjRBe" }, "source": [ "Configure initial state for a population of Izhikevich neurons with a constant value for the `V` and `U` state variables and different values for the `a`, `b`, `c` and `d` parameters (because we are going to be using the `IzhikevichVariable` model, the parameters are also implemented as state variables so they can vary across the population of neurons)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "tU2M4MgFjRae" }, "outputs": [], "source": [ "izk_init = {\"V\": -65.0,\n", " \"U\": -20.0,\n", " \"a\": [0.02, 0.1, 0.02, 0.02],\n", " \"b\": [0.2, 0.2, 0.2, 0.2],\n", " \"c\": [-65.0, -65.0, -50.0, -55.0],\n", " \"d\": [8.0, 2.0, 2.0, 4.0]}" ] }, { "cell_type": "markdown", "metadata": { "id": "YrOQPgYBjuym" }, "source": [ "Add a population of 4 of these neurons (GeNN's built in models are selected by specifying model as a string)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "zc-e5Lu2j_Yq" }, "outputs": [], "source": [ "pop = model.add_neuron_population(\"Neurons\", 4, \"IzhikevichVariable\", {}, izk_init)" ] }, { "cell_type": "markdown", "metadata": { "id": "u8wu06PZkBnS" }, "source": [ "Add a DC (i.e. constant) current input to the population to inject a constant current into the neurons and make them spike\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "GNBjEGWPj_3Q" }, "outputs": [], "source": [ "model.add_current_source(\"CurrentSource\", \"DC\", pop, {\"amp\": 10.0}, {});" ] }, { "cell_type": "markdown", "metadata": { "id": "IGKUIiaGkA0Z" }, "source": [ "Generate code and load it into PyGeNN" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "d0mK72rYkiYe" }, "outputs": [], "source": [ "model.build()\n", "model.load()" ] }, { "cell_type": "markdown", "metadata": { "id": "cNs18ywkkq6T" }, "source": [ "## Simulate tutorial model\n", "State variables in the GeNN model can be accessed directly using memory views. Create a memory view to access the membrane voltage of our neurons" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "nWFVfYfdkobN" }, "outputs": [], "source": [ "voltage = pop.vars[\"V\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "wv-hDOIe3Hgy" }, "source": [ "We want to record these voltages for each neuron every timestep so, after every we simulate each time step, we copy the membrane voltage back from the GPU and add a copy (because the memory view gives access to the actual simulator state we need to make a copy) to a list" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "99MBe7JKk5Ut" }, "outputs": [], "source": [ "voltages = []\n", "while model.t < 200.0:\n", " model.step_time()\n", " voltage.pull_from_device()\n", " voltages.append(voltage.values)" ] }, { "cell_type": "markdown", "metadata": { "id": "Ug6S1h-z3k7v" }, "source": [ "Plot the voltages over time in 4 seperate panels" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 718 }, "id": "RsVbAbIPlEO8", "outputId": "731335aa-f7da-4490-fae4-daa33b98f92b", "scrolled": true }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# Stack voltages together into a 2000x4 matrix\n", "voltages = np.vstack(voltages)\n", "\n", "# Create figure with 4 axes\n", "fig, axes = plt.subplots(4, sharex=True, figsize=(15, 8))\n", "\n", "# Plot voltages of each neuron in\n", "for i, t in enumerate([\"RS\", \"FS\", \"CH\", \"IB\"]):\n", " axes[i].set_title(t)\n", " axes[i].set_ylabel(\"V [mV]\")\n", " axes[i].plot(np.arange(0.0, 200.0, 0.1), voltages[:,i])\n", "\n", "axes[-1].set_xlabel(\"Time [ms]\");" ] }, { "cell_type": "markdown", "metadata": { "id": "h4yw3JiNpXOM" }, "source": [ "Exercises\n", "---\n", "1. Add three more neurons with the remaining neuron types: Thalamo-cortical, resonator, and low-threshold spiking.\n", "2. Make a neuron that changes its type gradually from the beginning to the end of the simulation. Use a longer simulation time to make this meaningful." ] } ], "metadata": { "accelerator": "GPU", "colab": { "name": "1_neurons", "provenance": [], "gpuType": "T4" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 0 }