{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Python and NeuronUnit with two simple models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Fitzhugh and Nagumo, 1969
\n", "\\begin{matrix} \n", "\\frac{dV}{dt} & = & \\frac{V^3}{3} - W + I \\\\\n", "\\frac{dU}{dt} & = & \\phi(V + a - bU) \n", "\\end{matrix}\n", "

\n", "
Izhikevich, 2007
\n", "\\begin{matrix} \n", "\\frac{dV}{dt} & = & 0.04V^2 +5V +140 - U + I \\\\\n", "\\frac{dU}{dt} & = & a(bV - U) \\\\\n", "\\end{matrix}\n", "
if $v>30$, set $v=c$ and $u=u+d$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Install (this) copy of NeuronUnit. May take a few minutes. You can skip if NeuronUnit is already installed in your account." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "!pip install -q --user -e ../../\n", "import sys\n", "sys.path.append('../../')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import all of the basic numerical libraries and set up the plotting environment" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "import numpy as np\n", "from pathlib import Path\n", "import seaborn as sns\n", "sns.set(font_scale=1.5)\n", "sns.set_style('whitegrid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now get model files from GitHub (you only need to do this once):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "if not Path('Fitzhugh-Nagumo').exists():\n", " !git clone -q http://github.com/OpenSourceBrain/Fitzhugh-Nagumo" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "if not Path('IzhikevichModel').exists():\n", " !git clone -q http://github.com/OpenSourceBrain/IzhikevichModel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import a model class from NeuronUnit that can work with NeuroML model files.
\n", "This will work on JupyterHub, but if you have any problems, try: `!pip install --user git+http://github.com/scidash/neuronunit@dev` in an empty cell." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/airspeed/__init__.py:505: FutureWarning: Possible nested set at position 8\n", " KEYVALSEP = re.compile(r'[ \\t]*:[[ \\t]*(.*)$', re.S)\n" ] } ], "source": [ "from neuronunit.models import LEMSModel\n", "# Ignore 'FutureWarning' that may show below; that is an upstream package" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wrap the relevant model files in NeuronUnit classes. I know these are the correct files because all OpenSourceBrain projects have a similar structure: a file describing the model, a file describing a netork of neurons from that model, and a file describing a simulation experiment (and sometimes others). Here I am wrapping the file that describes a simulation experiment because it is easier to \"just run it\"." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "izh_model = LEMSModel('IzhikevichModel/NeuroML2/LEMS_2007One.xml')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "fhn_model = LEMSModel('Fitzhugh-Nagumo/NeuroML2/LEMS_FitzHughNagumo.xml')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now run (i.e. simulate, i.e. numerically integrate the differential equations with respect to time) each model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "izh_model.run()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fhn_model.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract the simulated results from each model. I know how to extract these results because I opened the LEMS files (.xml) above and saw that the pointed to specific named cells, populations, and variables. For example, LEMS_FitzHughNagumo.xml includes (uses) FN.net.nml, which is the underlying model being simulated. And that file contains ``, which is a population of 1 Fitzhugh Nagumo cell. `fn1pop` refers to that populaion, and `fn1pop[0]` to its first an only cell. The `/V` on the end, below, means the voltage state variable. The other state variable is referred to as `W` but I am going to reassign it to a Python variable called `u` for consistency across models." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# For each model, create a lookup for the state variables `v` and `u`,\n", "# whose values are the corresponding recorded entities in the NeuroML file.\n", "fhn_lookup = {'t': 't', 'v': 'fn1pop[0]/V', 'u': 'fn1pop[0]/W'}\n", "izh_lookup = {'t': 't', 'v': 'RS_pop/0/RS/v', 'u': 'RS_pop/0/RS/u'}\n", "# Note: I have no idea why the first cell is accessed with [0] for one model but /0 for the other!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've created a function to make it easier to extract the simulation results" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def get_results(model, lookup, n_time_steps=np.inf):\n", " \"\"\"Given a model, a lookup dictionary, and a number of time steps,\n", " return the state variables (and time)\"\"\"\n", " return [np.array(model.results[lookup[x]])[:n_time_steps] for x in lookup]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And another function for plotting them" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def plot_results(t, v, u, name, offset=3):\n", " \"\"\"Plot V and U vs time and against each other\n", " Offset U by `offset` with each timestep for visualization purposes\"\"\"\n", " fig, ax = plt.subplots(2, 2, figsize=(18, 12))\n", " ax[0, 0].plot(t, v)\n", " ax[0, 0].set_xlabel('Time (s)')\n", " ax[0, 0].set_ylabel('V')\n", " ax[1, 0].plot(t, u, 'red')\n", " ax[1, 0].set_xlabel('Time (s)')\n", " ax[1, 0].set_ylabel('U')\n", " ax[0, 1].scatter(v, u+t*offset, color=cm.jet(np.array(t)/max(t)), alpha=0.1)\n", " ax[0, 1].set_xlabel('V')\n", " ax[0, 1].set_ylabel('U')\n", " ax[1, 1].axis('off') # Unused\n", " plt.suptitle(name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's extract the FitzHugh-Nagumo results..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "t, v, u = get_results(fhn_model, fhn_lookup, n_time_steps=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot them..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(t, v, u, 'Fitzhugh-Nagumo')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same for the Izhikevich model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "t, v, u = get_results(izh_model, izh_lookup, n_time_steps=100000)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(t, v, u, 'Izhikevich')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulations above are not only for particular values of the model parameters (all the things not called `U`, `V`, or `I` in the equations at the top) but also for particular simulation experiments (particular time-varying values of `I`). You can go into the model directories you checked out from GitHub and edit the files to change these values, which will give different simulation results. Editing these files is a very tedious way to change model parameters, and not the way we would normally do it. Next time we will explore how to change these values programatically." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "BONUS:\n", "You can explore the phase diagram for each model by asking what its gradient is at different points in state space. In the plots below, we visualize that gradient as a \"wind\" with arrows. Any point in state space (any value of V and U) will follow that wind. The interesting cases are oscillations, when that wind blows in a loop." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fhn_derivatives(states, phi=0.08, a=0.7, b=0.8, I=1):\n", " V, U = states\n", " vprime = V**3/3 - U + I\n", " uprime = phi * (V + a - b*U)\n", " return vprime, uprime\n", "\n", "def izh_derivatives(states, a=0.02, b=0.2, c=-65, d=6, I=1):\n", " V, U = states\n", " vprime = 0.04*V**2 + 5*V + 140 - U + I\n", " uprime = a*(b*V - U)\n", " # Parameters `c` and `d` don't enter the picture\n", " # until after a spike; we can skip them here\n", " return vprime, uprime\n", "\n", "def stream(name, derivatives, params, vlim, ulim, ax=None):\n", " vrange = np.linspace(*vlim, 200)\n", " urange = np.linspace(*ulim, 200)\n", " v, u = np.meshgrid(vrange, urange)\n", " vprime, uprime = derivatives([v, u], **params)\n", " if ax is None:\n", " ax = plt.gca()\n", " ax.streamplot(v, u, vprime, uprime)\n", " ax.set_xlabel('V')\n", " ax.set_ylabel('U')\n", " ax.set_title(name)\n", " \n", "fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n", "stream('Fitzhugh-Nagumo', fhn_derivatives, {'phi': 0.08, 'a': 0.7, 'b': 0.08, 'I': 1}, [-2, 2], [0, 2], ax=ax[0])\n", "stream('Izhikevich', izh_derivatives, {'a': 0.08, 'b': 0.7, 'c': 0.08, 'd': 1}, [-90, -10], [0, 2], ax=ax[1])\n", "plt.tight_layout()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }