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": {
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