From b732bc3680509b99421f00798735262081476e39 Mon Sep 17 00:00:00 2001 From: ToruNiina Date: Tue, 13 Aug 2019 16:27:20 +0900 Subject: [PATCH] :pencil: add example for sgfrd --- en/examples/example13.ipynb | 11863 ++++++++++++++++++++++++++++++++++ 1 file changed, 11863 insertions(+) create mode 100644 en/examples/example13.ipynb diff --git a/en/examples/example13.ipynb b/en/examples/example13.ipynb new file mode 100644 index 0000000..4c3f557 --- /dev/null +++ b/en/examples/example13.ipynb @@ -0,0 +1,11863 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "from ecell4 import *\n", + "from ecell4_base.core import *\n", + "from ecell4_base import sgfrd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Declaring Species and ReactionRules:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "with species_attributes():\n", + " A | {'D': 1.0, 'radius': 0.005}\n", + " B | {'D': 1.0, 'radius': 0.005}\n", + "\n", + "with reaction_rules():\n", + " A > A + A | 1.0\n", + " A + B > B | 1.0\n", + "\n", + "m = get_model()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then make a world. By default, it constructs a planar surface.\n", + "\n", + "You can also pass a polygon as an STL file to `Factory` through `SGFRDFactory.polygon(filename, STLFormat)`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "f = sgfrd.Factory(Integer3(10, 10, 10)) # set resolution of the plane\n", + "w = f.world(Real3(10.0, 10.0, 10.0)) # set size of the simulation box\n", + "w.bind_to(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "w.add_molecules(Species(\"A\"), 1000)\n", + "w.add_molecules(Species(\"B\"), 1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "sim = f.simulator(w, m)\n", + "\n", + "obs1 = FixedIntervalNumberObserver(0.001)\n", + "obs2 = FixedIntervalHDF5Observer(0.002, \"sgfrd%03d.h5\")\n", + "\n", + "sim.run(0.1, (obs1, obs2))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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