{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f13801d",
   "metadata": {},
   "source": [
    "# Colony Simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7214609e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make sure notebook runs out of vivarium-ecoli directory\n",
    "import sys, os\n",
    "\n",
    "# get the path to the notebook, and change working directory\n",
    "notebook_path = sys.path[0][:sys.path[0].index('notebooks')]\n",
    "sys.path.append(notebook_path)\n",
    "os.chdir(sys.path[-1])\n",
    "cwd = os.getcwd()\n",
    "  \n",
    "# print the current directory\n",
    "# print(\"Current working directory is:\", cwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4c810a28",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vivarium.core.composition import simulate_composite\n",
    "from vivarium.library.units import units\n",
    "from vivarium.plots.topology import plot_topology\n",
    "from vivarium_multibody.plots.snapshots import plot_snapshots, format_snapshot_data\n",
    "from ecoli.experiments.colony import Lattice, make_lattice_config, GrowDivide"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d18c6b2d",
   "metadata": {},
   "source": [
    "## simulation parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5c7142ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "diffusion_rate = 0.001\n",
    "initial_concentration = 1.0\n",
    "bins = [10, 10]\n",
    "bounds = [10, 10]\n",
    "growth_rate = 0.0005\n",
    "growth_noise = 10**-6\n",
    "depth = 10\n",
    "total_time = 5000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95d3947c",
   "metadata": {},
   "source": [
    "## make a Lattice environment with a GrowDivide agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f863f52f",
   "metadata": {},
   "outputs": [],
   "source": [
    "lattice_config = make_lattice_config(\n",
    "        bounds=bounds,\n",
    "        n_bins=bins,\n",
    "        concentrations={\n",
    "            'glc': initial_concentration},\n",
    "        diffusion=diffusion_rate,\n",
    "        depth=depth)\n",
    "\n",
    "# make the composite\n",
    "lattice_composer = Lattice(lattice_config)\n",
    "lattice_composite = lattice_composer.generate()\n",
    "\n",
    "growth_config = {\n",
    "    'default_growth_rate': growth_rate,\n",
    "    'default_growth_noise': growth_noise,\n",
    "}\n",
    "grow_divide_composer = GrowDivide({\n",
    "    'agent_id': '0',\n",
    "    'growth': growth_config,\n",
    "})\n",
    "\n",
    "agent_id = '0'\n",
    "grow_divide_composite = grow_divide_composer.generate(path=('agents', agent_id))\n",
    "lattice_composite.merge(composite=grow_divide_composite)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "428faa10",
   "metadata": {},
   "source": [
    "## plot topology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "34a60dfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 957.6x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hierarchy topology plot\n",
    "node_space = 1.2\n",
    "process_column = -0.2\n",
    "agent_row = -5\n",
    "agent_column = 1\n",
    "\n",
    "\n",
    "topology_plot_settings = {\n",
    "    'graph_format': 'hierarchy',\n",
    "    'show_ports': False,\n",
    "    'dashed_edges': True,\n",
    "    'node_size': 10000,\n",
    "    'coordinates': {\n",
    "        # Env Processes\n",
    "        'multibody': (5, 0),\n",
    "        'diffusion': (5, -node_space),\n",
    "        # Agent Processes\n",
    "        'agents\\n0\\ngrowth': (agent_column, agent_row),\n",
    "        'agents\\n0\\nglobals_deriver': (agent_column+node_space, agent_row),\n",
    "        'agents\\n0\\ndivide_condition': (agent_column+2*node_space, agent_row),\n",
    "        'agents\\n0\\ndivision': (agent_column+3*node_space, agent_row),\n",
    "    },\n",
    "    'node_labels': {\n",
    "        # Agent Processes\n",
    "        'agents\\n0\\nglobals_deriver': 'globals\\nderiver',\n",
    "        'agents\\n0\\ndivide_condition': 'divide\\ncondition',\n",
    "        'agents\\n0\\ndivision': 'division',\n",
    "    },\n",
    "}\n",
    "fig = plot_topology(lattice_composite, topology_plot_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "322c930f",
   "metadata": {},
   "source": [
    "## run a simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "198cb6d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: ee9124a6-208d-11ec-91a8-8c85908ac627\n",
      "Created: 09/28/2021 at 11:57:30\n",
      "Completed in 25.27 seconds\n"
     ]
    }
   ],
   "source": [
    "agent_id = '0'\n",
    "initial_state = {\n",
    "    'agents': {\n",
    "        agent_id: {\n",
    "            'global': {\n",
    "                'mass': 1000 * units.femtogram}\n",
    "        }}}\n",
    "\n",
    "sim_settings = {\n",
    "    'total_time': total_time,\n",
    "    'initial_state': initial_state,\n",
    "    'return_raw_data': True,\n",
    "}\n",
    "lattice_grow_divide_data = simulate_composite(lattice_composite, sim_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f73787d8",
   "metadata": {},
   "source": [
    "## plot simulation output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "86e5d9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6000x1200 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# format the data for plot_snapshots\n",
    "agents, fields = format_snapshot_data(lattice_grow_divide_data)\n",
    "\n",
    "# save snapshots figure\n",
    "fig = plot_snapshots(\n",
    "    bounds,\n",
    "    agents=agents,\n",
    "    fields=fields,\n",
    "    n_snapshots=4,\n",
    ")"
   ]
  }
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