diff --git a/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb b/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb index dfa41bc..1fab435 100644 --- a/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb +++ b/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb @@ -129,7 +129,6 @@ }, { "cell_type": "markdown", - "metadata": {}, "source": [ "# SIR model\n", "\n", @@ -169,19 +168,13 @@ "In the first model built, the definition of parameters is up to the user and they are not time dependent, i.e., we have a deterministic and time-invariant system. This means that if we make a simulation with the same initial populations and parameters 100 times, we will get 100 equal results.\n", "\n", "Evidently, this is not how real world works and it will not allow us to reach our goal of creating multiple spread scenarios, so it's quite important that stochasticity is added to the model." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SIR model stock and flow diagram\n", - "Before properly building the model, it's essential to graphically represent it so that our problem is conceptually understood.\n", - "\n", - "The following stock and flow diagram shows how the information flows through the SIR model stocks of populations.\n", - "\n", - "![SIR model mechanism](images/sir_model_stock_flow.png)" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "markdown", @@ -813,4 +806,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb b/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb index 52fdf48..40255e2 100644 --- a/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb +++ b/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb @@ -2,7 +2,11 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Predator Prey Systems Dynamics modelling\n", "\n", @@ -22,7 +26,11 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -36,16 +44,14 @@ "\\___/\\__,_/\\__,_/\\____/_/ |_/_____/\n", "by cadCAD\n", "\n", + "cadCAD Version: 0.4.28\n", "Execution Mode: local_proc\n", - "Configuration Count: 1\n", - "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (1000, 6, 1, 2)\n", + "Simulation Dimensions:\n", + "Entire Simulation: (Models, Unique Timesteps, Params, Total Runs, Sub-States) = (1, 1000, 6, 1, 2)\n", + " Simulation 0: (Timesteps, Params, Runs, Sub-States) = (1000, 6, 1, 2)\n", "Execution Method: local_simulations\n", - "SimIDs : [0]\n", - "SubsetIDs: [0]\n", - "Ns : [0]\n", - "ExpIDs : [0]\n", "Execution Mode: single_threaded\n", - "Total execution time: 0.28s\n" + "Total execution time: 0.04s\n" ] } ], @@ -66,8 +72,12 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 2, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "# observe the dataset" @@ -75,111 +85,19 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 3, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { - "text/html": [ - "
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" }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -190,8 +108,12 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 4, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "# plot the data" @@ -199,25 +121,25 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 5, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { - "text/plain": [ - "" - ] + "text/plain": "" }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -232,10 +154,15 @@ }, { "cell_type": "markdown", - "metadata": {}, "source": [ "We can see that when prey increases, predators increase shortly after, and after prey decreases, prey decreases, illustrating the cyclical nature of the predator prey dynamical system. " - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } } ], "metadata": { @@ -259,4 +186,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/demos/System_Dynamics/prey_predator_sd/model/run.py b/demos/System_Dynamics/prey_predator_sd/model/run.py index 4f4a0ab..ce99d24 100644 --- a/demos/System_Dynamics/prey_predator_sd/model/run.py +++ b/demos/System_Dynamics/prey_predator_sd/model/run.py @@ -1,7 +1,6 @@ import pandas as pd -from model import config from cadCAD.engine import ExecutionMode, ExecutionContext,Executor -from cadCAD import configs +from .config import exp def run(): ''' @@ -12,7 +11,7 @@ def run(): exec_mode = ExecutionMode() local_mode_ctx = ExecutionContext(context=exec_mode.local_mode) - simulation = Executor(exec_context=local_mode_ctx, configs=configs) + simulation = Executor(exec_context=local_mode_ctx, configs=exp.configs) raw_system_events, tensor_field, sessions = simulation.execute() # Result System Events DataFrame df = pd.DataFrame(raw_system_events)