{ "cells": [ { "cell_type": "markdown", "id": "a31a00d9", "metadata": {}, "source": [ "# Kirman's Ants" ] }, { "cell_type": "markdown", "id": "faa89207", "metadata": {}, "source": [ "The Kirman ant recruitment model {cite:t}`Kirman1993Ants` is a binary-choice\n", "stochastic model on the unit interval. The fraction $x_t \\in (0, 1)$ of ants\n", "at one of two food sources evolves under spontaneous switching at rate\n", "$\\rho$ and herding at rate $\\mu$. In the large-$N$ continuous limit\n", "{cite:p}`MoranEtAl2020SchroedingerCat`, the dynamics are described by the\n", "Itô SDE:\n", "\n", "$$\n", "dx_t = \\rho \\, (1 - 2 x_t) \\, dt + \\sqrt{2 \\mu \\, x_t (1 - x_t)} \\, dW_t.\n", "$$\n", "\n", "The stationary distribution is analytically known:\n", "$x_\\infty \\sim \\text{Beta}(\\rho/\\mu, \\rho/\\mu)$. The ratio $\\rho/\\mu$\n", "determines the regime — unimodal at $x = 1/2$ for $\\rho/\\mu > 1$,\n", "bimodal with mass at the boundaries for $\\rho/\\mu < 1$, and uniform at\n", "$\\rho/\\mu = 1$." ] }, { "cell_type": "markdown", "id": "5a94cbbe", "metadata": {}, "source": [ "## Module Contents\n", "\n", "As with all `MacroStat` models, KirmansAnts is divided into Variables,\n", "Parameters (fixed constants), Scenarios, and the Behavior (model\n", "initialization and steps)." ] }, { "cell_type": "markdown", "id": "47e462fd", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Variables \n", " Parameters \n", " Equations \n", " Scenarios \n", "```" ] }, { "cell_type": "markdown", "id": "3f69ddb8", "metadata": {}, "source": [ "## Implementation in MacroStat\n", "\n", "KirmansAnts is the first continuous-time SDE model in the package. Each\n", "`step()` runs `substeps = int(1 / dt) = 10_000` Euler-Maruyama micro-steps\n", "inside a numpy loop with boundary rejection, mirroring the abmstat\n", "reference implementation. The base `forward()` is **not** overridden, so\n", "the standard Scenario, parameter-shock, and `record_state` machinery is\n", "preserved. With `record_inner=True`, every micro-step is written to\n", "`behavior_instance._micro_trajectory` (float32), exposing the full\n", "high-resolution trajectory for downstream analysis." ] }, { "cell_type": "markdown", "id": "9cd315d1", "metadata": {}, "source": [ "## Model Dynamics" ] }, { "cell_type": "markdown", "id": "22004823", "metadata": {}, "source": [ "### Preparatory Steps" ] }, { "cell_type": "code", "execution_count": 1, "id": "bed16483", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import importlib\n", "import logging\n", "import sys\n", "\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from scipy.stats import beta as beta_dist\n", "\n", "from macrostat.models.KirmansAnts import KirmansAnts, ParametersKirmansAnts\n", "\n", "plt.style.use(\"../../macrostat.mplstyle\")\n", "importlib.reload(logging)\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)" ] }, { "cell_type": "markdown", "id": "86d218f4", "metadata": {}, "source": [ "### Three regimes\n", "\n", "We run the model for the three named scenarios. `record_inner=True` keeps\n", "the full micro-step trajectory available on the behavior instance after\n", "`simulate()` returns." ] }, { "cell_type": "code", "execution_count": 2, "id": "933a6bf2", "metadata": {}, "outputs": [], "source": [ "params = ParametersKirmansAnts(\n", " hyperparameters={\"timesteps\": 100, \"record_inner\": True}\n", ")\n", "model = KirmansAnts(parameters=params)\n", "\n", "regimes = {\n", " \"Bimodal (rho=0.5)\": (0, 0.5),\n", " \"Uniform (rho=1.0)\": (1, 1.0),\n", " \"Unimodal (rho=2.0)\": (2, 2.0),\n", "}\n", "\n", "trajectories = {}\n", "for label, (scenario, rho_value) in regimes.items():\n", " model.simulate(scenario=scenario)\n", " trajectories[label] = (\n", " model.behavior_instance._micro_trajectory.copy(),\n", " rho_value,\n", " )" ] }, { "cell_type": "markdown", "id": "bdccd6ee", "metadata": {}, "source": [ "### Time series and stationary distribution" ] }, { "cell_type": "markdown", "id": "a2661cf9", "metadata": {}, "source": [ "Each row shows one regime: the left panel plots the first 40,000 micro-steps\n", "(4 time units of SDE evolution); the right panel plots the histogram of the\n", "full trajectory against the analytical $\\text{Beta}(\\rho/\\mu, \\rho/\\mu)$\n", "density." ] }, { "cell_type": "code", "execution_count": 3, "id": "465aad13", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=3, ncols=2, figsize=(11, 9))\n", "\n", "x_grid = np.linspace(1e-3, 1.0 - 1e-3, 400)\n", "\n", "for row, (label, (trajectory, rho_value)) in enumerate(trajectories.items()):\n", " axs[row, 0].plot(trajectory[:40_000], color=\"k\", linewidth=0.4)\n", " axs[row, 0].set_ylim(0.0, 1.0)\n", " axs[row, 0].set_title(label)\n", " axs[row, 0].set_xlabel(\"micro-step\")\n", " axs[row, 0].set_ylabel(r\"$x_t$\")\n", "\n", " axs[row, 1].hist(\n", " trajectory, bins=80, density=True, color=\"grey\", alpha=0.7\n", " )\n", " pdf = beta_dist.pdf(x_grid, rho_value, rho_value)\n", " axs[row, 1].plot(x_grid, pdf, color=\"tab:red\", linewidth=1.5)\n", " axs[row, 1].set_xlim(0.0, 1.0)\n", " axs[row, 1].set_xlabel(r\"$x$\")\n", " axs[row, 1].set_ylabel(\"density\")\n", " axs[row, 1].set_title(rf\"Beta({rho_value}, {rho_value}) overlay\")\n", "\n", "fig.suptitle(\"Figure KirmansAnts.1: Three regimes\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cba6c54f", "metadata": {}, "source": [ "### Notes\n", "\n", "- `model.variables.timeseries[\"density\"]` carries one end-of-time-unit\n", " value per outer step; the full micro-step trajectory is on the behavior\n", " instance.\n", "- The model is non-differentiable;\n", " `BehaviorKirmansAnts.supports_differentiable = False` so passing\n", " `differentiable=True` raises `RuntimeError` at construction." ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }