{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "from mimic.utilities import *\n", "from mimic.utilities.utilities import plot_CRM, plot_CRM_with_intervals\n", "\n", "from mimic.model_infer.infer_CRM_bayes import *\n", "from mimic.model_infer import *\n", "from mimic.model_simulate import *\n", "from mimic.model_simulate.sim_CRM import *\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "import arviz as azS\n", "import pymc as pm\n", "import pytensor.tensor as at\n", "import pickle\n", "import cloudpickle\n", "\n", "from scipy import stats\n", "from scipy.integrate import odeint\n" ] }, { "cell_type": "markdown", "metadata": { "vscode": { "languageId": "plaintext" } }, "source": [ "## Bayesian inference to infer the parameters of a Consumer Resource model\n", "\n", "The Consumer Resource equation based on the MacArthur model takes the form\n", "\n", "$$\n", "dN_i = \\frac{N_i}{\\tau} \\cdot \\left( c_{ij} \\cdot (w \\cdot R)_j - m_i \\right)\n", "$$\n", "\n", "$$\n", "dR_j = \\frac{1}{r \\cdot K_j} \\cdot (K_j - R_j) \\cdot R_j - (N_i \\cdot c_{ij} \\cdot R_j)\n", "$$\n", "\n", "\n", "where:\n", "- $N$ is the concentration of each species\n", "- $\\tau$ is the species timescale\n", "- $m$ is the species mortality rate\n", "- $R$ is the concentration of each resource\n", "- $r$ is the resource timescale\n", "- $w$ is the quality of each resource\n", "- $K$ is the resource capacity\n", "- $c$ is each species' preference for each resource\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike the gLV, the CRM is not linearised, so the DifferentialEquation function from pymc is utilised to solve the ODEs within the inference function. This can take a while if inferring all parameters, so below we demonstrate run_inference by inferring only one parameter (c) while the rest remain fixed, where inferring all parameters takes longer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in simulated data\n", "The data was simulated examples-sim-CRM.ipynb" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with open(\"params-s2-r2.pkl\", \"rb\") as f:\n", " params = pickle.load(f)\n", "tau = params[\"tau\"]\n", "m = params[\"m\"]\n", "r = params[\"r\"]\n", "w = params[\"w\"]\n", "K = params[\"K\"]\n", "c = params[\"c\"]\n", "\n", "# read in the data\n", "\n", "data = pd.read_csv(\"data-s2-r2.csv\")\n", "\n", "times = data.iloc[:, 0].values\n", "yobs = data.iloc[:, 1:6].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Infer parameter c only\n", "While parameters tau, m, r, w and K remain fixed to true values generated by the simulation. Any combination of parameters can be inferred by providing the prior_mean and prior_sigma instead of the true value" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "times shape: (100,)\n", "yobs shape: (100, 4)\n", "Number of species: 2\n", "Number of resources: 2\n", "tau_hat is fixed\n", "w_hat is fixed\n", "c_hat is inferred\n", "m_hat is fixed\n", "r_hat is fixed\n", "K_hat is fixed\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, c_hat_vals]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d3b5612bf1724ef6afd81ac810812d6b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/cclare/projects/CRM/MIMIC/MIMIC_env/lib/python3.10/site-packages/pymc/ode/ode.py:131: ODEintWarning: Illegal input detected (internal error). Run with full_output = 1 to get quantitative information.\n", " sol = scipy.integrate.odeint(\n", "/home/cclare/projects/CRM/MIMIC/MIMIC_env/lib/python3.10/site-packages/pymc/ode/ode.py:131: ODEintWarning: Excess accuracy requested (tolerances too small). Run with full_output = 1 to get quantitative information.\n", " sol = scipy.integrate.odeint(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " lsoda-- warning..internal t (=r1) and h (=r2) are\u0000\u0000\n", " such that in the machine, t + h = t on the next step \n", " (h = step size). solver will continue anyway\u0000\u0000\n", " in above, r1 = 0.0000000000000D+00 r2 = 0.0000000000000D+00\n", " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.1000000000000D+00\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.0000000000000D+00 r2 = 0.0000000000000D+00\n", " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.2000000000000D+00\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.0000000000000D+00 r2 = 0.0000000000000D+00\n", " lsoda-- trouble from intdy. itask = i1, tout = r1\u0000\u0000\n", " in above message, i1 = 1\n", " in above message, r1 = 0.2000000000000D+00\n", " lsoda-- at t (=r1), too much accuracy requested \u0000\u0000\n", " for precision of machine.. see tolsf (=r2) \u0000\u0000\n", " in above, r1 = 0.1000000000000D+00 r2 = NaN\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/cclare/projects/CRM/MIMIC/MIMIC_env/lib/python3.10/site-packages/pymc/ode/ode.py:131: ODEintWarning: Excess work done on this call (perhaps wrong Dfun type). Run with full_output = 1 to get quantitative information.\n", " sol = scipy.integrate.odeint(\n", "/home/cclare/projects/CRM/MIMIC/MIMIC_env/lib/python3.10/site-packages/pymc/ode/ode.py:131: ODEintWarning: Excess accuracy requested (tolerances too small). Run with full_output = 1 to get quantitative information.\n", " sol = scipy.integrate.odeint(\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/cclare/projects/CRM/MIMIC/MIMIC_env/lib/python3.10/site-packages/pymc/ode/ode.py:131: ODEintWarning: Excess accuracy requested (tolerances too small). Run with full_output = 1 to get quantitative information.\n", " sol = scipy.integrate.odeint(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " lsoda-- at t (=r1), too much accuracy requested \u0000\u0000\n", " for precision of machine.. see tolsf (=r2) \u0000\u0000\n", " in above, r1 = 0.1000000000000D+00 r2 = NaN\n", " lsoda-- at t (=r1), too much accuracy requested \u0000\u0000\n", " for precision of machine.. see tolsf (=r2) \u0000\u0000\n", " in above, r1 = 0.1000000000000D+00 r2 = NaN\n" ] }, { "data": { "text/html": [ "
\n" ], "text/plain": [] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 664 seconds.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Parameter tau_hat not found in posterior samples, skipping plot.\n", "Parameter w_hat not found in posterior samples, skipping plot.\n", "Plotting posterior for c_hat\n" ] }, { "data": { "image/png": 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", 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