{ "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": [ "
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      ],
      "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"
     ]
    },
    {
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",
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Parameter m_hat not found in posterior samples, skipping plot.\n", "Parameter r_hat not found in posterior samples, skipping plot.\n", "Parameter K_hat not found in posterior samples, skipping plot.\n", " mean sd r_hat\n", "c_hat[0, 0] 0.597 0.043 1.0\n", "c_hat[0, 1] 0.903 0.108 1.0\n", "c_hat[1, 0] 0.647 0.040 1.0\n", "c_hat[1, 1] 1.068 0.067 1.0\n", "sigma[0] 2.840 0.093 1.0\n" ] }, { "data": { "text/plain": [ "'model_posterior.nc'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_species = 2\n", "num_resources = 2\n", "\n", "# fixed parameters\n", "tau = params[\"tau\"]\n", "m = params[\"m\"]\n", "r = params[\"r\"]\n", "w = params[\"w\"]\n", "K = params[\"K\"]\n", "\n", "# Define prior for c (resource preference matrix)\n", "prior_c_mean = 0.6\n", "prior_c_sigma = 0.1\n", "\n", "# Sampling conditions\n", "draws = 1000\n", "tune = 1000\n", "chains = 4\n", "cores = 4\n", "\n", "inference = inferCRMbayes()\n", "\n", "inference.set_parameters(times=times, yobs=yobs, num_species=num_species, num_resources=num_resources,\n", " tau=tau, m=m, r=r, w=w, K=K,\n", " prior_c_mean=prior_c_mean, prior_c_sigma=prior_c_sigma,\n", " draws=draws, tune=tune, chains=chains, cores=cores)\n", "\n", "idata = inference.run_inference()\n", "\n", "# To plot posterior distributions\n", "inference.plot_posterior(idata)\n", "\n", "\n", "summary = az.summary(idata, var_names=[\"c_hat\", \"sigma\"])\n", "print(summary[[\"mean\", \"sd\", \"r_hat\"]])\n", "\n", "# Save posterior samples to file\n", "az.to_netcdf(idata, 'model_posterior.nc')\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the trace of the posterior samples\n", "az.plot_trace(idata, var_names=[\"c_hat\", \"sigma\"])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "c_hat/c:\n", "[[0.6 0.9 ]\n", " [0.65 1.07]]\n", "\n", " [[0.67557518 0.43848517]\n", " [0.88461136 0.64786379]]\n" ] }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Plot the CRM\n", "\n", "init_species = 10 * np.ones(num_species+num_resources)\n", "\n", "# inferred parameters\n", "c_h = np.median(idata.posterior[\"c_hat\"].values, axis=(0,1))\n", "\n", "compare_params(c=(c, c_h))\n", "\n", "predictor = sim_CRM()\n", "\n", "predictor.set_parameters(num_species = num_species,\n", " num_resources = num_resources,\n", " tau = tau,\n", " w = w,\n", " c = c_h,\n", " m = m,\n", " r = r,\n", " K = K)\n", "\n", "#predictor.print_parameters()\n", "\n", "observed_species, observed_resources = predictor.simulate(times, init_species)\n", "observed_data = np.hstack((observed_species, observed_resources))\n", " \n", "# plot predicted species and resouce dynamics against observed data\n", "\n", "plot_CRM(observed_species, observed_resources, times, 'data-s2-r2.csv')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot CRM with confidence intervals\n", "\n", "# Get posterior samples for c_hat \n", "c_posterior_samples = idata.posterior[\"c_hat\"].values \n", "\n", "lower_percentile = 2.5\n", "upper_percentile = 97.5\n", "\n", "n_samples = 1000 \n", "random_indices = np.random.choice(c_posterior_samples.shape[1], size=n_samples, replace=False)\n", "\n", "# Store simulation results\n", "all_species_trajectories = []\n", "all_resource_trajectories = []\n", "\n", "# Run simulations with different posterior samples\n", "for i in range(n_samples):\n", " chain_idx = np.random.randint(0, c_posterior_samples.shape[0])\n", " c_sample = c_posterior_samples[chain_idx, random_indices[i]]\n", " \n", " sample_predictor = sim_CRM()\n", " sample_predictor.set_parameters(num_species=num_species,\n", " num_resources=num_resources,\n", " tau=tau,\n", " w=w,\n", " c=c_sample,\n", " m=m,\n", " r=r,\n", " K=K)\n", " \n", " sample_species, sample_resources = sample_predictor.simulate(times, init_species)\n", " \n", " # Store results\n", " all_species_trajectories.append(sample_species)\n", " all_resource_trajectories.append(sample_resources)\n", "\n", "# Convert to numpy arrays\n", "all_species_trajectories = np.array(all_species_trajectories) \n", "all_resource_trajectories = np.array(all_resource_trajectories) \n", "\n", "# Calculate percentiles across samples for each time point and species/resource\n", "species_lower = np.percentile(all_species_trajectories, lower_percentile, axis=0)\n", "species_upper = np.percentile(all_species_trajectories, upper_percentile, axis=0)\n", "resource_lower = np.percentile(all_resource_trajectories, lower_percentile, axis=0)\n", "resource_upper = np.percentile(all_resource_trajectories, upper_percentile, axis=0)\n", "\n", "\n", "# plot the CRM with confidence intervals\n", "plot_CRM_with_intervals(observed_species, observed_resources, \n", " species_lower, species_upper,\n", " resource_lower, resource_upper,\n", " times, 'data-s2-r2.csv')" ] } ], "metadata": { "kernelspec": { "display_name": "MIMIC_env", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }