{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# the boring stuff:\n", "import numpy\n", "import pandas\n", "import scipy\n", "from matplotlib import pyplot\n", "from IPython.display import display, Image\n", "\n", "# probabilistic programming:\n", "import arviz\n", "import pymc\n", "import sunode\n", "import pytensor\n", "import pytensor.tensor as pt\n", "import pytensor.printing\n", "\n", "# modeling:\n", "import calibr8\n", "import murefi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Differentiable ODE models with `murefi` and `sunode`\n", "This example builds on top of the basic Michaelis-Menten example to showcase how a `murefi` ODE model can be auto-differentiated with `sunode`.\n", "As we will see at the end of this example, this enables us to run efficient MCMCs with `NUTS`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing Data & Models\n", "The next cell is a condensed version of the corresponding chapter from the basic example (`Example_03_MichaelisMenten.ipynb`)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\zufal\\AppData\\Local\\Temp\\ipykernel_9420\\3436460410.py:33: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout()\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class ProductAssayModel(calibr8.BasePolynomialModelT):\n", " def __init__(self):\n", " super().__init__(\n", " independent_key='P',\n", " dependent_key='A570',\n", " mu_degree=1,\n", " scale_degree=0,\n", " )\n", " \n", "def observe_with_true_parameters(x):\n", " return scipy.stats.t.rvs(loc=0.17 + 0.12 * x, scale=0.03, df=3)\n", "\n", "# generate fake calibration data with a linear relationship\n", "numpy.random.seed(202103)\n", "N = 48\n", "X = numpy.linspace(0.1, 10, N)\n", "Y = observe_with_true_parameters(X)\n", "\n", "cm_product = ProductAssayModel()\n", "theta_fit, _ = calibr8.fit_scipy(\n", " cm_product,\n", " independent=X, dependent=Y,\n", " theta_guess=[0, 0.2, 0.05, 5],\n", " theta_bounds=[(-2, 2), (0.001, 0.5), (0.001, 0.5), (1, 10)]\n", ")\n", "fig, axs = calibr8.plot_model(cm_product);\n", "for ax in axs:\n", " ax.set_xlabel('product concentration [mmol/L]')\n", "axs[0].set_ylabel('$A_{570}$ [a.u.]')\n", "axs[1].set_ylabel(\"\")\n", "axs[0].set_ylim(bottom=0)\n", "axs[1].set_ylim(bottom=0)\n", "fig.tight_layout()\n", "pyplot.show()\n", "\n", "class MichaelisMentenModel(murefi.BaseODEModel):\n", " def __init__(self):\n", " self.guesses = dict(S_0=5, P_0=0, v_max=0.1, K_S=1)\n", " self.bounds = dict(\n", " S_0=(1, 20),\n", " P_0=(0, 10),\n", " v_max=(0.0001, 5),\n", " K_S=(0.01, 10),\n", " )\n", " super().__init__(\n", " independent_keys=['S', 'P'],\n", " parameter_names=[\"S_0\", \"P_0\", \"v_max\", \"K_S\"],\n", " )\n", "\n", " def dydt(self, y, t, theta):\n", " S, P = y\n", " v_max, K_S = theta\n", " \n", " dPdt = v_max * S / (K_S + S) \n", " return [\n", " -dPdt,\n", " dPdt,\n", " ]\n", " \n", "model = MichaelisMentenModel()\n", "\n", "# generate ground truth data at 10 time points\n", "theta_true = (8, 0, 0.16, 2.5)\n", "rep_groundtruth = model.predict_replicate(\n", " # S_0, P_0, v_max, K_S\n", " parameters=theta_true,\n", " template=murefi.Replicate.make_template(tmin=0, tmax=180, independent_keys='SP', rid='A01', N=10)\n", ")\n", "\n", "# use error model to make noisy observations of the ground truth\n", "rep_observed = murefi.Replicate(rid='A01')\n", "rep_observed['A570'] = murefi.Timeseries(\n", " t=rep_groundtruth['P'].t,\n", " y=observe_with_true_parameters(rep_groundtruth['P'].y),\n", " independent_key='P',\n", " dependent_key='A570'\n", ")\n", "\n", "# pack generated data into Dataset\n", "dataset = murefi.Dataset()\n", "dataset[rep_observed.rid] = rep_observed\n", "\n", "\n", "fig, ax = pyplot.subplots(dpi=90)\n", "ax.scatter(rep_observed['A570'].t, rep_observed['A570'].y, label='observations')\n", "# use error model to project groundtruth onto dependent variable axis\n", "ax.plot(rep_observed['A570'].t, cm_product.predict_dependent(rep_groundtruth[\"P\"].y)[0], label='groundtruth')\n", "ax.set(xlabel='time [s]', ylabel='$A_{570}$ [a.u.]')\n", "ax.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective function and gradients\n", "Like introduced in the basic example we need a `ParameterMapping` to specify how we want to apply the model to the dataset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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S_0P_0v_maxK_S
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A018.0P_0v_maxK_S
\n", "
" ], "text/plain": [ " S_0 P_0 v_max K_S\n", "rid \n", "A01 8.0 P_0 v_max K_S" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "ParameterMapping(1 replicates, 4 inputs, 3 free parameters)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_mapping = pandas.DataFrame(columns='rid,S_0,P_0,v_max,K_S'.split(',')).set_index('rid')\n", "# we'll fix S_0=8.0 and fit only the remaining parameters\n", "df_mapping.loc['A01'] = (8.0, 'P_0', 'v_max', 'K_S')\n", "\n", "# create the ParameterMapping object\n", "pm = murefi.ParameterMapping(\n", " df_mapping,\n", " guesses=model.guesses, # fed as dict where the key is the name of the parameter\n", " bounds=model.bounds # same as guesses\n", ")\n", "display(pm.as_dataframe())\n", "display(pm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The objective function is created in the same way:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Negative log-likelihood at initial guess: -11.26583475496314\n" ] } ], "source": [ "obj = murefi.objectives.for_dataset(\n", " dataset,\n", " model,\n", " pm,\n", " # no need for a substrate calibration model, because there's no data\n", " calibration_models=[cm_product]\n", ")\n", "\n", "# The objective function can be evaluated at the initial guess to see if everything works as expected:\n", "print(f'Negative log-likelihood at initial guess: {obj(pm.guesses)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `PyTensor` installed, the objective can be called with `TensorVariable`s to create a computation graph for the likelihood." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "K_S = pt.scalar(\"K_S\")\n", "P_0 = pt.scalar(\"P_0\")\n", "v_max = pt.scalar(\"v_max\")\n", "theta = [K_S, P_0, v_max]\n", "\n", "L = obj([K_S, P_0, v_max])\n", "# If `sunode` is installed we can auto-differentiate:\n", "L_grad = pytensor.grad(L, wrt=theta)\n", "\n", "# We can compile function to evaluate L and L_grad:\n", "f_L = pytensor.function(inputs=theta, outputs=[L])\n", "f_L_grad = pytensor.function(inputs=theta, outputs=L_grad)\n", "\n", "parameters = pm.guesses" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Evaluations at pm.guesses:\n", "obj : -11.26583475496314\n", "f_L : 11.265835029666126\n", "f_L_grad : [array(-6.7969403), array(16.5343305), array(442.18509082)]\n", "\n" ] } ], "source": [ "print(f\"\"\"\n", "Evaluations at pm.guesses:\n", "obj : {obj(parameters)}\n", "f_L : {f_L(*parameters)[0]}\n", "f_L_grad : {f_L_grad(*parameters)}\n", "\"\"\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The output file is available at graph.png\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This cell needs graphviz and pydot:\n", "# > mamba install -c conda-forge graphviz\n", "# > pip install pydot\n", "pytensor.printing.pydotprint(f_L, outfile=\"graph.png\")\n", "Image(\"graph.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Benchmarking\n", "The compiled likelihood function with `sunode` should be faster than the `odeint`-based `obj`.\n", "At the very least the autograd gradient should be faster than a manual one." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.1 ms ± 16.4 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" ] } ], "source": [ "%%timeit\n", "obj(parameters)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.47 ms ± 34.8 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" ] } ], "source": [ "%%timeit\n", "f_L(*parameters)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.45 ms ± 14.1 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" ] } ], "source": [ "%%timeit\n", "f_L_grad(*parameters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building a Bayesian ODE model with `murefi`, `calibr8`, `sunode` and `pymc`\n", "So far we have just seen how an ODE model built with `murefi` and `calibr8` can be compiled with `pytensor` and auto-differentiated by `pytensor` and `sunode`.\n", "The above steps are good to know about for those who want to leverage fast likelihoods and gradients for other methods, but for building a PyMC model all of this happens behind the scenes.\n", "\n", "Here we just have to come up with priors for our model parameters and can just press the inference button™." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster10\n", "\n", "10\n", "\n", "\n", "\n", "P_0\n", "\n", "P_0\n", "~\n", "Exponential\n", "\n", "\n", "\n", "A01.A570\n", "\n", "A01.A570\n", "~\n", "StudentT\n", "\n", "\n", "\n", "P_0->A01.A570\n", "\n", "\n", "\n", "\n", "\n", "v_max\n", "\n", "v_max\n", "~\n", "LogNormal\n", "\n", "\n", "\n", "v_max->A01.A570\n", "\n", "\n", "\n", "\n", "\n", "K_S\n", "\n", "K_S\n", "~\n", "LogNormal\n", "\n", "\n", "\n", "K_S->A01.A570\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first build the model\n", "with pymc.Model() as pmodel:\n", " t_theta = {\n", " 'S_0': 8,\n", " 'P_0': pymc.Exponential('P_0', lam=4),\n", " 'v_max': pymc.LogNormal('v_max', mu=numpy.log(3/25), sigma=1),\n", " 'K_S': pymc.LogNormal('K_S', mu=numpy.log(4), sigma=1)\n", " }\n", " # Just pass the priors into the objective.\n", " # PyMC, sunode, murefi and calibr8 take care of the rest.\n", " obj(t_theta)\n", "\n", "pymc.model_to_graphviz(pmodel)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [P_0, v_max, K_S]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 78 seconds.\n" ] } ], "source": [ "# then hit the inference button\n", "with pmodel:\n", " idata = pymc.sample(cores=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "arviz.plot_trace(idata);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dataset([('A01', Replicate(S[:200], P[:200]))])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset_pred = model.predict_dataset(\n", " template=murefi.Dataset.make_template_like(dataset, independent_keys='SP'),\n", " parameter_mapping=pm,\n", " parameters={\n", " k : idata.posterior[k].stack(sample=('chain', 'draw')).values\n", " for k in pm.parameters.keys()\n", " }\n", ")\n", "dataset_pred" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = pyplot.subplots(dpi=90)\n", "colors = dict(P='blue', S='orange')\n", "\n", "pymc.gp.util.plot_gp_dist(\n", " ax=ax,\n", " x=dataset_pred['A01']['S'].t,\n", " samples=dataset_pred['A01']['S'].y,\n", " palette='Reds', plot_samples=False,\n", ")\n", "pymc.gp.util.plot_gp_dist(\n", " ax=ax,\n", " x=dataset_pred['A01']['P'].t,\n", " samples=dataset_pred['A01']['P'].y,\n", " palette='Blues', plot_samples=False,\n", ")\n", "\n", "# plot data, transformed via the error model into the independent unit\n", "x_obs = rep_observed['A570'].t\n", "y_obs = cm_product.predict_independent(rep_observed['A570'].y)\n", "ax.scatter(x_obs, y_obs, label='observations',color=colors['P'])\n", " \n", "# plot all timeseries of the groundtruth for comparison\n", "for ykey, ts in reversed(rep_groundtruth.items()):\n", " ax.plot(ts.t, ts.y, label=ykey + ' (true)', linestyle=':', color=colors[ykey])\n", "\n", "ax.set_xlabel('time [s]')\n", "ax.set_ylabel('P, S [mmol/L]')\n", "ax.legend()\n", "pyplot.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Dec 16 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.15\n", "IPython version : 8.7.0\n", "\n", "matplotlib: 3.6.2\n", "pymc : 5.0.0\n", "murefi : 5.2.0\n", "pytensor : 2.8.10\n", "pandas : 1.5.2\n", "sunode : 0.4.0\n", "calibr8 : 7.0.0\n", "scipy : 1.9.3\n", "arviz : 0.14.0\n", "numpy : 1.23.5\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.9.15" }, "vscode": { "interpreter": { "hash": "c8d52fb75a6df0282b1b09f308a3647ef87796808e355a5b0b6d1d9e8ad1e7dc" } } }, "nbformat": 4, "nbformat_minor": 2 }