{ "cells": [ { "cell_type": "markdown", "id": "55ce4a9a", "metadata": {}, "source": [ "## Working with PEtab\n", "[PEtab](https://petab.readthedocs.io/en/latest/) is a standard file format, describing parameter estimation problems. While COPASI does not support the full feature set of PEtab, with basico we can import PEtab problems, and analyze them. THis is an optional dependency, that is only installed, when basico is installed using: \n", "\n", "```bash\n", "pip install copasi-basico[petab]\n", "```\n", "\n", "assuming this is done, and that a petab problem is in the local directory, you can load it and analyze it like so:" ] }, { "cell_type": "code", "execution_count": 1, "id": "a2bdf71b", "metadata": {}, "outputs": [], "source": [ "from basico import *\n", "import basico.petab" ] }, { "cell_type": "markdown", "id": "7773e25f", "metadata": {}, "source": [ "within the `basico.petab` module we define a PetabSimulator, that automatically imports a PEtab file, and transforms the experimental data files as needed by COPASI. It implementes the `petab.simulate.Simulator` interface that can be used for other libraries using libpetab. \n", "\n", "So lets start by loading a PEtab problem" ] }, { "cell_type": "code", "execution_count": 2, "id": "f55b5dd0", "metadata": {}, "outputs": [], "source": [ "from petab import Problem\n", "pp = Problem.from_yaml('./Elowitz_Nature2000/Elowitz_Nature2000.yaml')" ] }, { "cell_type": "markdown", "id": "ab2287e0", "metadata": {}, "source": [ "now lets instantiate the simulator with: \n", "\n", " * `pp`: the petab problem\n", " * `working_dir`: the directory where temp files can be stored\n", " \n", "we are not specifying any additional optimization settings, so the parameter estimation task will be set to 'Current Solution Statistics', meaning that no actual optimization will be performed: " ] }, { "cell_type": "code", "execution_count": 3, "id": "c0819824", "metadata": {}, "outputs": [], "source": [ "sim = basico.petab.PetabSimulator(pp, working_dir='./temp_dir/')" ] }, { "cell_type": "markdown", "id": "210b045f", "metadata": {}, "source": [ "now lets simulate it: " ] }, { "cell_type": "code", "execution_count": 4, "id": "163bd99f", "metadata": {}, "outputs": [], "source": [ "df = sim.simulate()" ] }, { "cell_type": "markdown", "id": "a5393f13", "metadata": {}, "source": [ "At this point the file can be opened directly in COPASI using `open_copasi()`, or here I use the visualization library from libpetab, to plot the problem and simulation obtained: " ] }, { "cell_type": "code", "execution_count": 5, "id": "ccb6d99e", "metadata": {}, "outputs": [], "source": [ "import petab.visualize" ] }, { "cell_type": "code", "execution_count": 6, "id": "052b827e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'plot1': }" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "petab.visualize.plot_problem(pp, simulations_df=df)" ] }, { "cell_type": "markdown", "id": "700f811d", "metadata": {}, "source": [ "## Model Selection\n", "Using the `petab_select` library, model selection is also wrapped within basico, for a more complex example see the [FAMOS demonstration](FAMOS_ModelSelection.ipynb). It will instantiate the petab problem, and explore all models according to the specified method: " ] }, { "cell_type": "code", "execution_count": 7, "id": "7b06b193", "metadata": {}, "outputs": [], "source": [ "import petab_select" ] }, { "cell_type": "code", "execution_count": 8, "id": "1e0683c0", "metadata": {}, "outputs": [], "source": [ "problem = petab_select.Problem.from_yaml('./model_selection/petab_select_problem.yaml')" ] }, { "cell_type": "markdown", "id": "fb5c329d", "metadata": {}, "source": [ "evaluating the problem will perform the calibrations. While COPASI uses different errorscaling than other PEtab scales, we would expect the same models being chosen:" ] }, { "cell_type": "code", "execution_count": 9, "id": "b4e6e850", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "M1_3\n" ] } ], "source": [ "best = basico.petab.evaluate_problem(problem, temp_dir='./temp_dir/', delete_temp_files=False)\n", "print(best.model_subspace_id)\n" ] }, { "cell_type": "markdown", "id": "53260e2a", "metadata": {}, "source": [ "at this point the best model returned could be turned into its own PEtab problem, and simulated as above: " ] }, { "cell_type": "code", "execution_count": 10, "id": "775922bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'plot1': }" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pp = best.to_petab()['petab_problem']\n", "sim = basico.petab.PetabSimulator(pp, working_dir='./temp_dir/')\n", "petab.visualize.plot_problem(pp, simulations_df=sim.simulate())" ] }, { "cell_type": "markdown", "id": "7ee959d5", "metadata": {}, "source": [ "finally lets clean up after ourselfes and delete all the temp files generated: " ] }, { "cell_type": "code", "execution_count": 11, "id": "7353f118", "metadata": {}, "outputs": [], "source": [ "import shutil\n", "shutil.rmtree('./temp_dir')" ] } ], "metadata": { "kernelspec": { "display_name": "env-basico", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }