{ "cells": [ { "cell_type": "markdown", "id": "8a7fef09", "metadata": {}, "source": [ "# Example 4: Global Sensitivity Analysis — Sobol with MPI \n", "\n", "[(GitHub link)](https://github.com/heberlr/UQ_PhysiCell/tree/main/examples/ex4_runSA_MPI.ipynb)\n", "\n", "This notebook runs the same Sobol sensitivity analysis as ex3 but uses **MPI (Message Passing Interface)** for distributed execution across multiple compute nodes or cores. The simulation script is [ex4_runSA_MPI.py](ex4_runSA_MPI.py) — a plain Python file using the same `ModelAnalysisContext` API with `parallel_method='inter-node'`. The notebook launches it via `%%bash` and then loads results from the shared database.\n", "\n", "**Multi-task (ex3) vs MPI (ex4):**\n", "| | Multi-task (ex3) | MPI (ex4) |\n", "|---|---|---|\n", "| Launch | Python API | `mpiexec -n N python script.py` |\n", "| Scope | Single machine | Multiple nodes |\n", "| Setup | No extra config | Requires MPI installation |\n", "| Best for | Laptops, workstations | HPC clusters |\n", "\n", "**Model:** [asymmetric_division](https://github.com/MathCancer/PhysiCell/tree/master/sample_projects/asymmetric_division) — stem cell division with reparameterized probabilities (prob. progenitor_2 = 1 − prob. progenitor_1).\n", "\n", "**Parameters explored:**\n", "- `cycle_duration_stem_cell` — stem cell cycle duration\n", "- `asym_div_to_prog_1_sat` — saturation probability of dividing into progenitor_1\n", "- `asym_div_to_prog_2_sat` — saturation probability of dividing into progenitor_2" ] }, { "cell_type": "markdown", "id": "6c055dd1", "metadata": {}, "source": [ "## Run simulations via MPI\n", "\n", "Each MPI rank picks up its share of the sample list and writes results to the shared database independently." ] }, { "cell_type": "code", "execution_count": 1, "id": "9686052e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing MPI job with 8 processes...\n", "PhysiCell already exists at: PhysiCell-master\n", "Skipping download. Use force_download=True to override.\n", "Generated 48 samples using Sobol\n", "Inserting parameter: cycle_duration_stem_cell with properties: {'lower_bound': 1152.0, 'upper_bound': 1728.0, 'ref_value': 1440.0, 'perturbation': None}\n", "Inserting parameter: asym_div_to_prog_1_sat with properties: {'lower_bound': 0.0, 'upper_bound': 1.0, 'ref_value': 0.0, 'perturbation': None}\n", "Inserting {'frac_proj1_cells': None, 'frac_proj2_cells': None, 'run_time_sec': None} QoIs into the database\n", "Simulations completed and results stored in the database: ex4_PhysiCell_SA_MPI.db.\n" ] } ], "source": [ "%%bash\n", "mpiexec -n 8 python ex4_runSA_MPI.py" ] }, { "cell_type": "markdown", "id": "2adaa961", "metadata": {}, "source": [ "## Load results and compute summary statistics" ] }, { "cell_type": "code", "execution_count": 1, "id": "2ac1ff8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No QoI data provided, calculating QoIs from the database...\n", "All samples in Samples table have corresponding entries in Output table.\n", "Extracting QoIs from DataFrame...\n" ] }, { "data": { "text/html": [ "
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frac_proj1_cells_0frac_proj2_cells_0run_time_sec_0time_0
SampleID
00.8439840.12588010.8253942880.01
10.8960230.07329511.2048532880.01
20.6519610.31753611.5370882880.01
30.6611410.30909110.0354262880.01
40.8949740.0742999.7190862880.01
50.6145830.35435610.2101382880.01
60.6808710.28844710.9760772880.01
70.6631920.30610310.2645802880.01
80.7803700.1900089.7843362880.01
90.7714020.1977279.7582742880.01
100.6356490.3334689.5174832880.01
110.7801470.18933810.0394422880.01
120.7992090.17047710.2899182880.01
130.8362920.13443410.5067092880.01
140.7026390.26753710.7128252880.01
150.7525900.2170729.7022092880.01
160.8843880.08509610.0948762880.01
170.7115820.25845012.3797032880.01
180.7054260.26443910.6867802880.01
190.6848940.2853279.9945482880.01
200.8417560.12791910.4279482880.01
210.8545010.11518510.7208372880.01
220.6833890.2866439.7086832880.01
230.8585600.11073510.2271162880.01
240.8262030.14385010.3235262880.01
250.8022170.16868811.4742822880.01
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270.9389570.03033810.1539522880.01
280.7995660.1701209.7042432880.01
290.9308220.03791510.5160602880.01
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340.6880000.28148510.4268092880.01
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400.9695080.00000010.0638912880.01
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\n", "
" ], "text/plain": [ " frac_proj1_cells_0 frac_proj2_cells_0 run_time_sec_0 time_0\n", "SampleID \n", "0 0.843984 0.125880 10.825394 2880.01\n", "1 0.896023 0.073295 11.204853 2880.01\n", "2 0.651961 0.317536 11.537088 2880.01\n", "3 0.661141 0.309091 10.035426 2880.01\n", "4 0.894974 0.074299 9.719086 2880.01\n", "5 0.614583 0.354356 10.210138 2880.01\n", "6 0.680871 0.288447 10.976077 2880.01\n", "7 0.663192 0.306103 10.264580 2880.01\n", "8 0.780370 0.190008 9.784336 2880.01\n", "9 0.771402 0.197727 9.758274 2880.01\n", "10 0.635649 0.333468 9.517483 2880.01\n", "11 0.780147 0.189338 10.039442 2880.01\n", "12 0.799209 0.170477 10.289918 2880.01\n", "13 0.836292 0.134434 10.506709 2880.01\n", "14 0.702639 0.267537 10.712825 2880.01\n", "15 0.752590 0.217072 9.702209 2880.01\n", "16 0.884388 0.085096 10.094876 2880.01\n", "17 0.711582 0.258450 12.379703 2880.01\n", "18 0.705426 0.264439 10.686780 2880.01\n", "19 0.684894 0.285327 9.994548 2880.01\n", "20 0.841756 0.127919 10.427948 2880.01\n", "21 0.854501 0.115185 10.720837 2880.01\n", "22 0.683389 0.286643 9.708683 2880.01\n", "23 0.858560 0.110735 10.227116 2880.01\n", "24 0.826203 0.143850 10.323526 2880.01\n", "25 0.802217 0.168688 11.474282 2880.01\n", "26 0.926637 0.042279 10.585155 2880.01\n", "27 0.938957 0.030338 10.153952 2880.01\n", "28 0.799566 0.170120 9.704243 2880.01\n", "29 0.930822 0.037915 10.516060 2880.01\n", "30 0.725824 0.243672 10.657874 2880.01\n", "31 0.718596 0.250119 10.342664 2880.01\n", "32 0.728855 0.241534 10.072137 2880.01\n", "33 0.705235 0.264754 9.897537 2880.01\n", "34 0.688000 0.281485 10.426809 2880.01\n", "35 0.718530 0.250196 10.252921 2880.01\n", "36 0.956617 0.012311 10.453640 2880.01\n", "37 0.963972 0.006061 11.375506 2880.01\n", "38 0.798702 0.170593 10.119175 2880.01\n", "39 0.776225 0.193460 10.426868 2880.01\n", "40 0.969508 0.000000 10.063891 2880.01\n", "41 0.817536 0.151961 9.865496 2880.01\n", "42 0.626549 0.342758 10.799564 2880.01\n", "43 0.732264 0.237233 10.376397 2880.01\n", "44 0.649075 0.320611 10.482474 2880.01\n", "45 0.649115 0.320180 9.848048 2880.01\n", "46 0.682955 0.286553 10.143365 2880.01\n", "47 0.665809 0.303877 10.556484 2880.01" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load results from the database\n", "from uq_physicell.model_analysis import calculate_qoi_statistics\n", "import warnings\n", "\n", "warnings.filterwarnings('ignore') # Suppress all warnings for cleaner output\n", "# Load the results\n", "db_path = \"ex4_PhysiCell_SA_MPI.db\"\n", "qoi_funcs = {'frac_proj1_cells':None, 'frac_proj2_cells':None, 'run_time_sec':None}\n", "df_qois_mean, df_qois_std, df_qois_mcse = calculate_qoi_statistics(db_path, qoi_funcs)\n", "display(df_qois_mean)" ] }, { "cell_type": "markdown", "id": "d898e244", "metadata": {}, "source": [ "### QoI over time and relative MCSE" ] }, { "cell_type": "code", "execution_count": 2, "id": "a2e27083", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from uq_physicell.model_analysis import plot_qoi_over_time\n", "\n", "fig, axes = plt.subplots(len(qoi_funcs.keys()), 2, figsize=(10, 4*len(qoi_funcs.keys())))\n", "for ax_id, qoi_name in enumerate(qoi_funcs.keys()):\n", " # Plot QoI time series\n", " plot_qoi_over_time(df_qois_mean, qoi_name, axes[ax_id,0])\n", " axes[ax_id,0].set_title(f\"QoI over Time: {qoi_name}\")\n", " # Plot mcse\n", " plot_qoi_over_time(df_qois_mcse, qoi_name, axes[ax_id,1])\n", " axes[ax_id,1].set_title(f\"Relative MCSE over Time: {qoi_name}\")\n", "\n", "# Ensure proper layout and save the figure\n", "plt.tight_layout() # This will automatically adjust spacing to prevent overlaps" ] }, { "cell_type": "markdown", "id": "b8acee51", "metadata": {}, "source": [ "## Sobol sensitivity indices (S1 and ST)" ] }, { "cell_type": "code", "execution_count": 3, "id": "e6bda1d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Could not convert perturbation (None) to float for parameter cycle_duration_stem_cell.\n", "Warning: Could not convert perturbation (None) to float for parameter asym_div_to_prog_1_sat.\n", "Running sensitivity analysis with method: Sobol Sensitivity Analysis\n", "Running Sobol Sensitivity Analysis for QoI: frac_proj1_cells and time: 2880.01\n", "Running Sobol Sensitivity Analysis for QoI: frac_proj2_cells and time: 2880.01\n", "Running Sobol Sensitivity Analysis for QoI: run_time_sec and time: 2880.01\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from uq_physicell.model_analysis import get_sa_results,load_parameter_space, plot_global_sa_results\n", "\n", "sa_method = \"Sobol Sensitivity Analysis\"\n", "qoi_names = list(qoi_funcs.keys())\n", "sa_results, qoi_time_values = get_sa_results(db_path, qoi_names, df_qois_mean, sa_method)\n", "param_names = load_parameter_space(db_path)['ParamName'].tolist() # Load parameter names from the database\n", "\n", "# Plot Global SA results\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for ax_id, qoi_name in enumerate(qoi_names):\n", " plot_global_sa_results(param_names, sa_method, qoi_time_values, sa_results, qoi_name, 'ST' , axes[ax_id])\n", " axes[ax_id].set_title(f'Global SA - {qoi_name}')\n", " axes[ax_id].legend(loc='best')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "58e1db91", "metadata": {}, "source": [ "---\n", "**Next:** [ex5](virus-mac-new/ex5_OAT_example.ipynb) demonstrates local sensitivity analysis using One-At-a-Time (OAT) sampling — a lighter approach for screening which parameters matter before running a full Sobol analysis." ] } ], "metadata": { "kernelspec": { "display_name": "pcvenv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }