{"id":3276,"date":"2024-05-11T08:48:50","date_gmt":"2024-05-11T03:48:50","guid":{"rendered":"https:\/\/afzalbadshah.com\/?page_id=3276"},"modified":"2024-05-11T08:48:53","modified_gmt":"2024-05-11T03:48:53","slug":"mpi-with-python","status":"publish","type":"page","link":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/","title":{"rendered":"MPI with Python"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and  Python, mpi4py. We&#8217;ll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. <a href=\"https:\/\/afzalbadshah.com\/index.php\/category\/courses\/parallel-distributed-computing\/\" target=\"_blank\" rel=\"noopener\" title=\"\">For theory, you can visit the detailed course here.<\/a> <\/p>\n\n\n<div class=\"pt-cv-wrapper\"><div class=\"pt-cv-view pt-cv-grid pt-cv-colsys\" id=\"pt-cv-view-4857611hz4\"><div data-id=\"pt-cv-page-1\" class=\"pt-cv-page\" data-cvc=\"2\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/02\/26\/mpi-message-passing-interface-program-in-python\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/02\/Untitled-design-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/02\/26\/mpi-message-passing-interface-program-in-python\/\" class=\"_blank\" target=\"_blank\" >Point to Point Communication in MPI<\/a><\/h4>\n<div class=\"pt-cv-content\">MPI (Message Passing Interface) is a standardized and widely used communication protocol for parallel computing. It allows processes running on ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/02\/26\/mpi-message-passing-interface-program-in-python\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/20\/running-mpi4py-on-jupyter-notebook-step-by-step-guide\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python.png?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/20\/running-mpi4py-on-jupyter-notebook-step-by-step-guide\/\" class=\"_blank\" target=\"_blank\" >Running MPI4py on Jupyter Notebook &#8211; Step-by-Step Guide<\/a><\/h4>\n<div class=\"pt-cv-content\">Running MPI4py on Jupyter Notebook enables parallel computing within an interactive and user-friendly environment. This guide provides a step-by-step approach ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/20\/running-mpi4py-on-jupyter-notebook-step-by-step-guide\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/27\/blocking-and-non-blocking-communication-in-mpi\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/03\/MPI-Python-1.png?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/27\/blocking-and-non-blocking-communication-in-mpi\/\" class=\"_blank\" target=\"_blank\" >Blocking and Non-blocking Communication in MPI<\/a><\/h4>\n<div class=\"pt-cv-content\">In parallel computing with MPI (Message Passing Interface), communication between processes plays a crucial role in achieving efficient parallelization of ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/03\/27\/blocking-and-non-blocking-communication-in-mpi\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-with-python-calculating-squares-of-array-elements-using-multiple-processors\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-with-python-calculating-squares-of-array-elements-using-multiple-processors\/\" class=\"_blank\" target=\"_blank\" >MPI with Python: Calculating Squares of Array Elements Using Multiple Processors<\/a><\/h4>\n<div class=\"pt-cv-content\">In this lab tutorial, we will explore how to utilize multiple processors to compute the squares of elements in an ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-with-python-calculating-squares-of-array-elements-using-multiple-processors\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-gather-function-in-python\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-1-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-gather-function-in-python\/\" class=\"_blank\" target=\"_blank\" >MPI Gather Function in Python<\/a><\/h4>\n<div class=\"pt-cv-content\">The gather function is used to gather data from multiple processes into a single process. We'll go through the provided ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/03\/mpi-gather-function-in-python\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/06\/mpi-concurrent-file-i-o-for-by-multiple-processes\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/04\/MPI-Python-3-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/06\/mpi-concurrent-file-i-o-for-by-multiple-processes\/\" class=\"_blank\" target=\"_blank\" >MPI: Concurrent File I\/O for by Multiple Processes<\/a><\/h4>\n<div class=\"pt-cv-content\">In this tutorial, we'll explore an MPI (Message Passing Interface) program using mpi4py to demonstrate how multiple processors can collectively ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/04\/06\/mpi-concurrent-file-i-o-for-by-multiple-processes\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/07\/parallel-summation-using-mpi-in-python-with-mpi4py\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-4-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/07\/parallel-summation-using-mpi-in-python-with-mpi4py\/\" class=\"_blank\" target=\"_blank\" >Parallel Summation using MPI in Python with mpi4py<\/a><\/h4>\n<div class=\"pt-cv-content\">Parallel summation involves distributing the task of summing a large set of numbers across multiple processors or computing nodes, enabling ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/07\/parallel-summation-using-mpi-in-python-with-mpi4py\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/09\/matrix-multiplication-on-multi-processors-mpi4py\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-5-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/09\/matrix-multiplication-on-multi-processors-mpi4py\/\" class=\"_blank\" target=\"_blank\" >Matrix Multiplication on Multi-Processors: MPI4PY<\/a><\/h4>\n<div class=\"pt-cv-content\">In this scenario, each processor handles a portion of the matrices, performing computations independently, and then the results are combined ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/09\/matrix-multiplication-on-multi-processors-mpi4py\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/23\/monte-carlo-simulation-mpi4py\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/MPI-Python-6-jpg.webp?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/23\/monte-carlo-simulation-mpi4py\/\" class=\"_blank\" target=\"_blank\" >Monte Carlo Simulation: MPI4Py<\/a><\/h4>\n<div class=\"pt-cv-content\">Monte Carlo simulations are a statistical technique that allows for solving problems through random sampling. They are widely used in ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/05\/23\/monte-carlo-simulation-mpi4py\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/introduction-to-scatter-operation-in-mpi\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-2.png?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/introduction-to-scatter-operation-in-mpi\/\" class=\"_blank\" target=\"_blank\" >Introduction to Scatter Operation in MPI<\/a><\/h4>\n<div class=\"pt-cv-content\">In MPI (Message Passing Interface) programming, the scatter operation is a collective communication pattern used to distribute data from one ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/introduction-to-scatter-operation-in-mpi\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\" ><div class='pt-cv-ifield'><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/broadcast-communication-in-mpi\/\" class=\"_blank pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_blank\" ><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?fit=300%2C169&amp;ssl=1\" class=\"pt-cv-thumbnail\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/06\/MPI-Python-3.png?resize=480%2C270&amp;ssl=1 480w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/broadcast-communication-in-mpi\/\" class=\"_blank\" target=\"_blank\" >Broadcast Communication in MPI<\/a><\/h4>\n<div class=\"pt-cv-content\">In MPI (Message Passing Interface), broadcast communication is a fundamental operation that allows one process to efficiently send data to ...<br \/><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/afzalbadshah.com\/index.php\/2024\/06\/24\/broadcast-communication-in-mpi\/\" class=\"_blank pt-cv-readmore btn btn-success\" target=\"_blank\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We&#8217;ll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.<\/p>\n","protected":false},"author":1,"featured_media":3283,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"jetpack_post_was_ever_published":false,"footnotes":""},"class_list":["post-3276","page","type-page","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We&#039;ll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"google-site-verification\" content=\"B8FNGv4w1toMpU3HUnD_SN9H9YMtp1ObsLuEDuirArI\" \/>\n\t<meta name=\"p:domain_verify\" content=\"87b5ca26c36438b20581a102dc290a47\" \/>\n\t<meta name=\"yandex-verification\" content=\"0eb3e2a9157fd34d\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.0.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_GB\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Afzal Badshah, PhD - Unlocking Mastery in Parenting, Teaching, Learning, Academic, and Life Skills: Your Guide to Excellence\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"MPI with Python - Afzal Badshah, PhD\" \/>\n\t\t<meta property=\"og:description\" content=\"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We&#039;ll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp\" \/>\n\t\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-05-11T03:48:50+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-05-11T03:48:53+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/web.facebook.com\/abmanduri\/\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@DrAFZALBADSHAH\" \/>\n\t\t<meta name=\"twitter:title\" content=\"MPI with Python - Afzal Badshah, PhD\" \/>\n\t\t<meta name=\"twitter:description\" content=\"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We&#039;ll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.\" \/>\n\t\t<meta name=\"twitter:creator\" content=\"@DrAFZALBADSHAH\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp\" \/>\n\t\t<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t\t<meta name=\"twitter:data1\" content=\"Afzal Badshah, PhD\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/afzalbadshah.com#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/afzalbadshah.com\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#listItem\",\"name\":\"MPI with Python\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#listItem\",\"position\":2,\"name\":\"MPI with Python\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/afzalbadshah.com#listItem\",\"name\":\"Home\"}}]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/#person\",\"name\":\"Afzal Badshah, PhD\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#personImage\",\"url\":\"https:\\\/\\\/afzalbadshah.com\\\/wp-content\\\/litespeed\\\/avatar\\\/27d3d5e33aa81b3152e368c66871f22f.jpg?ver=1787150587\",\"width\":96,\"height\":96,\"caption\":\"Afzal Badshah, PhD\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#webpage\",\"url\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/\",\"name\":\"MPI with Python - Afzal Badshah, PhD\",\"description\":\"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We'll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.\",\"inLanguage\":\"en-GB\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#breadcrumblist\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/afzalbadshah.com\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/3-1-jpg.webp?fit=1280%2C720&ssl=1\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#mainImage\",\"width\":1280,\"height\":720},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/index.php\\\/mpi-with-python\\\/#mainImage\"},\"datePublished\":\"2024-05-11T08:48:50+05:00\",\"dateModified\":\"2024-05-11T08:48:53+05:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/#website\",\"url\":\"https:\\\/\\\/afzalbadshah.com\\\/\",\"name\":\"Afzal Badshah, PhD\",\"alternateName\":\"Afzal Badshah\",\"description\":\"Unlocking Mastery in Parenting, Teaching, Learning, Academic, and Life Skills: Your Guide to Excellence\",\"inLanguage\":\"en-GB\",\"publisher\":{\"@id\":\"https:\\\/\\\/afzalbadshah.com\\\/#person\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"MPI with Python - Afzal Badshah, PhD","description":"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We'll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.","canonical_url":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"B8FNGv4w1toMpU3HUnD_SN9H9YMtp1ObsLuEDuirArI","p:domain_verify":"87b5ca26c36438b20581a102dc290a47","yandex-verification":"0eb3e2a9157fd34d","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/afzalbadshah.com#listItem","position":1,"name":"Home","item":"https:\/\/afzalbadshah.com","nextItem":{"@type":"ListItem","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#listItem","name":"MPI with Python"}},{"@type":"ListItem","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#listItem","position":2,"name":"MPI with Python","previousItem":{"@type":"ListItem","@id":"https:\/\/afzalbadshah.com#listItem","name":"Home"}}]},{"@type":"Person","@id":"https:\/\/afzalbadshah.com\/#person","name":"Afzal Badshah, PhD","image":{"@type":"ImageObject","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#personImage","url":"https:\/\/afzalbadshah.com\/wp-content\/litespeed\/avatar\/27d3d5e33aa81b3152e368c66871f22f.jpg?ver=1787150587","width":96,"height":96,"caption":"Afzal Badshah, PhD"}},{"@type":"WebPage","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#webpage","url":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/","name":"MPI with Python - Afzal Badshah, PhD","description":"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We'll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.","inLanguage":"en-GB","isPartOf":{"@id":"https:\/\/afzalbadshah.com\/#website"},"breadcrumb":{"@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#breadcrumblist"},"image":{"@type":"ImageObject","url":"https:\/\/i0.wp.com\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp?fit=1280%2C720&ssl=1","@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#mainImage","width":1280,"height":720},"primaryImageOfPage":{"@id":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/#mainImage"},"datePublished":"2024-05-11T08:48:50+05:00","dateModified":"2024-05-11T08:48:53+05:00"},{"@type":"WebSite","@id":"https:\/\/afzalbadshah.com\/#website","url":"https:\/\/afzalbadshah.com\/","name":"Afzal Badshah, PhD","alternateName":"Afzal Badshah","description":"Unlocking Mastery in Parenting, Teaching, Learning, Academic, and Life Skills: Your Guide to Excellence","inLanguage":"en-GB","publisher":{"@id":"https:\/\/afzalbadshah.com\/#person"}}]},"og:locale":"en_GB","og:site_name":"Afzal Badshah, PhD - Unlocking Mastery in Parenting, Teaching, Learning, Academic, and Life Skills: Your Guide to Excellence","og:type":"article","og:title":"MPI with Python - Afzal Badshah, PhD","og:description":"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We'll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.","og:url":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/","og:image":"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp","og:image:secure_url":"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp","og:image:width":1280,"og:image:height":720,"article:published_time":"2024-05-11T03:48:50+00:00","article:modified_time":"2024-05-11T03:48:53+00:00","article:publisher":"https:\/\/web.facebook.com\/abmanduri\/","twitter:card":"summary_large_image","twitter:site":"@DrAFZALBADSHAH","twitter:title":"MPI with Python - Afzal Badshah, PhD","twitter:description":"This practical lab leads you into the world of parallel processing with MPI (Message Passing Interface) and Python, mpi4py. We'll bypass extensive theory for now and dive straight into coding exercises that showcase the power of distributed computing. For theory, you can visit the detailed course here.","twitter:creator":"@DrAFZALBADSHAH","twitter:image":"https:\/\/afzalbadshah.com\/wp-content\/uploads\/2024\/05\/3-1-jpg.webp","twitter:label1":"Written by","twitter:data1":"Afzal Badshah, PhD"},"aioseo_meta_data":{"post_id":"3276","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"MPI","score":82,"analysis":{"keyphraseInTitle":{"score":9,"maxScore":9,"error":0},"keyphraseInDescription":{"score":9,"maxScore":9,"error":0},"keyphraseLength":{"score":9,"maxScore":9,"error":0,"length":1},"keyphraseInURL":{"score":5,"maxScore":5,"error":0},"keyphraseInIntroduction":{"score":9,"maxScore":9,"error":0},"keyphraseInSubHeadings":[],"keyphraseInImageAlt":[],"keywordDensity":{"type":"high","score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":true,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2024-05-10 04:08:56","updated":"2025-06-10 21:30:45","focus_keyword":"MPI","additional_keywords":null,"truseo_locale":null,"seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/afzalbadshah.com\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tMPI with Python\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/afzalbadshah.com"},{"label":"MPI with Python","link":"https:\/\/afzalbadshah.com\/index.php\/mpi-with-python\/"}],"jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/Pf3emP-QQ","jetpack-related-posts":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/pages\/3276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/comments?post=3276"}],"version-history":[{"count":2,"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/pages\/3276\/revisions"}],"predecessor-version":[{"id":3285,"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/pages\/3276\/revisions\/3285"}],"wp:attachment":[{"href":"https:\/\/afzalbadshah.com\/index.php\/wp-json\/wp\/v2\/media?parent=3276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}