{
"cells": [
{
"cell_type": "markdown",
"id": "7606d30a",
"metadata": {},
"source": [
"
\n",
"\n",
"### Programming large-scale parallel systems"
]
},
{
"cell_type": "markdown",
"id": "4ac1e5d9",
"metadata": {},
"source": [
"# Distributed computing with MPI"
]
},
{
"cell_type": "markdown",
"id": "a341be2e",
"metadata": {},
"source": [
"## Contents\n",
"\n",
"\n",
"In this notebook, we will learn the basics of parallel computing using the Message Passing Interface (MPI) from Julia. In particular, we will learn:\n",
"\n",
"- How to run parallel MPI code in Julia\n",
"- How to use basic collective communication directives\n",
"- How to use basic point-to-point communication directives\n",
"\n",
"For further information on how to use MPI from Julia see https://github.com/JuliaParallel/MPI.jl\n"
]
},
{
"cell_type": "markdown",
"id": "8862079b",
"metadata": {},
"source": [
"## What is MPI ?\n",
"\n",
"- MPI stands for the \"Message Passing Interface\"\n",
"- It is a standardized library specification for communication between parallel processes in distributed memory systems.\n",
"- It is the gold-standard for distributed computing in HPC systems since the 90s\n",
"- It is huge: the MPI standard has above 1k pages (see https://www.mpi-forum.org/docs/mpi-4.0/mpi40-report.pdf)\n",
"- There are several implementations of this standard (OpenMPI, MPICH, IntelMPI)\n",
"- The interface is in C and FORTRAN (C++ was deprecated)\n",
"- There are Julia bindings via the package MPI.jl https://github.com/JuliaParallel/MPI.jl"
]
},
{
"cell_type": "markdown",
"id": "133327e2",
"metadata": {},
"source": [
"### Hello-world example"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0b44409e",
"metadata": {},
"outputs": [],
"source": [
"] add MPI"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a154b55e",
"metadata": {},
"outputs": [],
"source": [
"using MPI\n",
"MPI.Init()\n",
"comm = MPI.COMM_WORLD\n",
"nranks = MPI.Comm_size(comm)\n",
"rank = MPI.Comm_rank(comm)\n",
"println(\"Hello, I am process $rank of $nranks processes!\")"
]
},
{
"cell_type": "markdown",
"id": "e3901c57",
"metadata": {},
"source": [
"## Running MPI code"
]
},
{
"cell_type": "markdown",
"id": "8376135d",
"metadata": {},
"source": [
"### Creating MPI processes (aka ranks)\n",
"\n",
"- MPI processes are created with the driver program `mpiexec`\n",
"- `mpiexec` takes an application and runs it on different ranks\n",
"- The application calls MPI directives to communicate between these ranks\n",
"- The application can be Julia running your script in particular.\n"
]
},
{
"attachments": {
"fig23.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"id": "a458c714",
"metadata": {},
"source": [
"
MPI.Wait() before modifying the send buffer or using the receive buffer.\n",
"