diff --git a/notebooks/julia_distributed.ipynb b/notebooks/julia_distributed.ipynb index 72db93d..c507559 100644 --- a/notebooks/julia_distributed.ipynb +++ b/notebooks/julia_distributed.ipynb @@ -1319,7 +1319,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -1327,7 +1327,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/julia_tutorial.ipynb b/notebooks/julia_tutorial.ipynb index 1c98c21..23e786e 100644 --- a/notebooks/julia_tutorial.ipynb +++ b/notebooks/julia_tutorial.ipynb @@ -507,7 +507,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.8.5", + "display_name": "Julia 1.8.4", "language": "julia", "name": "julia-1.8" }, diff --git a/notebooks/mpi_tutorial.ipynb b/notebooks/mpi_tutorial.ipynb index e142a42..04d6dea 100644 --- a/notebooks/mpi_tutorial.ipynb +++ b/notebooks/mpi_tutorial.ipynb @@ -1,12 +1,448 @@ { "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 the gold-standard for distributed computing in HPC systems since the 90s\n", + "- It is a standardized library specification for communication between parallel processes in distributed memory systems.\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" + ] + }, + { + "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": "044aaeec", + "metadata": {}, + "source": [ + "### Execution model\n", + "\n", + "- MPI programs are typically run with a Single Program Multiple Data (SPMD) model\n", + "- But the standard supports Multiple Program Multiple Data (MPMD)" + ] + }, + { + "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": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5f76fb65", + "metadata": {}, + "source": [ + "### Hello world\n", + "\n", + "Julia code needs typically needs to be in a file to run in with MPI. Let's us write our hello world in a file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e03f35c5", + "metadata": {}, + "outputs": [], + "source": [ + "code = raw\"\"\"\n", + "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 $nranks processes!\")\n", + "\"\"\"\n", + "filename = tempname()*\".jl\"\n", + "write(filename,code);" + ] + }, + { + "cell_type": "markdown", + "id": "f13946dd", + "metadata": {}, + "source": [ + "Now, we can run it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dbe654dc", + "metadata": {}, + "outputs": [], + "source": [ + "using MPI\n", + "mpiexec(cmd->run(`$cmd -np 4 julia --project=. $filename`));" + ] + }, + { + "cell_type": "markdown", + "id": "651f26ae", + "metadata": {}, + "source": [ + "Note that function mpiexec provided by MPI.jl is a convenient way of accessing the mpiexec program that matches the MPI installation used my Julia." + ] + }, + { + "cell_type": "markdown", + "id": "8665c3ca", + "metadata": {}, + "source": [ + "### MPIClusterManagers \n", + "\n", + "- This package allows you to create Julia workers that can call MPI code\n", + "- Very useful to combine Distributed.jl and MPI.jl\n", + "- E.g., we can run MPI code interactively (from a notebook)\n", + "- Link: https://github.com/JuliaParallel/MPIClusterManagers.jl\n" + ] + }, + { + "attachments": { + "g1340.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "355155d8", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28c68c9c", + "metadata": {}, + "outputs": [], + "source": [ + "] add MPIClusterManagers" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "84adeab3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3-element Vector{Int64}:\n", + " 2\n", + " 3\n", + " 4" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using MPIClusterManagers\n", + "using Distributed\n", + "if procs() == workers()\n", + " nranks = 3\n", + " manager = MPIWorkerManager(nranks)\n", + " addprocs(manager)\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "612a7587", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " From worker 4:\tHello, I am process 2 of 3 processes!\n", + " From worker 2:\tHello, I am process 0 of 3 processes!\n", + " From worker 3:\tHello, I am process 1 of 3 processes!\n" + ] + } + ], + "source": [ + "@everywhere workers() begin\n", + " 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!\")\n", + "end" + ] + }, + { + "cell_type": "markdown", + "id": "c87b3c82", + "metadata": {}, + "source": [ + "## Collective communication\n", + "\n", + "MPI provides collective communication functions for communication involving multiple processes. Some usual collective directives are:\n", + "\n", + "- `MPI.Scatter`: Distributes data from one process to all processes.\n", + "- `MPI.Gather`: Gathers data from all processes to a single process.\n", + "- `MPI.Bcast`: Broadcasts data from one process to all processes.\n", + "- `MPI.Barrier`: Synchronizes all processes.\n", + "\n", + "See more collective directives available from Julia here: https://juliaparallel.org/MPI.jl/stable/reference/collective/\n" + ] + }, + { + "cell_type": "markdown", + "id": "8b4254d1", + "metadata": {}, + "source": [ + "### Scatter" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ea413fd", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.COMM_WORLD\n", + " nranks = MPI.Comm_size(comm)\n", + " rank = MPI.Comm_rank(comm)\n", + " root = 0\n", + " rcv = Ref(0) \n", + " if rank == root\n", + " snd = [10*(i+1) for i in 1:nranks]\n", + " println(\"I am sending: $snd\")\n", + " else\n", + " snd = nothing\n", + " end \n", + " MPI.Scatter!(snd,rcv,comm;root)\n", + " println(\"I have received: $(rcv[])\")\n", + "end" + ] + }, + { + "cell_type": "markdown", + "id": "97dc2886", + "metadata": {}, + "source": [ + "### Gather" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1f8a70c6", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.COMM_WORLD\n", + " nranks = MPI.Comm_size(comm)\n", + " rank = MPI.Comm_rank(comm)\n", + " root = 0\n", + " snd = 10*(rank+2)\n", + " println(\"I am sending $snd\")\n", + " rcv = MPI.Gather(snd,comm;root)\n", + " if rank == root\n", + " println(\"I have received: $rcv\")\n", + " end\n", + "end" + ] + }, + { + "cell_type": "markdown", + "id": "ac9a5b52", + "metadata": {}, + "source": [ + "## Point-to-Point communication\n", + "\n", + "\n", + "MPI also provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:\n", + "\n", + "- `MPI.Isend`, and `MPI.Irecv!`\n", + "\n", + "There are *Non-blocking directives*. MPI also offers blocking directives with different blocking behaviors (communication modes). Blocking communication will be discussed later in the course.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "750fdacb", + "metadata": {}, + "source": [ + "### Pingpong example" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dccc3f6a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " From worker 2:\tI am sending: 20\n", + " From worker 4:\tI have received: 20\n", + " From worker 4:\tI am sending: 80\n", + " From worker 2:\tI have received: 80\n" + ] + } + ], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.COMM_WORLD\n", + " rank = MPI.Comm_rank(comm)\n", + " nranks = MPI.Comm_size(comm)\n", + " snder = 0\n", + " rcver = nranks-1\n", + " buffer = Ref(0)\n", + " if rank == snder\n", + " msg = 10*(rank+2)\n", + " println(\"I am sending: $msg\")\n", + " buffer[] = msg\n", + " req = MPI.Isend(buffer,comm;dest=rcver,tag=0)\n", + " MPI.Wait(req)\n", + " req = MPI.Irecv!(buffer,comm,source=rcver,tag=0)\n", + " MPI.Wait(req)\n", + " msg = buffer[]\n", + " println(\"I have received: $msg\")\n", + " end\n", + " if rank == rcver\n", + " req = MPI.Irecv!(buffer,comm,source=snder,tag=0)\n", + " MPI.Wait(req)\n", + " msg = buffer[]\n", + " println(\"I have received: $msg\")\n", + " msg = msg*(rank+2)\n", + " println(\"I am sending: $msg\")\n", + " buffer[] = msg\n", + " req = MPI.Isend(buffer,comm;dest=snder,tag=0)\n", + " MPI.Wait(req)\n", + " end\n", + "end" + ] + }, { "cell_type": "markdown", "id": "8d800917", "metadata": {}, "source": [ - "# Tutorial: Using MPI in Julia\n", - "Message Passing Interface (MPI) is a standardized and portable library specification for communication between parallel processes in distributed memory systems. Julia offers a convenient way to work with MPI for creating efficient parallel and distributed applications. In this tutorial, you will learn how to use MPI from Julia to perform parallel computing tasks.\n", + "Message Passing Interface (MPI) is a standardized and portable library specification for communication between parallel processes in distributed memory systems.\n", + "\n", + "\n", + "Julia offers a convenient way to work with MPI for creating efficient parallel and distributed applications. In this tutorial, you will learn how to use MPI from Julia to perform parallel computing tasks.\n", "\n", "## MPI launches separate Julia instances\n", "When you run an MPI-enabled Julia script, MPI takes care of spawning multiple instances of the Julia executable, each acting as a separate process. These workers can communicate with each other using MPI communication functions. This enables parallel processing and distributed computation. Here's a summary of how it works:\n", @@ -397,7 +833,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -405,7 +841,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4,