From f6a3a677b2e261cc2d372cca439d00a2b5609689 Mon Sep 17 00:00:00 2001 From: Francesc Verdugo Date: Fri, 15 Sep 2023 16:39:05 +0200 Subject: [PATCH] Changes after the lecture on Friday September 15th 2023 --- docs/src/solutions_for_all_notebooks.md | 91 ++++- notebooks/julia_distributed.ipynb | 33 +- notebooks/mpi_tutorial.ipynb | 498 +++++++++++++++++++++--- 3 files changed, 565 insertions(+), 57 deletions(-) diff --git a/docs/src/solutions_for_all_notebooks.md b/docs/src/solutions_for_all_notebooks.md index 3b9f567..292903c 100644 --- a/docs/src/solutions_for_all_notebooks.md +++ b/docs/src/solutions_for_all_notebooks.md @@ -50,7 +50,6 @@ heatmap(x,y,(i,j)->mandel(i,j,max_iters)) ## Asynchronous programming in Julia - ### NB2-Q1 Evaluating `compute_π(100_000_000)` takes about 0.25 seconds. Thus, the loop would take about 2.5 seconds since we are calling the function 10 times. @@ -71,4 +70,94 @@ It will take about 3 seconds. The channel has buffer size 4, thus the call to `p The channel is not buffered and therefore the call to `put!` will block. The cell will run forever, since there is no other task that calls `take!` on this channel. +## Distributed computing in Julia + +### NB3-Q1 + +We send the matrix (16 entries) and then we receive back the result (1 extra integer). Thus, the total number of transferred integers in 17. + +### NB3-Q2 + +Even though we only use a single entry of the matrix in the remote worker, the entire matrix is captured and sent to the worker. Thus, we will transfer 17 integers like in Question 1. + +### NB3-Q3 + +The value of `x` will still be zero since the worker receives a copy of the matrix and it modifies this copy, not the original one. + +### NB3-Q4 + +In this case, the code `a[2]=2` is executed in the main process. Since the matrix is already in the main process, it is not needed to create and send a copy of it. Thus, the code modifies the original matrix and the value of `x` will be 2. + +## Distributed computing with MPI + +### Exercise 1 + +```julia +using MPI +MPI.Init() +comm = MPI.Comm_dup(MPI.COMM_WORLD) +rank = MPI.Comm_rank(comm) +nranks = MPI.Comm_size(comm) +buffer = Ref(0) +if rank == 0 + msg = 2 + buffer[] = msg + println("msg = $(buffer[])") + MPI.Send(buffer,comm;dest=rank+1,tag=0) + MPI.Recv!(buffer,comm;source=nranks-1,tag=0) + println("msg = $(buffer[])") +else + dest = if (rank != nranks-1) + rank+1 + else + 0 + end + MPI.Recv!(buffer,comm;source=rank-1,tag=0) + buffer[] += 1 + println("msg = $(buffer[])") + MPI.Send(buffer,comm;dest,tag=0) +end +``` + +### Exercise 2 + +```julia +f = () -> Channel{Int}(1) +chnls = [ RemoteChannel(f,w) for w in workers() ] +@sync for (iw,w) in enumerate(workers()) + @spawnat w begin + chnl_snd = chnls[iw] + if w == 2 + chnl_rcv = chnls[end] + msg = 2 + println("msg = $msg") + put!(chnl_snd,msg) + msg = take!(chnl_rcv) + println("msg = $msg") + else + chnl_rcv = chnls[iw-1] + msg = take!(chnl_rcv) + msg += 1 + println("msg = $msg") + put!(chnl_snd,msg) + end + end +end +``` + +This is another possible solution. + +```julia +@everywhere function work(msg) + println("msg = $msg") + if myid() != nprocs() + next = myid() + 1 + @fetchfrom next work(msg+1) + else + @fetchfrom 2 println("msg = $msg") + end +end +msg = 2 +@fetchfrom 2 work(msg) +``` diff --git a/notebooks/julia_distributed.ipynb b/notebooks/julia_distributed.ipynb index c7aaad0..5dea45e 100644 --- a/notebooks/julia_distributed.ipynb +++ b/notebooks/julia_distributed.ipynb @@ -614,6 +614,27 @@ "take!(chnl)" ] }, + { + "cell_type": "markdown", + "id": "ff0da45d", + "metadata": {}, + "source": [ + "### This will not work!\n", + "\n", + "You really need remote channels to communicate different processes. Standard Channels would not work. For instance, the following code would block at the `take!`. Worker 4 will receive a different copy of the channel and will put values in it. The channel defined in the main process will remain empty and this will make the take! to block. \n", + "\n", + "```julia\n", + "chnl = Channel{Int}()\n", + "@spawnat 4 begin\n", + " for i in 1:5\n", + " put!(chnl,i)\n", + " end\n", + " close(chnl)\n", + "end\n", + "take!(chnl)\n", + "```" + ] + }, { "cell_type": "markdown", "id": "1b3f8dcc", @@ -769,7 +790,7 @@ "source": [ "\n", "
\n", - "Question (Q1): How many integers are transferred between master and worker? Including both directions. \n", + "Question (NB3-Q1): How many integers are transferred between master and worker? Including both directions. \n", "
\n", "\n", "\n", @@ -803,7 +824,7 @@ "metadata": {}, "source": [ "
\n", - "Question (Q2): How many integers are transferred between master and worker? Including both directions. \n", + "Question (NB3-Q2): How many integers are transferred between master and worker? Including both directions. \n", "
\n", "\n", "\n", @@ -838,7 +859,7 @@ "source": [ "\n", "
\n", - "Question (Q3): Which value will be the value of `x` ? \n", + "Question (NB3-Q3): Which value will be the value of `x` ? \n", "
\n" ] }, @@ -862,7 +883,7 @@ "metadata": {}, "source": [ "
\n", - "Question (Q4): Which value will be the value of `x` ? \n", + "Question (NB3-Q4): Which value will be the value of `x` ? \n", "
\n", "\n", "Which value will be the value of `x` ?" @@ -1309,7 +1330,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.3", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -1317,7 +1338,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.3" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/mpi_tutorial.ipynb b/notebooks/mpi_tutorial.ipynb index c94c19a..32447a5 100644 --- a/notebooks/mpi_tutorial.ipynb +++ b/notebooks/mpi_tutorial.ipynb @@ -51,6 +51,36 @@ "- There are Julia bindings via the package MPI.jl https://github.com/JuliaParallel/MPI.jl" ] }, + { + "cell_type": "markdown", + "id": "99c6febb", + "metadata": {}, + "source": [ + "### What is MPI.jl ?\n", + "\n", + "- It is not a Julia implementation of the MPI standard\n", + "- It is a wrapper to the C interface of MPI\n", + "- You need a C MPI installation in your system\n", + "\n", + "\n", + "MPI.jl provides a convenient Julia API to access MPI. For instance, this is how you get the id (rank) of the current process.\n", + "\n", + "```julia\n", + "comm = MPI.COMM_WORLD\n", + "rank = MPI.Comm_rank(comm)\n", + "```\n", + "\n", + "Internally, MPI.jl uses `ccall` which is a mechanism that allows you to call C functions from Julia. In this, example we are calling the C function `MPI_Comm_rank` from the underlying MPI installation.\n", + "\n", + "```julia\n", + "comm = MPI.COMM_WORLD \n", + "rank_ref = Ref{Cint}()\n", + "ccall((:MPI_Comm_rank, MPI.API.libmpi), Cint, (MPI.API.MPI_Comm, Ptr{Cint}), comm, rank_ref)\n", + "rank = Int(rank_ref[])\n", + "```\n", + "\n" + ] + }, { "cell_type": "markdown", "id": "82e6e98f", @@ -81,6 +111,66 @@ "" ] }, + { + "cell_type": "markdown", + "id": "a534e3a2", + "metadata": {}, + "source": [ + "### Basic information about MPI processes\n", + "\n", + "The following cells give information about MPI processes, such as the rank id, the total number of processes and the name of the host running the code respectively. Before calling this functions one needs to initialize MPI." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "96f7c14e", + "metadata": {}, + "outputs": [], + "source": [ + "using MPI\n", + "MPI.Init()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd8232f5", + "metadata": {}, + "outputs": [], + "source": [ + "comm = MPI.COMM_WORLD\n", + "rank = MPI.Comm_rank(comm)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0befa408", + "metadata": {}, + "outputs": [], + "source": [ + "nranks = MPI.Comm_size(comm)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff01adcf", + "metadata": {}, + "outputs": [], + "source": [ + "MPI.Get_processor_name()" + ] + }, + { + "cell_type": "markdown", + "id": "f1a502a3", + "metadata": {}, + "source": [ + "Note that this note notebook is not running with different MPI processes (yet). So using MPI will only make sense later when we add more processes." + ] + }, { "cell_type": "markdown", "id": "133327e2", @@ -104,6 +194,32 @@ "println(\"Hello, I am process $rank of $nranks processes!\")" ] }, + { + "cell_type": "markdown", + "id": "baddbba1", + "metadata": {}, + "source": [ + "### Hello world in C\n", + "\n", + "```C\n", + "#include \n", + "#include \n", + "int main(int argc, char** argv) {\n", + " MPI_Init(NULL, NULL);\n", + " int world_size;\n", + " MPI_Comm_size(MPI_COMM_WORLD, &world_size);\n", + " int world_rank;\n", + " MPI_Comm_rank(MPI_COMM_WORLD, &world_rank);\n", + " char processor_name[MPI_MAX_PROCESSOR_NAME];\n", + " int name_len;\n", + " MPI_Get_processor_name(processor_name, &name_len);\n", + " printf(\"Hello from %s, I am rank %d of %d ranks!\\n\",\n", + " processor_name, world_rank, world_size);\n", + " MPI_Finalize();\n", + "}\n", + "```" + ] + }, { "cell_type": "markdown", "id": "e3901c57", @@ -311,63 +427,14 @@ "\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.Scatter`: Distributes data from one process to all processes.\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\n", - "\n", - "The \"root\" rank contains a buffer (e.g., a vector) of values (one value for each rank in a communicator). Scatter sends one value to each rank (the root rank also receives a value). The root rank can be any process in a communicator." - ] - }, - { - "attachments": { - "g13389.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "74d5b606", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ea413fd", - "metadata": {}, - "outputs": [], - "source": [ - "@everywhere workers() begin\n", - " comm = MPI.Comm_dup(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", @@ -414,6 +481,125 @@ "end" ] }, + { + "cell_type": "markdown", + "id": "8b4254d1", + "metadata": {}, + "source": [ + "### Scatter\n", + "\n", + "The root rank contains a buffer (e.g., a vector) of values (one value for each rank in a communicator). Scatter sends one value to each rank (the root rank also receives a value). The root rank can be any process in a communicator." + ] + }, + { + "attachments": { + "g13389.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "74d5b606", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ea413fd", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(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": "ed8da7f9", + "metadata": {}, + "source": [ + "### Bcast (broadcast)\n", + "\n", + "Similar to scatter, but we send the same message to all processes." + ] + }, + { + "attachments": { + "g1657.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "26b56c81", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4de15781", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", + " nranks = MPI.Comm_size(comm)\n", + " rank = MPI.Comm_rank(comm)\n", + " root = 0\n", + " buffer = Ref(0)\n", + " if rank == root\n", + " buffer[] = 20\n", + " println(\"I am sending: $(buffer[])\")\n", + " end \n", + " MPI.Bcast!(buffer,comm;root)\n", + " println(\"I have received: $(buffer[])\")\n", + "end" + ] + }, + { + "cell_type": "markdown", + "id": "6de37cc9", + "metadata": {}, + "source": [ + "### Barrier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff61f64a", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", + " sleep(rand(1:3))\n", + " MPI.Barrier(comm)\n", + " println(\"Done!\")\n", + "end" + ] + }, { "cell_type": "markdown", "id": "ac9a5b52", @@ -435,6 +621,218 @@ "\n" ] }, + { + "cell_type": "markdown", + "id": "26879a46", + "metadata": {}, + "source": [ + "### Blocking communication\n", + "\n", + "If we start a receive before a matching send, we will block in the call to `MPI.Recv!`. Run the next cell and note that the message is not printed since the process is blocked at `MPI.Recv!` waiting for a matching send." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68aa9ada", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 begin\n", + " buffer = Ref(0)\n", + " comm = MPI.COMM_WORLD\n", + " MPI.Recv!(buffer,comm;source=2-2,tag=0)\n", + " println(\"I have received $(buffer[]).\")\n", + "end;" + ] + }, + { + "cell_type": "markdown", + "id": "ace9c787", + "metadata": {}, + "source": [ + "If you run the next cell containing the corresponding send, the communication will take place." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e18347cd", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 2 begin\n", + " buffer = Ref(2)\n", + " comm = MPI.COMM_WORLD\n", + " MPI.Send(buffer,comm;dest=4-2,tag=0)\n", + " println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n", + "end;" + ] + }, + { + "cell_type": "markdown", + "id": "0a038200", + "metadata": {}, + "source": [ + "### MPI does not integrate well with Julia Tasks\n", + "\n", + "MPI blocks without yielding (we cannot switch to other Julia tasks). Run next cell:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d7da7d27", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 begin\n", + " buffer = Ref(0)\n", + " comm = MPI.COMM_WORLD\n", + " MPI.Recv!(buffer,comm;source=2-2,tag=0)\n", + " println(\"I have received $(buffer[]).\")\n", + "end;" + ] + }, + { + "cell_type": "markdown", + "id": "530b673b", + "metadata": {}, + "source": [ + "Now try to spawn other tasks on process 4 by running next cell. This task will not be served yet." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae1165ac", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 println(\"Hello!\");" + ] + }, + { + "cell_type": "markdown", + "id": "c722d71e", + "metadata": {}, + "source": [ + "We first need to unlock the receive with a matching send. Then the task printing \"Hello!\" will be finally served." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9da6f76e", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 2 begin\n", + " buffer = Ref(2)\n", + " comm = MPI.COMM_WORLD\n", + " MPI.Send(buffer,comm;dest=4-2,tag=0)\n", + " println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n", + "end;" + ] + }, + { + "cell_type": "markdown", + "id": "6f4fa1cd", + "metadata": {}, + "source": [ + "### Non-blocking communication" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6e2fbbf", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 begin\n", + " buffer = Ref(0)\n", + " comm = MPI.COMM_WORLD\n", + " req = MPI.Irecv!(buffer,comm;source=2-2,tag=0)\n", + " println(\"Not yet safe to read the buffer\")\n", + " MPI.Wait(req)\n", + " println(\"I have received $(buffer[]).\")\n", + "end;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4aa426ff", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 2 begin\n", + " buffer = Ref(2)\n", + " comm = MPI.COMM_WORLD\n", + " req = MPI.Isend(buffer,comm;dest=4-2,tag=0)\n", + " println(\"Not yet safe to write the buffer\")\n", + " MPI.Wait(req)\n", + " println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n", + "end;" + ] + }, + { + "cell_type": "markdown", + "id": "30d9a970", + "metadata": {}, + "source": [ + "### Combining Julia Tasks and non-blocking communication\n", + "\n", + "We can implement our own blocking mechanism that combines well with the Julia task scheduler. This can be done by testing on the request in a while loop. The `yield` in the loop provides the opportunity of other tasks to run.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "768b2439", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 begin\n", + " buffer = Ref(0)\n", + " comm = MPI.COMM_WORLD\n", + " req = MPI.Irecv!(buffer,comm;source=2-2,tag=0)\n", + " while MPI.Test(req) == false\n", + " yield()\n", + " end\n", + " println(\"I have received $(buffer[]).\")\n", + "end;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "073d138c", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 4 println(\"Hello!\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97bc403f", + "metadata": {}, + "outputs": [], + "source": [ + "@spawnat 2 begin\n", + " buffer = Ref(2)\n", + " comm = MPI.COMM_WORLD\n", + " req = MPI.Isend(buffer,comm;dest=4-2,tag=0)\n", + " while MPI.Test(req) == false\n", + " yield()\n", + " end\n", + " println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n", + "end;" + ] + }, { "cell_type": "markdown", "id": "750fdacb",