{ "cells": [ { "cell_type": "markdown", "id": "287c5272", "metadata": {}, "source": [ "\n", "\n", "### Programming large-scale parallel systems\n" ] }, { "cell_type": "markdown", "id": "2133c064", "metadata": {}, "source": [ "# Distributed computing in Julia\n" ] }, { "cell_type": "markdown", "id": "a7b64d5a", "metadata": {}, "source": [ "## Contents\n", "\n", "In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the [Distributed](https://docs.julialang.org/en/v1/manual/distributed-computing/) module available in the Julia standard library. The main topics we are going to cover are:\n", "\n", "- How to create Julia processes\n", "- How to execute code remotely\n", "- How to send and receive data\n", "\n", "With this knowledge you will be able to implement simple and complex parallel algorithms in Julia." ] }, { "cell_type": "markdown", "id": "ec225103", "metadata": {}, "source": [ "
\n", "Note: Do not forget to execute the next cell before starting this notebook! \n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "aebf6482", "metadata": {}, "outputs": [], "source": [ "using Printf\n", "function answer_checker(answer,solution)\n", " if answer == solution\n", " \"🥳 Well done! \"\n", " else\n", " \"It's not correct. Keep trying! 💪\"\n", " end |> println\n", "end\n", "q_1_check(answer) = answer_checker(answer,\"a\")\n", "q_2_check(answer) = answer_checker(answer,\"b\")\n", "function why_q1()\n", " msg = \"\"\"\n", " 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.\n", " \"\"\"\n", " println(msg)\n", "end\n", "function why_q2()\n", " msg = \"\"\"\n", " 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.\n", " \"\"\"\n", " println(msg)\n", "end\n", "function why_q3()\n", " msg = \"\"\"\n", " 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.\n", " \"\"\"\n", " println(msg)\n", "end\n", "function why_q4()\n", " msg = \"\"\"\n", " 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.\n", " \"\"\"\n", " println(msg)\n", "end\n", "println(\"🥳 Well done! \")" ] }, { "cell_type": "markdown", "id": "01af032c", "metadata": {}, "source": [ "## How to create Julia processes\n", "\n", "First of all, we need several processes in order to run parallel algorithms *in parallel*. In this section, we discuss different ways to create new processes in Julia." ] }, { "cell_type": "markdown", "id": "036a25d7", "metadata": {}, "source": [ "### Adding processes locally\n", "\n", " The simplest way of creating processes for parallel computing is to add them locally in the current Julia session. This is done by using the following commands.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "c6fed889", "metadata": {}, "outputs": [], "source": [ "using Distributed" ] }, { "cell_type": "code", "execution_count": null, "id": "d16faba9", "metadata": {}, "outputs": [], "source": [ "addprocs(3)" ] }, { "cell_type": "markdown", "id": "f07ac76c", "metadata": {}, "source": [ "Last cell created 3 new Julia processes. By default, they run locally in the same computer as the current Julia session, using multiple cores if possible. However, it is also possible to start the new processes in other machines as long as they are interconnected (more details on this later).\n", "\n", "\n", "
\n", "Tip: We can also start new processes when launching Julia from the command line by suing the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.\n", "
\n" ] }, { "cell_type": "markdown", "id": "a597f9be", "metadata": {}, "source": [ "### Each process runs a separated Julia instance\n", "\n", "When adding the new processes, you can imagine that 3 additional Julia REPLs have started under the hood (see figure below). The main point of the Distributed module is to provide a way of coordinating all these Julia processes to run code in parallel. It is important to note that each process runs in a separated Julia instance. This means that each process has its own memory space and therefore they do not share any data. This results in distributed-memory parallelism, and allows one to run processes in different machines." ] }, { "attachments": { "image838.png": { "image/png": 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} }, "cell_type": "markdown", "id": "f7065cb8", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "da2ae9aa", "metadata": {}, "source": [ "### Basic info about processes\n", "\n", "The following functions provide basic information about the underlying processes. If more than one process is available, the first process is called the *main* or *master* and the other the *workers*. If only a single process is available, it is the master and the first worker simultaneously." ] }, { "cell_type": "code", "execution_count": null, "id": "9214029b", "metadata": {}, "outputs": [], "source": [ "procs()" ] }, { "cell_type": "code", "execution_count": null, "id": "7a8498e6", "metadata": {}, "outputs": [], "source": [ "workers()" ] }, { "cell_type": "code", "execution_count": null, "id": "c6a8d8e4", "metadata": {}, "outputs": [], "source": [ "nprocs()" ] }, { "cell_type": "code", "execution_count": null, "id": "6f8b2888", "metadata": {}, "outputs": [], "source": [ "nworkers()" ] }, { "cell_type": "code", "execution_count": null, "id": "8583dee0", "metadata": {}, "outputs": [], "source": [ "myid()" ] }, { "cell_type": "code", "execution_count": null, "id": "17f1541f", "metadata": {}, "outputs": [], "source": [ "@everywhere println(myid())" ] }, { "cell_type": "markdown", "id": "44633d04", "metadata": {}, "source": [ "In previous cell, we have used the macro `@everywhere` that evaluates the given code on all processes. As a result, each process will print its own process id." ] }, { "cell_type": "markdown", "id": "2d104013", "metadata": {}, "source": [ "### Creating workers in other machines\n", "\n", "For large parallel computations, one typically needs to use different computers in parallel. Function `addprocs` also provides a low-level method to start workers in other machines. Next code example would create 3 workers in `server1` and 4 new workers in server `server2` (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details). \n", "\n", "\n", "\n", "\n", "```julia\n", "using Distributed\n", "machines = [(\"user@server1\",3),(\"user@server2\",4)]\n", "addprocs(machines)\n", "```\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "3869f1f7", "metadata": {}, "source": [ "\n", "
\n", "\n", "
\n", "\n" ] }, { "cell_type": "markdown", "id": "6c09b2e5", "metadata": {}, "source": [ "### Adding workers with ClusterManagers.jl\n", "\n", "Previous way of starting workers in other machines is very low-level. Happily, there is a Julia package called [ClusterManagers.jl](https://github.com/JuliaParallel/ClusterManagers.jl) that helps to create workers remotely in number of usual scenarios. For instance, when running the following code from the login node in a computer cluster, it will submit a job to the cluster queue allocating 128 threads. A worker will be generated for each one of these threads. If the compute node have 64 cores, 2 compute nodes will be used to create to contain the 128 workers (see below).\n", "\n", "\n", "```julia\n", "using Distributed\n", "using ClusterManagers\n", "addprocs(SlurmManager(128), partition=\"debug\", t=\"00:5:00\")\n", "```\n" ] }, { "cell_type": "markdown", "id": "7c470ed9", "metadata": {}, "source": [ "\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "8c8bc619", "metadata": {}, "source": [ "## Executing code remotely\n", "\n", "We have added new processes to our Julia session. Let's start using them!" ] }, { "cell_type": "markdown", "id": "76a8bf7a", "metadata": {}, "source": [ "### Function `remotecall`\n", "\n", "The most basic thing we can do with a remote processor is to execute a given function on it. This is done by using function `remotecall`. To make clear how local and remote executions compare, let's call a function locally and then remotely. Next cell uses function `ones` to create a matrix locally.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e2d0803a", "metadata": {}, "outputs": [], "source": [ "a = ones(2,3)" ] }, { "cell_type": "markdown", "id": "a87fe170", "metadata": {}, "source": [ "The next cell does the same operation, but remotely on process 2. Note that `remotecall` takes the function we want to execute remotely, the process id where we want to execute it and, finally, the function arguments." ] }, { "cell_type": "code", "execution_count": null, "id": "78010eb4", "metadata": {}, "outputs": [], "source": [ "proc = 2\n", "ftr = remotecall(ones,proc,2,3)" ] }, { "cell_type": "markdown", "id": "b931f9c5", "metadata": {}, "source": [ "Note that `remotecall` does not return the result of the underlying function, but a `Future`. This object represents a reference to a task running on the remote process. To move a copy of the result to the current process we can use `fetch`." ] }, { "cell_type": "code", "execution_count": null, "id": "e8163967", "metadata": {}, "outputs": [], "source": [ "fetch(ftr)" ] }, { "cell_type": "markdown", "id": "613c4a20", "metadata": {}, "source": [ "### `remotecall` is asynchronous\n", "\n", "It is important to note that `remotecall` does not wait for the remote process to finish. It turns immediately. This can be checked be calling remotely the following function that sleeps for 10 secods and then generates a matrix." ] }, { "cell_type": "code", "execution_count": null, "id": "d918200b", "metadata": {}, "outputs": [], "source": [ "fun = (m,n) -> (sleep(10); ones(m,n))" ] }, { "cell_type": "markdown", "id": "d5fba3bc", "metadata": {}, "source": [ "When running next cell, it will return immediately, event though the remote process will sleep for 10 seconds. We can even run code in parallel. To try this execute the second next cell while the remote call is running in the worker." ] }, { "cell_type": "code", "execution_count": null, "id": "339e425b", "metadata": {}, "outputs": [], "source": [ "proc = 2\n", "ftr = remotecall(fun,proc,2,3)" ] }, { "cell_type": "code", "execution_count": null, "id": "8ff8dc16", "metadata": {}, "outputs": [], "source": [ "1+1" ] }, { "cell_type": "markdown", "id": "40f9d6c4", "metadata": {}, "source": [ "However, when fetching the result, the current process blocks waiting until the result is available in the remote process and arrives to its destination." ] }, { "cell_type": "code", "execution_count": null, "id": "76705f73", "metadata": {}, "outputs": [], "source": [ "fetch(ftr)" ] }, { "cell_type": "markdown", "id": "75cb8b37", "metadata": {}, "source": [ "### Useful macro: `@spawnat`\n", "\n", "You have probably realized that in order to use `remotecall` we have written auxiliary anonymous functions. They are needed to wrap the code we want to execute remotely. Writing these functions can be tedious. Happily, the macro `@spawnat` generates an auxiliary function from the given block of code and calls `remotecall` for us. For instance, the two following cells are equivalent." ] }, { "cell_type": "code", "execution_count": null, "id": "4b550925", "metadata": {}, "outputs": [], "source": [ "@spawnat proc ones(2,3)" ] }, { "cell_type": "code", "execution_count": null, "id": "2394cc7f", "metadata": {}, "outputs": [], "source": [ "fun = () -> ones(2,3)\n", "remotecall(fun,proc)" ] }, { "cell_type": "markdown", "id": "8631fd6f", "metadata": {}, "source": [ "### `@async` vs `@spawnat`\n", "\n", "The relation between `@async` and `@spawnat` is obvious. From the user perspective they work almost in the same way. However, `@async` generates a task that runs asynchronously in the current process, whereas `@spawnat` executes a task in a remote process in parallel. In both cases, the result is obtained using `fetch`. " ] }, { "cell_type": "code", "execution_count": null, "id": "7d681ed9", "metadata": {}, "outputs": [], "source": [ "tsk = @async begin\n", " sleep(3)\n", " zeros(2)\n", "end\n", "fetch(tsk)" ] }, { "cell_type": "code", "execution_count": null, "id": "c8141cff", "metadata": {}, "outputs": [], "source": [ "ftr = @spawnat :any begin\n", " sleep(3)\n", " zeros(2)\n", "end\n", "fetch(ftr)" ] }, { "cell_type": "markdown", "id": "10899cd4", "metadata": {}, "source": [ "### Another usefull macro: `@fetchfrom`\n", "\n", "Macro `@fetchfrom` is the blocking version of `@spawnat`. It blocks and returns the corresponding result instead of a `Future` object. " ] }, { "cell_type": "code", "execution_count": null, "id": "f17da98e", "metadata": { "scrolled": true }, "outputs": [], "source": [ "a = @fetchfrom proc begin\n", " sleep(3)\n", " zeros(2)\n", "end" ] }, { "cell_type": "markdown", "id": "e9d37079", "metadata": {}, "source": [ "## Data movement\n", "\n", "Data movement is a crucial part in distributed-memory computations and it is usually one of its main computational\n", "bottlenecks. Being aware of the data we are moving when using functions such as `remotecall` is important to write efficient distributed algorithms in Julia. Julia also provides a special type of channel, called remote channel, to send and receive data between processes." ] }, { "cell_type": "markdown", "id": "6d6e04d9", "metadata": {}, "source": [ "### Explicit data movement in `remotecall` / `fetch`\n", "\n", "When usig `remotecall` we send to the remote process a function and its arguments. In this example, we send function name `+` and matrices `a` and `b` to proc 4. When fetching the result we receive a copy of the matrix from proc 4." ] }, { "cell_type": "code", "execution_count": null, "id": "fd901fcc", "metadata": {}, "outputs": [], "source": [ "proc = 4\n", "a = rand(10,10)\n", "b = rand(10,10)\n", "ftr = remotecall(+,proc,a,b) # Send\n", "fetch(ftr); # Receive" ] }, { "cell_type": "markdown", "id": "eda62267", "metadata": {}, "source": [ "### Implicit data movement\n", "\n", "Be aware that data movements can be implicit. This usually happens when we execute remotely functions that capture variables. In the following example, we are also sending matrices `a` and `b` to proc 4, even though they do not appear as arguments in the remote call. These variables are captured by the anonymous function and will be sent to proc 4." ] }, { "cell_type": "code", "execution_count": null, "id": "fe9866ac", "metadata": {}, "outputs": [], "source": [ "proc = 4\n", "a = rand(10,10)\n", "b = rand(10,10)\n", "fun = () -> a+b\n", "ftr = remotecall(fun,proc) # Send\n", "fetch(ftr); # Receive" ] }, { "cell_type": "markdown", "id": "3860df18", "metadata": {}, "source": [ "### Data movement with remote channels\n", "\n", "Another way of moving data between processes is to use remote channels. Their usage is very similar to conventional channels for moving data between tasks, but there are some important differences. In the next cell, we create a remote channel. Process 4 puts several values and closes the channel. Like for conventional channels, calls to `put!` might block, but next cell is not blocking the master process since the call to `put!` runs asynchronously on process 4." ] }, { "cell_type": "code", "execution_count": null, "id": "98260fd3", "metadata": {}, "outputs": [], "source": [ "fun = ()->Channel{Int}()\n", "chnl = RemoteChannel(fun)" ] }, { "cell_type": "code", "execution_count": null, "id": "0a729a00", "metadata": {}, "outputs": [], "source": [ "@spawnat 4 begin\n", " for i in 1:5\n", " put!(chnl,i)\n", " end\n", " close(chnl)\n", "end;" ] }, { "cell_type": "markdown", "id": "c2ce01e0", "metadata": {}, "source": [ "We can take values from the remote channel form any process using `take!`. Run next cell several times. The sixth time it should raise and error since the channel was closed." ] }, { "cell_type": "code", "execution_count": null, "id": "82fbbb88", "metadata": {}, "outputs": [], "source": [ "take!(chnl)" ] }, { "cell_type": "markdown", "id": "ff0da45d", "metadata": {}, "source": [ "### This will not work!\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", "```\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" ] }, { "cell_type": "markdown", "id": "1b3f8dcc", "metadata": {}, "source": [ "### Remote channels can be buffered\n", "\n", "Just like conventional channels, remote channels can be buffered. The buffer is stored in the process that owns the remote channel. By default this corresponds to process that creates the remote channel, but it can be a different one. For instance, process 3 will be the owner in the following example." ] }, { "cell_type": "code", "execution_count": null, "id": "426274ac", "metadata": {}, "outputs": [], "source": [ "buffer_size = 2\n", "owner = 3\n", "fun = ()->Channel{Int}(buffer_size)\n", "chnl = RemoteChannel(fun,owner)" ] }, { "cell_type": "code", "execution_count": null, "id": "db3b6fd5", "metadata": {}, "outputs": [], "source": [ "@spawnat 4 begin\n", " println(\"start\")\n", " for i in 1:5\n", " put!(chnl,i)\n", " println(\"I have put $i\")\n", " end\n", " close(chnl)\n", " println(\"stop\")\n", "end;" ] }, { "cell_type": "markdown", "id": "7e85654e", "metadata": {}, "source": [ "Note that since the channel is buffered, worker 4 can start putting values into it before any call to `take!`. Run next cell several times until the channel is closed." ] }, { "cell_type": "code", "execution_count": null, "id": "a8500649", "metadata": {}, "outputs": [], "source": [ "take!(chnl)" ] }, { "cell_type": "markdown", "id": "b8b411f1", "metadata": {}, "source": [ "### Remote channels are also iterable\n", "\n", "As with conventional channels, remote channels can be iterated. Let's repeat the example above.\n", "\n", "
\n", "Note: In old Julia versions, it was not possible to iterate over remote channels. If the cells below do not work, update Julia to a recent version.\n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "18c60a68", "metadata": {}, "outputs": [], "source": [ "fun = ()->Channel{Int}()\n", "chnl = RemoteChannel(fun)" ] }, { "cell_type": "code", "execution_count": null, "id": "73088996", "metadata": {}, "outputs": [], "source": [ "@spawnat 4 begin\n", " for i in 1:5\n", " put!(chnl,i)\n", " end\n", " close(chnl)\n", "end;" ] }, { "cell_type": "markdown", "id": "4bb35283", "metadata": {}, "source": [ "Now, try to iterate over the channel in a for loop." ] }, { "cell_type": "code", "execution_count": null, "id": "1a9bcca0", "metadata": {}, "outputs": [], "source": [ "for j in chnl\n", " @show j\n", "end" ] }, { "cell_type": "markdown", "id": "8eaea2fa", "metadata": {}, "source": [ "As an alternative method (or if you are using an older version of Julia): if we want to take values form a remote channel and stop automatically when the channel is closed, we can combine a while loop and a try-catch statement. This works since `take!` raises an error if the channel is closed, which will execute the `catch` block and breaks the loop." ] }, { "cell_type": "code", "execution_count": null, "id": "72acd664", "metadata": {}, "outputs": [], "source": [ "while true\n", " try\n", " j = take!(chnl)\n", " @show j\n", " catch\n", " break\n", " end\n", "end" ] }, { "cell_type": "markdown", "id": "1a3986c9", "metadata": {}, "source": [ "## Questions" ] }, { "cell_type": "markdown", "id": "fd22b74b", "metadata": {}, "source": [ "\n", "
\n", "Question (NB3-Q1): How many integers are transferred between master and worker? Including both directions. \n", "
\n", "\n", "\n", "\n", "```julia\n", "a = rand(Int,4,4)\n", "proc = 4\n", "@fetchfrom proc sum(a^2)\n", "```\n", "\n", " a) 17\n", " b) 32\n", " c) 16^2\n", " d) 65" ] }, { "cell_type": "code", "execution_count": null, "id": "de4e32eb", "metadata": {}, "outputs": [], "source": [ "answer = \"x\" #Replace x with a, b, c, or d\n", "q_1_check(answer)" ] }, { "cell_type": "code", "execution_count": null, "id": "9c4d4900", "metadata": {}, "outputs": [], "source": [ "why_q1()" ] }, { "cell_type": "markdown", "id": "dbe373d1", "metadata": {}, "source": [ "
\n", "Question (NB3-Q2): How many integers are transferred between master and worker? Including both directions. \n", "
\n", "\n", "\n", "\n", "```julia\n", "a = rand(Int,4,4)\n", "proc = 4\n", "@fetchfrom proc sum(a[2,2]^2)\n", "```\n", "\n", " a) 2\n", " b) 17\n", " c) 5\n", " d) 32" ] }, { "cell_type": "code", "execution_count": null, "id": "a234ceaa", "metadata": {}, "outputs": [], "source": [ "answer = \"x\" #Replace x with a, b, c, or d\n", "q_2_check(answer)" ] }, { "cell_type": "code", "execution_count": null, "id": "e7c25fc4", "metadata": {}, "outputs": [], "source": [ "why_q2()" ] }, { "cell_type": "markdown", "id": "c561a73d", "metadata": {}, "source": [ "\n", "
\n", "Question (NB3-Q3): Which value will be the value of `x` ? \n", "
\n" ] }, { "cell_type": "code", "execution_count": null, "id": "b71a2171", "metadata": {}, "outputs": [], "source": [ "a = zeros(Int,3)\n", "proc = 3\n", "@sync @spawnat proc a[2] = 2\n", "x = a[2]\n", "x" ] }, { "cell_type": "code", "execution_count": null, "id": "7b25a83f", "metadata": {}, "outputs": [], "source": [ "why_q3()" ] }, { "cell_type": "markdown", "id": "835080aa", "metadata": {}, "source": [ "
\n", "Question (NB3-Q4): Which value will be the value of `x` ? \n", "
\n", "\n", "Which value will be the value of `x` ?" ] }, { "cell_type": "code", "execution_count": null, "id": "b8678fd1", "metadata": {}, "outputs": [], "source": [ "a = zeros(Int,3)\n", "proc = myid()\n", "@sync @spawnat proc a[2] = 2\n", "x = a[2]\n", "x" ] }, { "cell_type": "code", "execution_count": null, "id": "96b84cb5", "metadata": {}, "outputs": [], "source": [ "why_q4()" ] }, { "cell_type": "markdown", "id": "9e985c61", "metadata": {}, "source": [ "## Remember: each process runs in a separated Julia instance\n", "\n", "In particular, this means that each process can load different functions or packages. In consequence, it is important to make sure that the code we run is defined in the corresponding process.\n", "\n" ] }, { "cell_type": "markdown", "id": "cdc07cba", "metadata": {}, "source": [ "### Functions are defined in a single process\n", "\n", "This is a very common pitfall when running parallel code. If we define a function in a process, it is not automatically available in the other processes. This is illustrated in the next example. The remote call in the last line in next cell will fail since the function `sleep_ones` is only being defined in the local process. " ] }, { "cell_type": "code", "execution_count": null, "id": "4544ca4c", "metadata": {}, "outputs": [], "source": [ "function sleep_ones(m,n)\n", " sleep(4)\n", " ones(m,n)\n", "end" ] }, { "cell_type": "code", "execution_count": null, "id": "b54a1a84", "metadata": {}, "outputs": [], "source": [ "proc = 3\n", "remotecall_fetch(sleep_ones,proc,3,4)" ] }, { "cell_type": "markdown", "id": "9ec5d8fe", "metadata": {}, "source": [ "To fix this, we can define the function on all processes with the `@everywhere` macro." ] }, { "cell_type": "code", "execution_count": null, "id": "7eb1e210", "metadata": {}, "outputs": [], "source": [ "@everywhere function sleep_ones(m,n)\n", " sleep(4)\n", " ones(m,n)\n", "end" ] }, { "cell_type": "code", "execution_count": null, "id": "b55cbedf", "metadata": {}, "outputs": [], "source": [ "proc = 3\n", "remotecall_fetch(sleep_ones,proc,3,4)" ] }, { "cell_type": "markdown", "id": "9f71e7fd", "metadata": {}, "source": [ "### Anonymous functions are available everywhere\n", "\n", "If a function has a name, Julia only sends the function name to the corresponding process. Then, Julia looks for the corresponding function code in the remote process and executes it. This is why the function needs to be defined also in the remote process. However, if a function is anonymous, Julia needs to send the complete function definition to the remote process. This is why anonymous functions do not need to be defined with the macro `@everywhere` to work in a remote call.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "d9734913", "metadata": {}, "outputs": [], "source": [ "fun = (m,n) -> (sleep(4);ones(m,n))" ] }, { "cell_type": "code", "execution_count": null, "id": "f08131c3", "metadata": {}, "outputs": [], "source": [ "proc = 3\n", "remotecall_fetch(fun,proc,3,4)" ] }, { "cell_type": "markdown", "id": "ebec4f5e", "metadata": {}, "source": [ "### Each proc uses packages independently\n", "\n", "When using a package in a process, it is not available in the other ones. For instance, if we load the `LinearAlgebra` package in the current process and use one of its exported functions in another process, we will get an error." ] }, { "cell_type": "code", "execution_count": null, "id": "e0cf3545", "metadata": {}, "outputs": [], "source": [ "using LinearAlgebra" ] }, { "cell_type": "code", "execution_count": null, "id": "0498748c", "metadata": {}, "outputs": [], "source": [ "@fetchfrom 3 norm([1,2,3])" ] }, { "cell_type": "markdown", "id": "97462cbd", "metadata": {}, "source": [ "To fix this, we can load the package on all processors with the `@everywhere` macro." ] }, { "cell_type": "code", "execution_count": null, "id": "14ee3498", "metadata": {}, "outputs": [], "source": [ "@everywhere using LinearAlgebra" ] }, { "cell_type": "code", "execution_count": null, "id": "f8b3ba73", "metadata": {}, "outputs": [], "source": [ "@fetchfrom 3 norm([1,2,3])" ] }, { "cell_type": "markdown", "id": "3743ae18", "metadata": {}, "source": [ "### Each process has its own active package environment\n", "\n", "This is another very common source of errors. You can check that if you activate the current directory, this will have no effect in the other processes." ] }, { "cell_type": "code", "execution_count": null, "id": "abf3afe5", "metadata": {}, "outputs": [], "source": [ "] activate ." ] }, { "cell_type": "markdown", "id": "4d8bfa90", "metadata": {}, "source": [ "We have activated the current folder. Now let's see which is the active project in another process, say process 2. You will see that process 2 is probably still using the global package environment." ] }, { "cell_type": "code", "execution_count": null, "id": "3c6f29fb", "metadata": {}, "outputs": [], "source": [ "@everywhere using Pkg" ] }, { "cell_type": "code", "execution_count": null, "id": "ee04b3cc", "metadata": {}, "outputs": [], "source": [ "@spawnat 2 Pkg.status();" ] }, { "cell_type": "markdown", "id": "8244ae89", "metadata": {}, "source": [ "To fix this, you need to activate the current directory on all processes." ] }, { "cell_type": "code", "execution_count": null, "id": "99991a93", "metadata": {}, "outputs": [], "source": [ "@everywhere Pkg.activate(\".\")" ] }, { "cell_type": "code", "execution_count": null, "id": "dfc8ea20", "metadata": {}, "outputs": [], "source": [ "@spawnat 2 Pkg.status();" ] }, { "cell_type": "markdown", "id": "4bfbe073", "metadata": {}, "source": [ "## Easy ways of parallelizing code\n", "\n", "A part from the low-level parallel routines we have seen so-far, Julia also provides much more simple ways to parallelizing loops and maps." ] }, { "cell_type": "markdown", "id": "89e4b22b", "metadata": {}, "source": [ "### Useful macro: @distributed\n", "\n", "This macro is used when we want to perform a very large for loops made of independent small iterations. To illustrate this, let's consider again the function that computes $\\pi$ with Leibniz formula." ] }, { "cell_type": "code", "execution_count": null, "id": "f5e27d24", "metadata": {}, "outputs": [], "source": [ "function compute_Ï€(n)\n", " s = 1.0\n", " for i in 1:n\n", " s += (isodd(i) ? -1 : 1) / (i*2+1)\n", " end\n", " 4*s\n", "end" ] }, { "cell_type": "markdown", "id": "d0921cb9", "metadata": {}, "source": [ "Paralelizing this function might require some work with low-level functions like `remotecall`, but it is trivial using the macro `@distributed`. This macro runs the for loop using the available processes and optionally reduces the result using a given reduction function (`+` in this case)." ] }, { "cell_type": "code", "execution_count": null, "id": "d4efb990", "metadata": {}, "outputs": [], "source": [ "function compute_Ï€_dist(n)\n", " s = 1.0\n", " r = @distributed (+) for i in 1:n\n", " (isodd(i) ? -1 : 1) / (i*2+1)\n", " end\n", " 4*(s+r)\n", "end" ] }, { "cell_type": "markdown", "id": "8dbc2240", "metadata": {}, "source": [ "Run next cell to measure the performance of the serial function for a large value of `n`. Run it at least 2 times to get rid of compilation times." ] }, { "cell_type": "code", "execution_count": null, "id": "ec604251", "metadata": {}, "outputs": [], "source": [ "@time compute_Ï€(4_000_000_000)" ] }, { "cell_type": "markdown", "id": "c21b12b5", "metadata": {}, "source": [ "Run next cell to measure the performance of the parallel function." ] }, { "cell_type": "code", "execution_count": null, "id": "60fca9ae", "metadata": {}, "outputs": [], "source": [ "@time compute_Ï€_dist(4_000_000_000)" ] }, { "cell_type": "markdown", "id": "f996ec0b", "metadata": {}, "source": [ "### Useful function: `pmap`\n", "\n", "This function is used when we want to call a very expensive function a small number of evaluations and we want to distribute these evaluations over the available processes. To illustrate the usage of `pmap` consider the following example. Next cell generates sixty 30x30 matrices. The goal is to compute the singular value decomposition of all of them. This operation is known to be expensive for large matrices. Thus, this is a perfect scenario for `pmap`." ] }, { "cell_type": "code", "execution_count": null, "id": "3d137f35", "metadata": {}, "outputs": [], "source": [ "a = [ rand(300,300) for i in 1:60];" ] }, { "cell_type": "markdown", "id": "b95d3558", "metadata": {}, "source": [ "First, lets measure the serial performance" ] }, { "cell_type": "code", "execution_count": null, "id": "9f6e302b", "metadata": {}, "outputs": [], "source": [ "using LinearAlgebra" ] }, { "cell_type": "code", "execution_count": null, "id": "74f16257", "metadata": {}, "outputs": [], "source": [ "@time svd.(a);" ] }, { "cell_type": "markdown", "id": "25de96e4", "metadata": {}, "source": [ "If we use `pmap` instead of broadcast, the different calls to `svd` will be distributed over the available processes." ] }, { "cell_type": "code", "execution_count": null, "id": "4f9c5c2d", "metadata": {}, "outputs": [], "source": [ "@time pmap(svd,a);" ] }, { "cell_type": "markdown", "id": "ad00cf8f", "metadata": {}, "source": [ "## Summary\n", "\n", "We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are `remotecall` and `RemoteChannel`, but there are other functions and macros like `pmap` and `@distributed` that simplify the implementation of parallel algorithms." ] }, { "cell_type": "markdown", "id": "a75aa3bb", "metadata": {}, "source": [ "## Exercises" ] }, { "cell_type": "markdown", "id": "3153bd90", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "Implement this \"simple\" algorithm (the telephone game):\n", "\n", "Worker 1 generates a message (an integer). Worker 1 sends the message to worker 2. Worker 2 receives the message, increments the message by 1, and sends the result to worker 3. Worker 3 receives the message, increments the message by 1, and sends the result to worker 4. Etc. The last worker sends back the message to worker 1 closing the ring. See the next figure." ] }, { "attachments": { "g5148-2.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "6a485db2", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "9a49ad48", "metadata": {}, "source": [ "# License\n", "\n", "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license." ] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.10.5", "language": "julia", "name": "julia-1.10" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }