Difference between revisions of "Creating Multithreaded Skyrim Mods"

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[[Category:Tutorials]]
[[Category:Tutorials]]
[[Category:Community Tutorials]]
[[Category:Papyrus Tutorials]]
[[category:Scripting]]
{{Tutorial Index
|series=Multithreading
|chapter=1
|Prev=:Category:Tutorials
|Next=Creating_Multithreaded_Skyrim_Mods_Part_2_-_Futures
}}


'''''Under Construction.'''''
This tutorial covers how modders can use Papyrus more effectively by leveraging its inherent multithreading capability. This guide includes plenty of examples and explanations to help you understand the design pattern. Using multithreading can greatly increase the performance of mods that have many external function calls back-to-back (''function A calls external function B, then calls external function C, then calls...'') or deeply nested (''function A calls external function B calls external function C calls...'') and help execute time-critial tasks, at the cost of a short burst of resource utilization.


This tutorial covers how modders can use Papyrus more effectively by leveraging its inherent multithreading capability. This guide includes plenty of examples and explanations to help you understand the design pattern. Using multithreading can greatly increase the performance of complex or repetitive Papyrus calculations, reduce overall strain on the Papyrus VM (making you a better mod-citizen), and help execute time-sensitive tasks.
[http://www.creationkit.com/Threading_Notes_%28Papyrus%29 Papyrus is a threaded scripting language]. However, it can be a challenge to harness this attribute of the language.


[http://www.creationkit.com/Threading_Notes_%28Papyrus%29 Papyrus is a threaded scripting language]. However, it can be a challenge harness this attribute of the language.


The intended audience for this guide is intermediate to expert Papyrus developers. This design pattern '''requires SKSE''' for its use of Mod Events.
{{WarningBox|The intended audience for this guide is intermediate to expert Papyrus developers. This design pattern '''requires SKSE''' for its use of [http://www.creationkit.com/ModEvent_Script Mod Events].}}
 


The examples provided are intended to be used as a reference to adapt to your own needs; as each mod's needs are different, and because of the way Papyrus (and Skyrim) is designed, writing a generic framework that provides a solution for everyone is not possible; change it to fit your unique requirements.  
The examples provided are intended to be used as a reference to adapt to your own needs; as each mod's needs are different, and because of the way Papyrus (and Skyrim) is designed, writing a generic framework that provides a solution for everyone is not possible; change it to fit your unique requirements.  
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If you answered "yes" to any of these bullets, a multithreaded design pattern may increase the performance of your mod. This pattern provides two distinct advantages:
If you answered "yes" to any of these bullets, a multithreaded design pattern may increase the performance of your mod. This pattern provides two distinct advantages:


# Multithreading excels at taking tasks that would otherwise be run in sequence and making them run simultaneously.
# Multithreading takes tasks that would otherwise be run in sequence and allows them to run simultaneously, which can reduce the time it takes to complete all tasks.
# Due to the way the Papyrus scheduler must sync external calls to frames, many external calls can add a great deal of overhead (see [http://www.creationkit.com/Threading_Notes_%28Papyrus%29 this page] on notes regarding how external calls suspend and resume threads); this pattern can greatly reduce the number of external function calls. I have personally seen performance over 10 times faster (an action that once took ~8.5 seconds to now takes ~0.5 seconds) in my own mods using this method.
# Due to the way the Papyrus scheduler must sync external calls to frames, many external calls can add a great deal of overhead (see [http://www.creationkit.com/Threading_Notes_%28Papyrus%29 this page] on notes regarding how external calls suspend and resume threads); this pattern can greatly reduce the number of external function calls your script must use at any one time.


Only profiling your scripts by using one of the various profiling functions can tell you whether or not these patterns will improve your mod's behavior. I have personally seen performance over 10 times faster (an action that once took ~8.5 seconds to now takes ~0.5 seconds) in my own mods using this method.


{{WarningBox|Keep in mind that asynchronous operations means that you don't know how fast, or in what order, your threads will run or finish.
Note that by spinning up many threads simultaneously, you are invariably placing increased load on the Papyrus VM for as long as it takes your threads to complete. Ideally, this should be a much shorter frame of time than if the task were done in a single thread. You must decide whether or not the narrow "spike" of resource consumption using threads is better than the more spread-out "swell" of a single thread calling many functions back-to-back. Again, '''profile''' before and after!


If the tasks you need to perform are order-dependent, the methods detailed below is probably not a good fit for your needs.}}


{{WarningBox|This design pattern is '''not''' intended to replace the way you do things in every script. It is meant to tackle increasing the performance of ''specific, slow, and usually repetitive'' tasks.}}


== Key Terms ==
{{WarningBox|Keep in mind that asynchronous operations means that you don't know how fast, or in what order, your threads will run or finish.


* '''Thread''' - An individual script instance that does work. Returns results to a <code>Future</code>.
If the tasks you need to perform are order-dependent, the methods detailed below are probably not a good fit for your needs.}}
* '''Thread Manager''' - A script that controls which thread handles a task. Returns a <code>Future</code> to the user of the script, if using that pattern.
* '''Callback (Callback pattern)''' - A Mod Event that is raised when a thread completes. Passes the thread results in the event parameters.
* '''Future (Future pattern)''' - An object that will contain the result of a thread's operation at some point in the future.
* '''Future Anchor (Future pattern)''' - An object reference in an unused cell that we use to create Futures with using <code>PlaceAtMe()</code>.




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We test this in-game, and we see each guard appear one-by-one. Kinda lame. You decide to upload it anyway, and your users complain that the spell is "slow" and "clunky".
We test this in-game, and we see each guard appear one-by-one. Your users complain that the spell is "slow" and "clunky". You'd like things to appear much faster so that the spell feels responsive.
 
<code>PlaceAtMe()</code> can be slow, especially over this many objects. We also have (for illustration purposes) some preprocessing that needs to happen (<code>MoveGuardMarkerNearPlayer(int Index)</code>) before we know where to put the guard. We have decided that multithreading this task would be much faster than placing each Actor one-by-one.
 
 
== Creation Kit ==
 
# '''Create Quest:''' Begin by opening the Creation Kit and creating a new Quest. We'll call our quest '''GuardPlacementQuest'''. Click OK to save and close the quest, then open it again (to prevent the CK from crashing). Make sure that "Start Game Enabled", "Run Once", "Warn on Alias Failure" and "Allow repeated stages" are unchecked. Click OK to close it again.
# '''Create Future (Activator):''' Next, we want to create an object we will need later, called a <code>Future</code>. We'll get into what these do later. Open the Activator tree in the Creation Kit Object Window, and find ''''xMarkerActivator''''. Right click and Duplicate this object. Double-click the duplicate and rename it's Editor ID to identify it later; we'll call ours '''GuardPlacementFutureActivator'''.
# '''Create Anchor (Object Reference):''' We now want to create a "Future Anchor". This is an XMarker object reference that we will be placing in a far-off, unused cell. You can create your own blank cell, but '''AAADeleteWhenDoneTestJeremy''' is also a good candidate. Wherever you decide to place it, drag an XMarker Static from the Object Window of the Creation Kit into the Render Window and name the reference. We'll name ours '''GuardPlacementFutureAnchor'''. We'll use this to <code>PlaceAtMe()</code> Futures on this object later on.
 
<gallery widths="240px" heights="120px" perrow="3">
Image:Multithreading-fig1-1.JPG|<b>Fig. 1.1</b>: <br> Create Quest
Image:Multithreading-fig1-2.JPG|<b>Fig. 1.2</b>: <br> Create Future Activator
Image:Multithreading-fig1-3.JPG|<b>Fig. 1.3</b>: <br> Create Anchor
</gallery>


We have (for illustration purposes) some preprocessing that needs to happen (<code>MoveGuardMarkerNearPlayer(int Index)</code>) before we know where to put the guard, which turns out to be slow (several MoveTo(), etc). We have decided that multithreading this task would be much faster than placing each Actor one-by-one.


== Threads ==


The thread is what will perform the work we want to perform in parallel. Just like the <code>PlaceAtMe()</code> needed to spawn our guards, we expect the result of our Thread to be an ObjectReference.
== Two Approaches: Futures and Callbacks ==


First, let's define a base Thread "class", called '''GuardPlacementThread'''.
There are two basic threaded patterns that you can decide to implement. They each have pros and cons. You will need to decide which approach is best for your application.


=== Futures ===


As Papyrus developers, we are accustom to calling functions, having those functions return values, and storing those returned values. You're probably used to seeing code like this:


<source lang="papyrus">
<source lang="papyrus">
scriptname GuardPlacementThread extends Quest hidden
     ObjectReference my_sword = PlayerRef.PlaceAtMe(Sword)
 
;UNCOMMENT THIS after compiling Thread Manager
;import GuardPlacementThreadManager
 
;Thread control variables
ObjectReference future
int thread_id = -1
bool thread_queued = false
 
;Variables you need to get things done go here
ActorBase theGuard
Static theMarker
 
ObjectReference function get_async(Activator akFuture, ObjectReference akFutureAnchor, ActorBase akGuard, Static akXMarker)
        ;Let the Thread Manager know that this thread is busy
        thread_queued = true
 
        ;If our thread doesn't have a unique ID, request one from Thread Manager
if thread_id == -1
                ;UNCOMMENT THIS after compiling Thread Manager
;thread_id = GetThreadId()
endif
        ;Store our passed-in parameters to member variables
theGuard = akGuard
theMarker = akXMarker
       
        ;Register for the event that will start our thread
        RegisterForModEvent("MyMod_OnGuardPlacement")
 
;Raise the event that will start this thread
RaiseEvent_OnGuardPlacement(thread_id)
 
;Create the Future that will contain our result
future = akFutureAnchor.PlaceAtMe(akFuture)
return future
endFunction
 
function RaiseEvent_OnGuardPlacement(int iThreadId)
int handle = ModEvent.Create("MyMod_OnGuardPlacement")
if handle
ModEvent.PushInt(handle, iThreadId)
ModEvent.Send(handle)
else
;pass
endif
endFunction
 
bool function busy()
return thread_queued
endFunction
 
bool function has_future(ObjectReference akFuture)
    if akFuture == future
        return true
    else
        return false
    endif
endFunction
 
bool function force_unlock()
     clear_thread_vars()
    thread_queued = false
    return true
endFunction
 
Event OnGuardPlacement(int aiThreadId)
if thread_queued && aiThreadId == thread_id
;OK, let's get some work done!
ObjectReference tempMarker = Game.GetPlayer().PlaceAtMe(theMarker) ;We could have passed PlayerRef in as a get_async() parameter, too
MoveGuardMarkerNearPlayer(tempMarker)
ObjectReference result = tempMarker.PlaceAtMe(theGuard)
(future as GuardPlacementFuture).result = result
clear_thread_vars()
thread_queued = false
endif
endEvent
 
function clear_thread_vars()
;Reset all thread variables to default state
theGuard = None
theMarker = None
endFunction
 
function MoveGuardMarkerNearPlayer(ObjectReference akMarker)
;Expensive SetPosition, GetPosition, FindNearestRef, etc calls here (illustration only)
endFunction
</source>
</source>




In the Futures pattern, we avoid calling functions like this directly. Instead, we call a function on a special script we will write, the '''Thread Manager''', that will delegate our work to a '''thread'''.


As you can see, our thread does a few important things:
Instead of receiving a return value, we will receive something called a '''Future'''. A <code>Future</code> is not the return value; instead, it ''represents'' the return value ''at some point in the future.'' It can be thought of as a placeholder for the "real" value.
* It has a <code>get_async()</code> function, which takes in all of the parameters necessary to do the work we need to perform.


* It grabs a unique <code>thread_id</code> if it doesn't already have one, which is used to act only on an Event raised by this thread.


* It defines and registers for an <code>OnGuardPlacement</code> Event, which is a custom [http://www.creationkit.com/ModEvent_Script Mod Event] that does the work.
{{NewFeature|
* '''Thread''' - An individual script instance that does work. Returns results to a Future or raises a callback event.


* <code>get_async()</code> returns a <code>Future</code> back to the Thread Manager (who will in turn give the <code>Future</code> back to our script).
* '''Thread Manager''' - A script that controls which thread handles a task. Returns a Future to the user of the script, if using that pattern.


* It does some work in the Event, but only if the thread has been 'queued' and the ThreadId of the Event matches ours.
* '''Future''' - An object that will contain the thread's return value at some point in the future.}}


* We return our results back to the <code>Future</code> we created.
* We clear all of our member variables using <code>clear_thread_vars()</code>.
* We set <code>thread_queued</code> back to <code>False</code>, which tells the Thread Manager that this thread is available to be used again.
{{ProTip|Raising an Event against itself allows the <code>Event OnGuardPlacement()</code> to begin working as soon as <code>get_async()</code> is finished. If we called our function that does our work directly from <code>get_async()</code>, the calling script would block until the work was complete, which would defeat the purpose. We use a Thread ID to filter out events from other threads attached to the same Quest that we don't care about.}}
{{WarningBox|Be diligent about error handling and what could go wrong while your thread is running. If your thread aborts before it can set <code>thread_queued</code> back to <code>False</code>, your thread will become locked and unusable until it times out on the next <code>get_result()</code>. If the thread is hung waiting for an external function call that will never return (such as a <code>PlaceAtMe()</code> on an ObjectReference that cannot complete its <code>OnInit()</code> block), it may become permanently locked.}}
Now that we've set up our base Thread script, we will create 10 child scripts that will extend this one. They will each contain only one line, the scriptname definition.


So our code using a Future pattern might look something like this:




<source lang="papyrus">
<source lang="papyrus">
;GuardPlacementThread01.psc
    ObjectReference my_sword_future = ThreadManager.PlaceAtMeAsync(Sword)
scriptname GuardPlacementThread01 extends GuardPlacementThread
    ThreadManager.wait_all()
 
;GuardPlacementThread02.psc
scriptname GuardPlacementThread02 extends GuardPlacementThread
 
...
 
;GuardPlacementThread09.psc
scriptname GuardPlacementThread09 extends GuardPlacementThread
 
;GuardPlacementThread10.psc
scriptname GuardPlacementThread10 extends GuardPlacementThread
</source>
</source>




<code>PlaceAtMeAsync</code> is a function we've written that gets assigned to a thread. A thread that has been given data to work on is referred to as being '''queued'''. <code>wait_all()</code> tells the Thread Manager that it should start running any queued threads and that we will wait until they're finished.


Once all of your Thread child scripts and your base Thread script are saved and compiled, attach the 10 child scripts to your Quest.
Later, when we decide we want the result of our thread, we just ask for it:
 
"'''''But wait,'''''" you ask. "'''''We need to place 20 guards, but we only have 10 threads. Won't something break?'''''" The Thread Manager, which we'll talk about next, can handle having more work than there are threads!
 
 
== Thread Manager ==
 
We will next define the Thread Manager script. This script handles delegating our work to an available thread. If a thread is not available, it waits until one is.
 
Since we may have many thread scripts, and it would be tedious to hook up properties we need to do our task in each and every one, define them here instead and we will pass them in as parameters to our threads. We will try to keep properties that have to be hooked up in the Creation Kit off of the threads themselves.
 
In the end, the function that we call in our Thread Manager will return a <code>Future</code>, which we can use to get our return value later.




<source lang="papyrus">
<source lang="papyrus">
scriptname GuardPlacementThreadManager extends Quest
    ObjectReference my_sword = (my_sword_future as FutureScript).get_result()
 
Quest property GuardPlacementQuest auto
{The name of the thread management quest.}
 
Activator property GuardPlacementFutureActivator auto
{Our Future object.}
 
ObjectReference property GuardPlacementFutureAnchor auto
{Our Future Anchor object reference.}
 
Static property XMarker auto
{Tedious to define properties in the threads and hook up in CK over and over, so define things we need here. MoveGuardMarkerNearPlayer() needs XMarkers.}
 
int next_thread_id = 0
function GetThreadId() global
    next_thread_id += 1
    return next_thread_id
endFunction
 
;Let's cast our threads to local variables so things are less cluttered in our code
GuardPlacementThread01 thread01 = GuardPlacementQuest as GuardPlacementThread01
GuardPlacementThread02 thread02 = GuardPlacementQuest as GuardPlacementThread02
...
GuardPlacementThread09 thread09 = GuardPlacementQuest as GuardPlacementThread09
GuardPlacementThread09 thread10 = GuardPlacementQuest as GuardPlacementThread10
 
;The 'public-facing' function that our MagicEffect script will interact with.
ObjectReference function PlaceConjuredGuardAsync(ActorBase akGuard)
        int i = 0
ObjectReference future
while !future
if !thread01.busy()
future = thread01.get_async(GuardPlacementFutureActivator, GuardPlacementFutureAnchor, akGuard, XMarker)
elseif !thread02.busy()
future = thread02.get_async(GuardPlacementFutureActivator, GuardPlacementFutureAnchor, akGuard, XMarker)
...
elseif !thread09.busy()
future = thread09.get_async(GuardPlacementFutureActivator, GuardPlacementFutureAnchor, akGuard, XMarker)
elseif !thread10.busy()
future = thread10.get_async(GuardPlacementFutureActivator, GuardPlacementFutureAnchor, akGuard, XMarker)
else
;All threads are busy; wait and try again.
                        Utility.wait(0.1)                       
                        i += 1
                        if i >= 100
                            debug.trace("Error: A catastrophic error has occurred. All threads have become unresponsive. Please debug this issue or notify the author.")
                            i = 0
                            ;Fail by returning None. The mod needs to be fixed.
                            return None
                        endif
endif
endWhile
 
return future
endFunction
 
;A helper function that can avert permanent thread failure if something goes wrong
function TryToUnlockThread(ObjectReference akFuture)
    bool success = false
    if thread01.has_future(akFuture)
        success = thread01.force_unlock()
    elseif thread02.has_future(akFuture)
        success = thread02.force_unlock()
    ;...and so on
    elseif thread09.has_future(akFuture)
        success = thread09.force_unlock()
    elseif thread10.has_future(akFuture)
        success = thread10.force_unlock()
    endif
   
    if !success
        debug.trace("Error: A thread has encountered an error and has become unresponsive.")
    else
        debug.trace("Warning: An unresponsive thread was successfully unlocked.")
    endif
endFunction
</source>
</source>




The PlaceConjuredGuardAsync() function handles making sure that our work gets delegated to an available thread. The function then returns a <code>Future</code> once an available thread is found. Nearly as soon as a thread's <code>get_async()</code> function is called, it begins working, while our calling MagicEffect script is free to do other things in the mean time.
Why would we want to do this? In the above example, it might not make much sense. But what if our code looked more like,
 
'''Compile and attach''' this script to your GuardPlacementQuest. Once you've done that, go back to your GuardPlacementThread.
 
A bit of house-cleaning: You can now uncomment 2 lines (noted) that were commented out because the Thread Manager didn't exist yet. '''Uncomment those two lines and re-compile''' the GuardPlacementThread script. (It's not necessary to recompile all of the children.)
 
 
== Back to the Future ==
 
A '''Future''', in parallel processing, is [https://cloud.google.com/appengine/docs/python/ndb/futureclass the representation of an asynchronous operation]. It can be thought of as a placeholder in lieu of your result until your result has arrived. Like the Google App Engine version that this was inspired by, when the Future is created, it will probably not have any results yet. Your script can store a <code>Future</code> and later call the <code>Future</code> object's <code>get_result()</code> function. If the result has arrived, <code>get_result()</code> returns it; otherwise, it waits for the result to arrive, and ''then'' returns it.
 
{{ProTip|A few notes about Futures:
* Futures '''contain the result''' of a thread that has finished.
* Futures are lightweight Activator ObjectReferences placed in an unloaded cell.
* A <code>Future</code> is '''temporary''', and exists until the result is read, after which, the <code>Future</code> is destroyed. Make sure to save your results to your own variable if you will need them later, since the <code>Future</code> will no longer exist after calling <code>get_result()</code>. This keeps the number of ObjectReferences created under control, and helps prevent save game size bloat.
* <code>get_result()</code> is blocking, meaning it waits until results are received from the thread, and then returns.
* You can check if a <code>Future</code> has received a result without having to potentially wait by calling the Future's done() function.
* The result of a <code>Future</code> is the same as the result of any other function in Papyrus, and can return None, false, etc if an error is encountered. Code the result of a <code>Future</code> like you would the result of anything else and anticipate errors accordingly.
* Futures will attempt to unlock threads that have become unresponsive.}}
 
Let's create our Future:




<source lang="papyrus">
<source lang="papyrus">
scriptname GuardPlacementFuture extends ObjectReference
    ObjectReference my_sword = PlayerRef.PlaceAtMe(Sword)
 
    my_sword.MoveTo(SwordPositionMarker)
Quest property GuardPlacementQuest auto
    SwordPositionMarker.MoveTo(OriginLocation)
 
    my_sword.SetAngle(my_sword.GetAngleX(), my_sword.GetAngleY(), my_sword.GetAngleZ() + 120.0)
ObjectReference r
    ;...and so on
ObjectReference property result hidden
function set(ObjectReference akResult)
done = true
r = akResult
endFunction
endProperty
 
bool done = false
bool function done()
return done
endFunction
 
ObjectReference function get_result()
;Terminate the request after 10 seconds, or as soon as we have a result
int i = 0
while !done && i < 100
i += 1
utility.wait(0.1)
endWhile
RegisterForSingleUpdate(0.1)
       
        if i >= 100
                ;Our thread probably encountered an error and is locked up; we need to unlock it.
                (GuardPlacementQuest as GuardPlacementThreadManager).TryToUnlockThread(self as ObjectReference)
        endif
return r
endFunction
 
Event OnUpdate()
self.Disable()
self.Delete()
endEvent
</source>
</source>




This script should be '''compiled and attached to the Future Activator''' object we created earlier. Note the Type of the result; this could be changed to any data type you need to return.
If we had to do this collection of operations on not just one sword, but say, two dozen, things start to take a while to process; it might be a few seconds before anything ever even happens to sword #12, 18, or 22. And everything happens one by one. With the Future pattern, calling <code>PlaceAtMeAsync()</code> would return almost immediately, leaving your script free to do other things while all of your swords are placed and moved. And with threads, all of these swords would be placed and moved nearly simultaneously. When you're ready to get each sword's ObjectReference, you call <code>get_result()</code> on your Future.
 
 
{{ProTip|As a best practice, only interface with the <code>Future</code> using its member functions, <code>done()</code> and <code>get_result()</code>.}}


==== Futures Pros ====
* '''Pull-based:''' Using Futures is a ''pull'' pattern, where you must explicitly ask (pull) for the results of a thread you have started by calling <code>get_result()</code>.
* '''Control who can access results:''' The result can only be retrieved by someone who knows the Future of your thread. You have control over who can retrieve your results.
* '''Control when results are retrieved:''' The result is only retrieved when you ask for it. This is important when you need to retrieve results in a particular order.
* '''Easier to trace execution order:''' A thread can be started and results retrieved all within the same function; your code does not have to "jump around" as much as it does in the Callback pattern.
* '''Abstracts away "locks":''' With Futures, we don't have to worry about two threads accidentally manipulating the same variable in the wrong order because one finished faster or slower than the other. We just request our results from our futures in the order that we want them.
* '''Requires less state management:''' Managing the state of your script is almost as simple as when you wrote scripts in a single thread calling functions directly.


== Tying it All Together ==
==== Futures Cons ====
* '''Harder to understand:''' Implementing a Future-based approach requires learning several new concepts.
* '''Harder to implement:''' There are more pieces involved in setting up a Future-based approach.
* '''More overhead (slower):''' A Future-based approach can be slower than using a Callback approach, due to the fact that Futures are ObjectReferences and must be created and destroyed when a thread runs and data is read.
* '''Results availability and delays:''' If you call <code>get_result()</code> on a Future, and the result is not yet ready, the script will wait until it is, and then return the result. You are at the mercy of the thread to return a value to the future until you can continue. For some applications, this may be considered a pro.
* '''Harder to make results public:''' If you have many intended consumers of your thread's results (many scripts, or even scripts on other people's mods), using Futures may be burdensome for getting your results to everyone who needs them.
* '''May require polling:''' If you can't afford to block execution on <code>get_result()</code>, you may have to poll the Future's <code>done()</code> function to check whether the thread has finished.


Now that we've created our Threads, our Thread Manager, and our Future script, we can start to put them to work. Since we aren't calling the functions we want to execute directly, we need to change how we do things slightly.


The previous execution flow was:
=== Callbacks ===


# Call each function, one by one, and store the results. (<code>PlaceAtMe()</code>, etc)
Callbacks are similar to Futures in that we start '''threads''' using a '''Thread Manager''' to do work for us, instead of calling functions directly and sequentially. The difference is that when we start the thread, there is no return value; instead, the thread will ''call back'' to tell us when it is finished, and what the result was. It does this by raising a Mod Event.


The flow using threads now is:


# Call an Async function on our Thread Manager, and store the <code>Future</code> it returns.
{{NewFeature|
# Later, call the <code>get_results()</code> function of the <code>Future</code> to retrieve the results.
* '''Callback''' - A Mod Event that is raised when a thread completes. Passes the thread results in the event parameters.}}




In our original ActiveMagicEffect script, we did all of our MoveGuardMarkerNearPlayer() and PlaceAtMe() calls in a row, getting a series of Actor references for our guards in return. We're going to modify that slightly to use our shiny new threaded placement system:
Using the above example from Futures, our code might look like:




<source lang="papyrus">
<source lang="papyrus">
scriptname SummonArmy extends ActiveMagicEffect
    Event OnInit()
 
        RegisterForModEvent("MyMod_PlaceSwordAsyncCallback")
Quest property GuardPlacementQuest auto
    endEvent
{We need a reference to our quest with the threads and Thread Manager defined.}
ActorBase property Guard auto
ObjectReference property GuardMarker auto
Actor Guard1
Actor Guard2
...
Actor Guard20


Event OnEffectStart(Actor akTarget, Actor akCaster)
    function SomeFunction()
if akCaster == Game.GetPlayer()
        ThreadManager.PlaceSwordAsync(Sword)
;Place actors according to the player's position, taking into account walls, obstacles, etc
        ThreadManager.wait_all()
    endFunction


;Cast the Quest as our Thread Manager and store it
    ;...then somewhere else, in your script
GuardPlacementThreadManager threadmgr = GuardPlacementQuest as GuardPlacementThreadManager


;Call PlaceConjuredGuardAsync for each Guard and store the returned Future
    Event PlaceSwordAsyncCallback(ObjectReference akPlacedObject)
ObjectReference Guard1Future = threadmgr.PlaceConjuredGuardAsync(Guard)
        ;Anyone that registers for the mod event can get this, too!
ObjectReference Guard2Future = threadmgr.PlaceConjuredGuardAsync(Guard)
        my_sword = akPlacedObject
ObjectReference Guard3Future = threadmgr.PlaceConjuredGuardAsync(Guard)
    endEvent
;...and so on
ObjectReference Guard19Future = threadmgr.PlaceConjuredGuardAsync(Guard)
ObjectReference Guard20Future = threadmgr.PlaceConjuredGuardAsync(Guard)
 
;Collect the results
Guard1 = (Guard1Future as GuardPlacementFuture).get_result()
Guard2 = (Guard2Future as GuardPlacementFuture).get_result()
Guard3 = (Guard3Future as GuardPlacementFuture).get_result()
;...and so on
Guard19 = (Guard19Future as GuardPlacementFuture).get_result()
Guard20 = (Guard20Future as GuardPlacementFuture).get_result()
endif
endEvent
 
Event OnEffectFinish(Actor akTarget, Actor akCaster)
if akCaster == Game.GetPlayer()
Guard1.Disable()
Guard1.Delete()
;...and so on
Guard20.Disable()
Guard20.Delete()
endif
endEvent
</source>
</source>




Here, instead of doing the work in our script, we delegated the work to the Thread Manager, and stored the Futures that it returned to us. Then, we gathered the results using our Futures' <code>get_result()</code> function. We don't have to worry about our threads or the state of the Futures; those are freed up and cleared for us by the system.
==== Callback Pros ====
 
* '''Push-based:''' Using callbacks is a ''push'' pattern, where results are returned to you as soon as they're available instead of having to request them.
Even though all of the threads are working in parallel and might not finish at the same time, the <code>get_result()</code> function will wait until a result is available before returning. We can be sure that we will get the results even if they are processed out of order. For instance, if thread 2 completed before thread 1, calling the thread 1 Future's <code>get_result()</code> function will pause the script until a result is available. Then the thread 2 Future's result is gathered, and so on.
* '''Anyone can access results:''' The results of a thread are available to anyone who registered for the event that returns them.
 
* '''Results received without delays:''' Unlike Futures, you do not have to block your script pending results being available. Just register for the appropriate event and react to it.
== Final Notes ==
* '''No polling:''' You no longer have to potentially poll for whether or not your results are ready.
 
* '''Easier to understand:''' The concepts in a Callback pattern are nothing new to anyone who knows how to use Mod Events.
* Be a good Papyrus and Skyrim citizen and read the results from your Futures as soon as you are able so that they can be disposed of. If Futures begin to pile up without being read and destroyed, save game bloat could occur.
* '''Easier to implement:''' There are comparatively fewer things to deal with when using a Callback pattern.
 
* '''Less overhead (faster):''' Using a callback pattern can be a bit faster than a Future-based approach.
* If you are running operations in an always-on background script that you want to multithread, and you will always have the same number of results back, it may make more sense for you to implement a static set of Future references that are never destroyed that you continue to reuse. This would prevent the churn of Futures being created and destroyed and may lend itself to faster performance. Keep in mind that this would probably result in some data loss if your Futures are not read from regularly as the new results overwrite the old ones.
 
* If something doesn't seem to be working correctly, turn on debugging and insert debug.trace() messages where you think your code may be failing. Running the game in windowed mode and using a real-time log viewer like SnakeTail is extremely helpful for diagnosing script problems.
 
* You can create as many threads as you want, but I wouldn't recommend more than 50 or so. It depends on your needs, the strain each thread places on the Papyrus VM, and how quickly you need your results.
 
* If you need to perform a set of actions that are not all the same, the Thread Manager pattern might not be best for you. You may want to create different thread base scripts purpose-built for several tasks and then call their get_async() functions directly, blocking on busy() until they're available. You can still run many different tasks concurrently this way, even if they're not the same.
 
 
== Ideas ==
 
* A system could be created to dynamically scale the number of available threads up and down, depending on current system performance.
 
* A selection via a MessageBox or a SkyUI MCM slider could be created to allow the user to select the maximum number of available threads.
 


== Conclusion ==
==== Callback Cons ====
* '''...Anyone can access results:''' You have no control over who is able to consume your results.
* '''No control when results are retrieved:''' You have no control over when a result will be retrieved, or in what order. You must be able to react to the result events that are raised, and you must assume that threads can finish in any order.
* '''More difficult to trace execution order:''' A callback pattern can make the script flow more difficult to follow and debug, since the function where a thread is started and the event that it returns results to will be in two (or more) different places.
* '''Locks required:''' Locks are required if you have two threads that may write to the same variable.
* '''Requires more state management:''' You can receive result callbacks at any time, which may make it necessary for you to re-evaluate the script's current state each time you receive one, depending on your application.


I hope this tutorial helps shed light on how you might implement your own multithreaded design pattern in your mods to tackle repetitive, resource-hungry tasks. If you have a question about the examples presented here, or if you see an error, please add your comments to the Discussion tab. Good luck, and happy modding!
More details about each approach are available in the next tutorials, with example code and definitions. Press on!


- Chesko
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Latest revision as of 23:29, 5 July 2016

Creating Multithreaded Skyrim Mods
Multithreading Series, Chapter 1
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This tutorial covers how modders can use Papyrus more effectively by leveraging its inherent multithreading capability. This guide includes plenty of examples and explanations to help you understand the design pattern. Using multithreading can greatly increase the performance of mods that have many external function calls back-to-back (function A calls external function B, then calls external function C, then calls...) or deeply nested (function A calls external function B calls external function C calls...) and help execute time-critial tasks, at the cost of a short burst of resource utilization.

Papyrus is a threaded scripting language. However, it can be a challenge to harness this attribute of the language.


Achtung.png The intended audience for this guide is intermediate to expert Papyrus developers. This design pattern requires SKSE for its use of Mod Events.


The examples provided are intended to be used as a reference to adapt to your own needs; as each mod's needs are different, and because of the way Papyrus (and Skyrim) is designed, writing a generic framework that provides a solution for everyone is not possible; change it to fit your unique requirements.

Please take your time going through this guide; there is a lot of information, but once you've grasped the idea, you'll be up and running in no time. There are a lot of codependencies, so some of what you'll be doing may not make sense until the end.


Should I Multithread?[edit | edit source]

The first question to answer is whether or not a multithreading solution is a good fit for your mod. There's no sense in refactoring hundreds of lines of code if you're not going to stand to benefit from it.

Does your mod / script:

  • Have many external function calls to complete a single task?
  • Have many objects that must be placed quickly using things like MoveTo()?
  • Extensively or repeatedly use latent functions?
  • Have time-critical tasks that rely on the results of other (potentially slow) functions?
  • Have need of doing the same thing to a large group of objects?

If you answered "yes" to any of these bullets, a multithreaded design pattern may increase the performance of your mod. This pattern provides two distinct advantages:

  1. Multithreading takes tasks that would otherwise be run in sequence and allows them to run simultaneously, which can reduce the time it takes to complete all tasks.
  2. Due to the way the Papyrus scheduler must sync external calls to frames, many external calls can add a great deal of overhead (see this page on notes regarding how external calls suspend and resume threads); this pattern can greatly reduce the number of external function calls your script must use at any one time.

Only profiling your scripts by using one of the various profiling functions can tell you whether or not these patterns will improve your mod's behavior. I have personally seen performance over 10 times faster (an action that once took ~8.5 seconds to now takes ~0.5 seconds) in my own mods using this method.

Note that by spinning up many threads simultaneously, you are invariably placing increased load on the Papyrus VM for as long as it takes your threads to complete. Ideally, this should be a much shorter frame of time than if the task were done in a single thread. You must decide whether or not the narrow "spike" of resource consumption using threads is better than the more spread-out "swell" of a single thread calling many functions back-to-back. Again, profile before and after!


Achtung.png This design pattern is not intended to replace the way you do things in every script. It is meant to tackle increasing the performance of specific, slow, and usually repetitive tasks.
Achtung.png Keep in mind that asynchronous operations means that you don't know how fast, or in what order, your threads will run or finish.

If the tasks you need to perform are order-dependent, the methods detailed below are probably not a good fit for your needs.


A Private Army[edit | edit source]

In this example, we are developing a Conjuration mod. We need to spawn 20 guards very quickly when the player casts a spell; ideally, they should all appear at close to the same time. We also need to keep track of the guards we create, so we can destroy them after the spell ends. This guide will not cover creating a spell, instead we will skip to a point after we've created our Spell and our MagicEffect that we want to add a script to.

We come up with the following script to drop onto our MagicEffect in the Creation Kit when our spell is cast:


scriptname SummonArmy extends ActiveMagicEffect

ActorBase property Guard auto
ObjectReference property GuardMarker auto
Actor Guard1
Actor Guard2
...
Actor Guard20

Event OnEffectStart(Actor akTarget, Actor akCaster)
	if akCaster == Game.GetPlayer()
		;Place actors according to the player's position, taking into account walls, obstacles, etc
		MoveGuardMarkerNearPlayer(1) 	;Moves the GuardMarker where the guard is supposed to go; maybe some GetPositions, etc
		Guard1 = GuardMarker.PlaceAtMe(Guard)
		MoveGuardMarkerNearPlayer(2)
		Guard2 = GuardMarker.PlaceAtMe(Guard)
		;...and so on
		MoveGuardMarkerNearPlayer(20)
		Guard20 = GuardMarker.PlaceAtMe(Guard)
	endif
endEvent

Event OnEffectFinish(Actor akTarget, Actor akCaster)
	if akCaster == Game.GetPlayer()
		Guard1.Disable()
		Guard1.Delete()
		;...and so on
		Guard20.Disable()
		Guard20.Delete()
	endif
endEvent


We test this in-game, and we see each guard appear one-by-one. Your users complain that the spell is "slow" and "clunky". You'd like things to appear much faster so that the spell feels responsive.

We have (for illustration purposes) some preprocessing that needs to happen (MoveGuardMarkerNearPlayer(int Index)) before we know where to put the guard, which turns out to be slow (several MoveTo(), etc). We have decided that multithreading this task would be much faster than placing each Actor one-by-one.


Two Approaches: Futures and Callbacks[edit | edit source]

There are two basic threaded patterns that you can decide to implement. They each have pros and cons. You will need to decide which approach is best for your application.

Futures[edit | edit source]

As Papyrus developers, we are accustom to calling functions, having those functions return values, and storing those returned values. You're probably used to seeing code like this:

    ObjectReference my_sword = PlayerRef.PlaceAtMe(Sword)


In the Futures pattern, we avoid calling functions like this directly. Instead, we call a function on a special script we will write, the Thread Manager, that will delegate our work to a thread.

Instead of receiving a return value, we will receive something called a Future. A Future is not the return value; instead, it represents the return value at some point in the future. It can be thought of as a placeholder for the "real" value.


NewFeature.jpg
  • Thread - An individual script instance that does work. Returns results to a Future or raises a callback event.
  • Thread Manager - A script that controls which thread handles a task. Returns a Future to the user of the script, if using that pattern.
  • Future - An object that will contain the thread's return value at some point in the future.


So our code using a Future pattern might look something like this:


    ObjectReference my_sword_future = ThreadManager.PlaceAtMeAsync(Sword)
    ThreadManager.wait_all()


PlaceAtMeAsync is a function we've written that gets assigned to a thread. A thread that has been given data to work on is referred to as being queued. wait_all() tells the Thread Manager that it should start running any queued threads and that we will wait until they're finished.

Later, when we decide we want the result of our thread, we just ask for it:


    ObjectReference my_sword = (my_sword_future as FutureScript).get_result()


Why would we want to do this? In the above example, it might not make much sense. But what if our code looked more like,


    ObjectReference my_sword = PlayerRef.PlaceAtMe(Sword)
    my_sword.MoveTo(SwordPositionMarker)
    SwordPositionMarker.MoveTo(OriginLocation)
    my_sword.SetAngle(my_sword.GetAngleX(), my_sword.GetAngleY(), my_sword.GetAngleZ() + 120.0)
    ;...and so on


If we had to do this collection of operations on not just one sword, but say, two dozen, things start to take a while to process; it might be a few seconds before anything ever even happens to sword #12, 18, or 22. And everything happens one by one. With the Future pattern, calling PlaceAtMeAsync() would return almost immediately, leaving your script free to do other things while all of your swords are placed and moved. And with threads, all of these swords would be placed and moved nearly simultaneously. When you're ready to get each sword's ObjectReference, you call get_result() on your Future.

Futures Pros[edit | edit source]

  • Pull-based: Using Futures is a pull pattern, where you must explicitly ask (pull) for the results of a thread you have started by calling get_result().
  • Control who can access results: The result can only be retrieved by someone who knows the Future of your thread. You have control over who can retrieve your results.
  • Control when results are retrieved: The result is only retrieved when you ask for it. This is important when you need to retrieve results in a particular order.
  • Easier to trace execution order: A thread can be started and results retrieved all within the same function; your code does not have to "jump around" as much as it does in the Callback pattern.
  • Abstracts away "locks": With Futures, we don't have to worry about two threads accidentally manipulating the same variable in the wrong order because one finished faster or slower than the other. We just request our results from our futures in the order that we want them.
  • Requires less state management: Managing the state of your script is almost as simple as when you wrote scripts in a single thread calling functions directly.

Futures Cons[edit | edit source]

  • Harder to understand: Implementing a Future-based approach requires learning several new concepts.
  • Harder to implement: There are more pieces involved in setting up a Future-based approach.
  • More overhead (slower): A Future-based approach can be slower than using a Callback approach, due to the fact that Futures are ObjectReferences and must be created and destroyed when a thread runs and data is read.
  • Results availability and delays: If you call get_result() on a Future, and the result is not yet ready, the script will wait until it is, and then return the result. You are at the mercy of the thread to return a value to the future until you can continue. For some applications, this may be considered a pro.
  • Harder to make results public: If you have many intended consumers of your thread's results (many scripts, or even scripts on other people's mods), using Futures may be burdensome for getting your results to everyone who needs them.
  • May require polling: If you can't afford to block execution on get_result(), you may have to poll the Future's done() function to check whether the thread has finished.


Callbacks[edit | edit source]

Callbacks are similar to Futures in that we start threads using a Thread Manager to do work for us, instead of calling functions directly and sequentially. The difference is that when we start the thread, there is no return value; instead, the thread will call back to tell us when it is finished, and what the result was. It does this by raising a Mod Event.


NewFeature.jpg
  • Callback - A Mod Event that is raised when a thread completes. Passes the thread results in the event parameters.


Using the above example from Futures, our code might look like:


    Event OnInit()
        RegisterForModEvent("MyMod_PlaceSwordAsyncCallback")
    endEvent

    function SomeFunction()
        ThreadManager.PlaceSwordAsync(Sword)
        ThreadManager.wait_all()
    endFunction

    ;...then somewhere else, in your script

    Event PlaceSwordAsyncCallback(ObjectReference akPlacedObject)
        ;Anyone that registers for the mod event can get this, too!
        my_sword = akPlacedObject
    endEvent


Callback Pros[edit | edit source]

  • Push-based: Using callbacks is a push pattern, where results are returned to you as soon as they're available instead of having to request them.
  • Anyone can access results: The results of a thread are available to anyone who registered for the event that returns them.
  • Results received without delays: Unlike Futures, you do not have to block your script pending results being available. Just register for the appropriate event and react to it.
  • No polling: You no longer have to potentially poll for whether or not your results are ready.
  • Easier to understand: The concepts in a Callback pattern are nothing new to anyone who knows how to use Mod Events.
  • Easier to implement: There are comparatively fewer things to deal with when using a Callback pattern.
  • Less overhead (faster): Using a callback pattern can be a bit faster than a Future-based approach.

Callback Cons[edit | edit source]

  • ...Anyone can access results: You have no control over who is able to consume your results.
  • No control when results are retrieved: You have no control over when a result will be retrieved, or in what order. You must be able to react to the result events that are raised, and you must assume that threads can finish in any order.
  • More difficult to trace execution order: A callback pattern can make the script flow more difficult to follow and debug, since the function where a thread is started and the event that it returns results to will be in two (or more) different places.
  • Locks required: Locks are required if you have two threads that may write to the same variable.
  • Requires more state management: You can receive result callbacks at any time, which may make it necessary for you to re-evaluate the script's current state each time you receive one, depending on your application.

More details about each approach are available in the next tutorials, with example code and definitions. Press on!

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