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Added example for limiting workflow concurrency in .NET fan-in/out example #4132
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Signed-off-by: Whit Waldo <[email protected]>
@hhunter-ms I closed #3986 this morning and recreated it here against the 1.13 branch with a few minor tweaks. |
Thanks @WhitWaldo for this contribution! One problem with the suggested solution, if I understand the intent correctly, is that it doesn't actually limit the workflow concurrency because the calls to See here for an example that might more closely match what you're trying to achieve. We'd be happy to accept your PR once we get the right corrections in place. Thanks again! |
…simpler inline example Signed-off-by: Whit Waldo <[email protected]>
@cgillum You're right - I'd updated my own local extension method to reflect your suggestion on the other thread and copied it into the existing example, but I neglected to correct for the doubling up of task scheduling. I've removed the extension method and simplified the example to reflect the example you have in SO (but to also support a returned value for each task). |
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Thanks! We're getting closer. I added a few more comments.
daprdocs/content/en/developing-applications/building-blocks/workflow/workflow-patterns.md
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Signed-off-by: Whit Waldo <[email protected]>
…esult values Signed-off-by: Whit Waldo <[email protected]>
@cgillum That's what happens when I just try to eyeball it in VS Code instead of write it in a demo and copy/paste it over. VS is at least happy with the code as-is now. To the issues you raised:
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The code looks great! Just a few final thoughts.
object[] workBatch = await context.CallActivityAsync<object[]>("GetWorkBatch", null); | ||
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const int MaxParallelism = 5; | ||
var results = new List<int>(); |
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performance nit:
var results = new List<int>(); | |
var results = new List<int>(capacity: workBatch.Length); |
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I was actually quite curious about this as I've seen this proposed elsewhere, so I wrote up a small benchmark to test it out. WithListSize
is your proposal and WithoutListSize
is the original. I tested with a set of 10, 100, 1000 and 10000 numbers in the list.
My benchmarking code:
[MemoryDiagnoser]
public class ListComparisonTest
{
private static readonly Random _random = new();
private static List<int> _numbers = [];
[Params(10, 100, 1000, 10000)]
public int N = 1000;
[GlobalSetup]
public void Setup()
{
_numbers = [];
for (var a = 0; a < N; a++)
{
_numbers.Add(_random.Next(1, 100));
}
}
[Benchmark]
public void WithListSize()
{
var newList = new List<int>(_numbers.Count);
newList.AddRange(_numbers);
}
[Benchmark]
public void WithoutListSize()
{
var newList = new List<int>();
newList.AddRange(_numbers);
}
}
And the summary:
BenchmarkDotNet v0.13.12, Windows 10 (10.0.19045.4291/22H2/2022Update)
AMD Ryzen Threadripper 1950X, 1 CPU, 32 logical and 16 physical cores
.NET SDK 8.0.300-preview.24203.14
[Host] : .NET 8.0.4 (8.0.424.16909), X64 RyuJIT AVX2
DefaultJob : .NET 8.0.4 (8.0.424.16909), X64 RyuJIT AVX2
Method | N | Mean | Error | StdDev | Gen0 | Gen1 | Allocated |
---|---|---|---|---|---|---|---|
WithListSize | 10 | 39.94 ns | 0.814 ns | 1.243 ns | 0.0006 | - | 96 B |
WithoutListSize | 10 | 38.96 ns | 0.800 ns | 1.315 ns | 0.0006 | - | 96 B |
WithListSize | 100 | 125.76 ns | 2.475 ns | 3.627 ns | 0.0026 | - | 456 B |
WithoutListSize | 100 | 125.06 ns | 2.491 ns | 4.229 ns | 0.0026 | - | 456 B |
WithListSize | 1000 | 1,010.31 ns | 19.634 ns | 29.387 ns | 0.0248 | - | 4056 B |
WithoutListSize | 1000 | 1,002.86 ns | 19.489 ns | 30.343 ns | 0.0248 | - | 4056 B |
WithListSize | 10000 | 9,446.83 ns | 185.874 ns | 272.452 ns | 0.2594 | 0.0305 | 40056 B |
WithoutListSize | 10000 | 9,287.98 ns | 185.632 ns | 190.630 ns | 0.2594 | 0.0305 | 40056 B |
In conclusion, the allocations are the same either way, but it's ever so slightly faster performance to stick with new List<int>()
over new List<int>(N)
.
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Could it be because you're using AddRange
in your benchmark instead of Add
? Using a for-loop in the benchmark which makes individual Add
calls might be more representative.
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That's fair - I rewrote the benchmark to be nearly identical to the code here:
[MemoryDiagnoser]
public class TaskTest
{
private static readonly Random _random = new();
private static List<int> _numbers = [];
[Params(10, 100, 1000, 10000)]
public int N = 1000;
[GlobalSetup]
public void Setup()
{
_numbers = [];
for (var a = 0; a < N; a++)
{
_numbers.Add(_random.Next(1, 100));
}
}
[Benchmark]
public async Task InitializeEmptyList()
{
const int maxParallelism = 5;
var results = new List<int>();
var inFlightTasks = new HashSet<Task<int>>();
foreach (var workItem in _numbers)
{
if (inFlightTasks.Count >= maxParallelism)
{
var finishedTask = await Task.WhenAny(inFlightTasks);
results.Add(finishedTask.Result);
inFlightTasks.Remove(finishedTask);
}
inFlightTasks.Add(Task.Run(() => workItem + 1));
}
results.AddRange(await Task.WhenAll(inFlightTasks));
var sum = results.Sum(t => t);
}
[Benchmark]
public async Task InitializeListSize()
{
const int maxParallelism = 5;
var results = new List<int>();
var inFlightTasks = new HashSet<Task<int>>(_numbers.Count);
foreach (var workItem in _numbers)
{
if (inFlightTasks.Count >= maxParallelism)
{
var finishedTask = await Task.WhenAny(inFlightTasks);
results.Add(finishedTask.Result);
inFlightTasks.Remove(finishedTask);
}
inFlightTasks.Add(Task.Run(() => workItem + 1));
}
results.AddRange(await Task.WhenAll(inFlightTasks));
var sum = results.Sum(t => t);
}
}
I've got to say, I've run this test a dozen times with different iterations and from a timing perspective, the results are mixed. From a memory allocation perspective, with the exception of small list counts (sub 40 items), the allocated memory is less with an empty list than when setting the size during initialization. In the latest iteration, below, the empty list was ever so slightly slower than the initialized list size approach, but the speed has flip flopped back and forth each time I've run it (perhaps it's the use of the async tasks that's fiddling with the speed, who knows). Either way, allocations being the only regular difference between the two, I don't know the performance benefit is there to specify the size at initialization:
Round 1
BenchmarkDotNet v0.13.12, Windows 10 (10.0.19045.4291/22H2/2022Update)
AMD Ryzen Threadripper 1950X, 1 CPU, 32 logical and 16 physical cores
.NET SDK 8.0.300-preview.24203.14
[Host] : .NET 8.0.4 (8.0.424.16909), X64 RyuJIT AVX2 [AttachedDebugger]
DefaultJob : .NET 8.0.4 (8.0.424.16909), X64 RyuJIT AVX2
Method | N | Mean | Error | StdDev | Gen0 | Allocated |
---|---|---|---|---|---|---|
InitializeEmptyList | 10 | 37.50 us | 0.748 us | 1.956 us | - | 6.31 KB |
InitializeListSize | 10 | 36.70 us | 0.731 us | 2.050 us | - | 6.28 KB |
InitializeEmptyList | 40 | 138.56 us | 2.732 us | 5.703 us | - | 24.7 KB |
InitializeListSize | 40 | 141.56 us | 2.811 us | 4.032 us | - | 25.65 KB |
InitializeEmptyList | 75 | 251.37 us | 4.848 us | 6.132 us | - | 46.29 KB |
InitializeListSize | 75 | 244.88 us | 4.851 us | 9.229 us | - | 47.93 KB |
InitializeEmptyList | 100 | 329.68 us | 6.467 us | 8.178 us | - | 61.27 KB |
InitializeListSize | 100 | 321.43 us | 6.428 us | 15.645 us | - | 63.15 KB |
InitializeEmptyList | 250 | 750.08 us | 14.712 us | 28.695 us | - | 152.47 KB |
InitializeListSize | 250 | 726.80 us | 14.371 us | 29.031 us | - | 158.12 KB |
InitializeEmptyList | 500 | 1,363.58 us | 25.403 us | 48.943 us | - | 303.71 KB |
InitializeListSize | 500 | 1,321.89 us | 26.422 us | 29.368 us | - | 314.1 KB |
InitializeEmptyList | 1000 | 2,551.46 us | 50.880 us | 108.429 us | - | 606.43 KB |
InitializeListSize | 1000 | 2,479.43 us | 48.604 us | 57.860 us | 3.9063 | 628.3 KB |
InitializeEmptyList | 10000 | 20,781.63 us | 412.799 us | 861.664 us | 31.2500 | 6091.7 KB |
InitializeListSize | 10000 | 21,037.86 us | 414.723 us | 704.231 us | 31.2500 | 6282.6 KB |
Round 2
Method | N | Mean | Error | StdDev | Median | Gen0 | Allocated |
---|---|---|---|---|---|---|---|
InitializeEmptyList | 10 | 37.57 us | 0.828 us | 2.428 us | 36.86 us | - | 6.31 KB |
InitializeListSize | 10 | 37.17 us | 0.742 us | 1.994 us | 36.69 us | - | 6.29 KB |
InitializeEmptyList | 40 | 137.78 us | 2.697 us | 3.868 us | 137.77 us | - | 24.75 KB |
InitializeListSize | 40 | 140.26 us | 2.765 us | 6.571 us | 139.10 us | - | 25.58 KB |
InitializeEmptyList | 75 | 246.97 us | 4.855 us | 10.026 us | 245.65 us | - | 46.23 KB |
InitializeListSize | 75 | 250.40 us | 4.928 us | 9.134 us | 247.48 us | - | 47.84 KB |
InitializeEmptyList | 100 | 327.20 us | 6.367 us | 10.281 us | 325.72 us | - | 61.37 KB |
InitializeListSize | 100 | 328.35 us | 6.503 us | 14.410 us | 323.16 us | - | 63.33 KB |
InitializeEmptyList | 250 | 744.40 us | 14.676 us | 24.922 us | 734.19 us | - | 152.18 KB |
InitializeListSize | 250 | 731.99 us | 14.580 us | 26.291 us | 723.94 us | 0.9766 | 157.96 KB |
InitializeEmptyList | 500 | 1,357.14 us | 27.141 us | 61.815 us | 1,341.14 us | - | 304.02 KB |
InitializeListSize | 500 | 1,305.45 us | 26.103 us | 55.060 us | 1,302.53 us | - | 313.86 KB |
InitializeEmptyList | 1000 | 2,541.60 us | 50.459 us | 126.592 us | 2,515.37 us | - | 606.98 KB |
InitializeListSize | 1000 | 2,411.67 us | 47.206 us | 87.500 us | 2,426.39 us | - | 627.31 KB |
InitializeEmptyList | 10000 | 20,978.93 us | 408.484 us | 598.750 us | 21,025.14 us | 31.2500 | 6086.05 KB |
InitializeListSize | 10000 | 20,665.67 us | 409.248 us | 573.708 us | 20,716.74 us | 31.2500 | 6286 KB |
daprdocs/content/en/developing-applications/building-blocks/workflow/workflow-patterns.md
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Signed-off-by: Whit Waldo <[email protected]>
Co-authored-by: Chris Gillum <[email protected]> Signed-off-by: Whit Waldo <[email protected]>
Co-authored-by: Chris Gillum <[email protected]> Signed-off-by: Whit Waldo <[email protected]>
Uh.. the DCO bot doesn't seem able to parse the "co-authored by" statements correctly. The two commits I approved are showing up as not accepted though they clearly show the signed-off-by text. |
I went ahead and manually passed the DCO bot |
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LGTM! I left one more comment about the performance optimization, but I don't consider it to be a blocker.
…ample (dapr#4132) * Added workflow concurrency example for .NET Signed-off-by: Whit Waldo <[email protected]> * Removed extension method that was doubling up calls and shortened to simpler inline example Signed-off-by: Whit Waldo <[email protected]> * Removed unused extension method Signed-off-by: Whit Waldo <[email protected]> * Neglected to include the Task.WhenAll line persisting the remaining result values Signed-off-by: Whit Waldo <[email protected]> * Fixed parallism limit Signed-off-by: Whit Waldo <[email protected]> * Adding proposed concluding thoughts Co-authored-by: Chris Gillum <[email protected]> Signed-off-by: Whit Waldo <[email protected]> * Approved proposed language Co-authored-by: Chris Gillum <[email protected]> Signed-off-by: Whit Waldo <[email protected]> --------- Signed-off-by: Whit Waldo <[email protected]> Co-authored-by: Chris Gillum <[email protected]> Co-authored-by: Hannah Hunter <[email protected]> Signed-off-by: salaboy <[email protected]>
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Description
I love rich documentation. It's so satisfying to read something that details a new concept, shares examples and really sets me up to succeed. But I don't like it when said documentation introduces another idea and leaves me to my own devices to figure out how to do it.
Tonight I was reading about the different workflow patterns. In the fan-out/fan-in pattern, it explains how a series of parallel tasks can be completed at once, but then it leaves a note at the end: "While not shown in the example, it's possible to go further and limit the degree of concurrency using simple, language-specific constructs."
As it took me a minute to figure out a worthwhile .NET approach to doing this, I wanted to contribute it back so future me isn't left hanging. I leave it to others to figure out other language equivalents.
Made a few minor tweaks and resubmitting the PR as version 2 of #3986 since I somehow merged a bunch of bits I shouldn't have in there.
Issue reference
None - saw this in the docs and after determining a solution, wanted to contribute it back.