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Parallel Processing with Asynchronous Lambda Functions
Combining parallel processing and asynchronous lambda functions requires careful consideration. This article addresses the challenges of using async
methods within Parallel.ForEach
and offers effective solutions.
The Problem with Parallel.ForEach and Async Lambdas
Parallel.ForEach
launches background threads that don't inherently wait for task completion. This creates problems when using await
inside the lambda expression. The following example illustrates this issue:
<code class="language-csharp">var bag = new ConcurrentBag<object>(); Parallel.ForEach(myCollection, async item => { // some pre-processing var response = await GetData(item); bag.Add(response); // some post-processing }); var count = bag.Count; // count will be 0</code>
The count
will be 0 because the main thread continues execution before the background threads complete their asynchronous operations. Using Wait()
as a workaround, as shown below, negates the benefits of await
and requires explicit exception handling:
<code class="language-csharp">var bag = new ConcurrentBag<object>(); Parallel.ForEach(myCollection, item => { // some pre-processing var responseTask = GetData(item); responseTask.Wait(); var response = responseTask.Result; bag.Add(response); // some post-processing }); var count = bag.Count;</code>
Solution Using Task.WhenAll
A more efficient solution involves leveraging Task.WhenAll
to manage the asynchronous operations:
<code class="language-csharp">var bag = new ConcurrentBag<object>(); var tasks = myCollection.Select(async item => { // some pre-processing var response = await GetData(item); bag.Add(response); // some post-processing }); await Task.WhenAll(tasks); var count = bag.Count; // count will be correct</code>
This approach allows each item to be processed asynchronously, and Task.WhenAll
ensures all tasks complete before proceeding.
Advanced Solution: ForEachAsync
For more sophisticated asynchronous parallel processing, explore Stephen Toub's blog post on ForEachAsync
. This provides a robust and flexible solution for handling complex scenarios.
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