问题 #1 - 内存分配
每次迭代都会创建DbContext 的实例,这将导致内存分配。垃圾收集器将需要处理这些分配。如果存在持续的内存压力,最终会导致应用程序级别的性能下降。
问题 #2 - SQL 过载
根据上面写的,在每次迭代期间,您将调用SaveChanges(),这可能会调用数据库。如果对数据库的调用是/将是资源密集型的,您最终可能会得到性能不佳的数据库。
问题 #3 - 线程阻塞
SaveChanges() 是同步的,会阻塞线程。在调用数据库需要大量时间的情况下,线程只会坐下来等待。与 3rd 方 API 调用相同。不会有或只有很小的性能提升。
问题 #4 - Parallel.For* 方法不能保证并行运行
请务必记住,Parallel.For、Parallel.ForEach 或 ForAll 循环中的各个迭代可以但不必并行执行。
我认为这是不言自明的。
Potential Pitfalls with PLINQ
Understanding Speedup in PLINQ
我正在阅读问题和 Eric J. 下的 cmets。恐怕解决问题的方法存在问题,并行性无济于事。
感谢埃里克的回答。请记住,无论如何,现在我们在上面的代码中讨论了 100 个 id,其中大多数 id 代表的工作最终不会对数据库进行任何更改并且是短暂的,而满手可能需要几分钟才能完成并最终将 10 条新记录添加到数据库中。您会立即推荐什么 MaxDegreesOfParallelism 值?
啊-是的,我应该包括那个细节。在这种情况下,正在执行的任务非常受 IO 限制,需要调用第三方 Web API 来收集处理所需的信息。一旦收集了所有数据,就会对其进行处理,并可能导致需要将一些新记录添加到数据库中。在处理阶段有一些查询可以收集一些额外的信息,但所有这些都运行良好。
如果我没有完全错,问题是同步调用第 3 方 API,这会阻塞线程。
我认为异步方法可能有助于从 3rd 方 API 收集数据。
如果没有必要,也有助于不分配堆内存。您只需一个 DbContext 实例和一个数据库调用即可在执行结束时保存更改。
更新
Eric J. 添加了测试以测试线程不会相互阻塞(它们不会)并测试并发执行。下面的代码是他在回答中提供的原始代码。
class SomeTaskProcessor
{
static Random rng = new Random();
public int Id { get; private set; }
public SomeTaskProcessor(int id) { Id = id; }
public void ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords()
{
Console.WriteLine($"Starting ID {Id}");
System.Threading.Thread.Sleep(rng.Next(1000));
Console.WriteLine($"Completing ID {Id}");
}
}
class Program
{
static void Main(string[] args)
{
int[] ids = Enumerable.Range(1, 100).ToArray();
Parallel.ForEach(ids, id => {
var processor = new SomeTaskProcessor(id);
processor.ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords();
});
}
}
我做了类似的测试。我创建了服务器来模拟延迟响应为 1 秒的 Internet IO。在每次测试运行 API 服务器启动并发出第一个请求之前。测试在 Release 配置中运行。
[Route("api/[controller]")]
[ApiController]
public class ValuesController : ControllerBase {
// GET api/values
[HttpGet]
public async Task<ActionResult<IEnumerable<string>>> Get() {
await Task.Delay(1000);
return new string[] { "value1", "value2" };
}
}
我已经更新了他的代码来调用 API 端点。在我的虚拟机上,它运行了 5 个线程,平均执行时间为 23 秒。
class SomeTaskProcessor {
private HttpClient http = new HttpClient() {
BaseAddress = new Uri("http://localhost:49890/api/values")
};
public int Id { get; private set; }
public SomeTaskProcessor(int id) { Id = id; }
public void ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords() {
Console.WriteLine($"Starting ID {Id}. Thread Id: {Thread.CurrentThread.ManagedThreadId}");
var response = http.GetAsync(String.Empty).GetAwaiter().GetResult();
Console.WriteLine($"Completing ID {Id}. Response status code is {response.StatusCode}. Thread Id: {Thread.CurrentThread.ManagedThreadId}");
}
}
class Program {
static void Main(string[] args) {
int[] ids = Enumerable.Range(1, 100).ToArray();;
var stopwatch = new Stopwatch();
stopwatch.Start();
Parallel.ForEach(ids, id => {
var processor = new SomeTaskProcessor(id);
processor.ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords();
});
// ~23 seconds
stopwatch.Stop();
Console.WriteLine(stopwatch.Elapsed.ToString());
}
}
控制台输出:
Starting ID 51. Thread Id: 4
Starting ID 1. Thread Id: 1
Starting ID 2. Thread Id: 5
Starting ID 52. Thread Id: 9
Starting ID 3. Thread Id: 12
Completing ID 51. Response status code is OK. Thread Id: 4
Starting ID 53. Thread Id: 4
Completing ID 2. Response status code is OK. Thread Id: 5
Starting ID 4. Thread Id: 5
Starting ID 55. Thread Id: 14
Starting ID 6. Thread Id: 15
Completing ID 52. Response status code is OK. Thread Id: 9
Starting ID 56. Thread Id: 9
Completing ID 1. Response status code is OK. Thread Id: 1
Starting ID 7. Thread Id: 1
Completing ID 3. Response status code is OK. Thread Id: 12
Starting ID 9. Thread Id: 12
Starting ID 58. Thread Id: 16
Completing ID 53. Response status code is OK. Thread Id: 4
Starting ID 54. Thread Id: 4
Completing ID 4. Response status code is OK. Thread Id: 5
Starting ID 5. Thread Id: 5
Starting ID 11. Thread Id: 18
Completing ID 55. Response status code is OK. Thread Id: 14
Starting ID 59. Thread Id: 14
Starting ID 61. Thread Id: 20
Completing ID 56. Response status code is OK. Thread Id: 9
Starting ID 57. Thread Id: 9
Completing ID 7. Response status code is OK. Thread Id: 1
Starting ID 8. Thread Id: 1
Completing ID 9. Response status code is OK. Thread Id: 12
Starting ID 10. Thread Id: 12
Completing ID 6. Response status code is OK. Thread Id: 15
Starting ID 12. Thread Id: 15
Starting ID 14. Thread Id: 22
Completing ID 5. Response status code is OK. Thread Id: 5
Starting ID 15. Thread Id: 5
Completing ID 54. Response status code is OK. Thread Id: 4
Starting ID 62. Thread Id: 4
Completing ID 58. Response status code is OK. Thread Id: 16
Starting ID 66. Thread Id: 16
Starting ID 68. Thread Id: 23
Completing ID 11. Response status code is OK. Thread Id: 18
Starting ID 19. Thread Id: 18
Completing ID 59. Response status code is OK. Thread Id: 14
Starting ID 60. Thread Id: 14
Starting ID 21. Thread Id: 24
Completing ID 57. Response status code is OK. Thread Id: 9
Starting ID 69. Thread Id: 9
Completing ID 12. Response status code is OK. Thread Id: 15
Starting ID 13. Thread Id: 15
Completing ID 61. Response status code is OK. Thread Id: 20
Starting ID 73. Thread Id: 20
Completing ID 10. Response status code is OK. Thread Id: 12
Completing ID 8. Response status code is OK. Thread Id: 1
Starting ID 22. Thread Id: 12
Starting ID 26. Thread Id: 1
Starting ID 75. Thread Id: 25
Completing ID 15. Response status code is OK. Thread Id: 5
Starting ID 16. Thread Id: 5
Completing ID 62. Response status code is OK. Thread Id: 4
Starting ID 63. Thread Id: 4
Completing ID 66. Response status code is OK. Thread Id: 16
Starting ID 67. Thread Id: 16
Completing ID 14. Response status code is OK. Thread Id: 22
Starting ID 30. Thread Id: 22
Starting ID 32. Thread Id: 26
Starting ID 76. Thread Id: 27
Completing ID 60. Response status code is OK. Thread Id: 14
Starting ID 77. Thread Id: 14
Completing ID 19. Response status code is OK. Thread Id: 18
Starting ID 20. Thread Id: 18
Completing ID 69. Response status code is OK. Thread Id: 9
Starting ID 70. Thread Id: 9
Completing ID 21. Response status code is OK. Thread Id: 24
Starting ID 33. Thread Id: 24
Completing ID 13. Response status code is OK. Thread Id: 15
Starting ID 35. Thread Id: 15
Completing ID 73. Response status code is OK. Thread Id: 20
Starting ID 74. Thread Id: 20
Completing ID 22. Response status code is OK. Thread Id: 12
Starting ID 23. Thread Id: 12
Completing ID 26. Response status code is OK. Thread Id: 1
Starting ID 27. Thread Id: 1
Completing ID 68. Response status code is OK. Thread Id: 23
Starting ID 81. Thread Id: 23
Starting ID 39. Thread Id: 29
Completing ID 67. Response status code is OK. Thread Id: 16
Starting ID 83. Thread Id: 16
Completing ID 75. Response status code is OK. Thread Id: 25
Completing ID 30. Response status code is OK. Thread Id: 22
Starting ID 31. Thread Id: 22
Completing ID 16. Response status code is OK. Thread Id: 5
Starting ID 87. Thread Id: 25
Starting ID 17. Thread Id: 5
Completing ID 63. Response status code is OK. Thread Id: 4
Starting ID 64. Thread Id: 4
Starting ID 89. Thread Id: 30
Completing ID 76. Response status code is OK. Thread Id: 27
Starting ID 90. Thread Id: 27
Completing ID 32. Response status code is OK. Thread Id: 26
Starting ID 40. Thread Id: 26
Completing ID 77. Response status code is OK. Thread Id: 14
Starting ID 78. Thread Id: 14
Starting ID 42. Thread Id: 31
Completing ID 70. Response status code is OK. Thread Id: 9
Starting ID 71. Thread Id: 9
Completing ID 27. Response status code is OK. Thread Id: 1
Starting ID 28. Thread Id: 1
Completing ID 74. Response status code is OK. Thread Id: 20
Starting ID 92. Thread Id: 20
Completing ID 35. Response status code is OK. Thread Id: 15
Starting ID 36. Thread Id: 15
Completing ID 81. Response status code is OK. Thread Id: 23
Starting ID 82. Thread Id: 23
Completing ID 33. Response status code is OK. Thread Id: 24
Starting ID 34. Thread Id: 24
Completing ID 20. Response status code is OK. Thread Id: 18
Starting ID 43. Thread Id: 18
Completing ID 23. Response status code is OK. Thread Id: 12
Starting ID 24. Thread Id: 12
Starting ID 96. Thread Id: 32
Completing ID 39. Response status code is OK. Thread Id: 29
Completing ID 17. Response status code is OK. Thread Id: 5
Starting ID 18. Thread Id: 5
Starting ID 47. Thread Id: 29
Completing ID 64. Response status code is OK. Thread Id: 4
Starting ID 65. Thread Id: 4
Completing ID 87. Response status code is OK. Thread Id: 25
Starting ID 88. Thread Id: 25
Completing ID 31. Response status code is OK. Thread Id: 22
Completing ID 83. Response status code is OK. Thread Id: 16
Starting ID 84. Thread Id: 16
Starting ID 49. Thread Id: 22
Starting ID 97. Thread Id: 33
Completing ID 90. Response status code is OK. Thread Id: 27
Starting ID 91. Thread Id: 27
Completing ID 40. Response status code is OK. Thread Id: 26
Starting ID 41. Thread Id: 26
Completing ID 89. Response status code is OK. Thread Id: 30
Starting ID 98. Thread Id: 30
Completing ID 78. Response status code is OK. Thread Id: 14
Starting ID 79. Thread Id: 14
Starting ID 100. Thread Id: 34
Completing ID 36. Response status code is OK. Thread Id: 15
Starting ID 37. Thread Id: 15
Completing ID 92. Response status code is OK. Thread Id: 20
Starting ID 93. Thread Id: 20
Completing ID 42. Response status code is OK. Thread Id: 31
Completing ID 28. Response status code is OK. Thread Id: 1
Starting ID 29. Thread Id: 1
Completing ID 24. Response status code is OK. Thread Id: 12
Starting ID 25. Thread Id: 12
Completing ID 82. Response status code is OK. Thread Id: 23
Completing ID 71. Response status code is OK. Thread Id: 9
Starting ID 72. Thread Id: 9
Completing ID 43. Response status code is OK. Thread Id: 18
Starting ID 44. Thread Id: 18
Completing ID 96. Response status code is OK. Thread Id: 32
Completing ID 65. Response status code is OK. Thread Id: 4
Completing ID 88. Response status code is OK. Thread Id: 25
Completing ID 49. Response status code is OK. Thread Id: 22
Starting ID 50. Thread Id: 22
Completing ID 47. Response status code is OK. Thread Id: 29
Starting ID 48. Thread Id: 29
Completing ID 18. Response status code is OK. Thread Id: 5
Completing ID 34. Response status code is OK. Thread Id: 24
Completing ID 84. Response status code is OK. Thread Id: 16
Starting ID 85. Thread Id: 16
Completing ID 97. Response status code is OK. Thread Id: 33
Completing ID 41. Response status code is OK. Thread Id: 26
Completing ID 79. Response status code is OK. Thread Id: 14
Starting ID 80. Thread Id: 14
Completing ID 100. Response status code is OK. Thread Id: 34
Completing ID 93. Response status code is OK. Thread Id: 20
Starting ID 94. Thread Id: 20
Completing ID 29. Response status code is OK. Thread Id: 1
Completing ID 98. Response status code is OK. Thread Id: 30
Starting ID 99. Thread Id: 30
Completing ID 44. Response status code is OK. Thread Id: 18
Starting ID 45. Thread Id: 18
Completing ID 25. Response status code is OK. Thread Id: 12
Completing ID 37. Response status code is OK. Thread Id: 15
Starting ID 38. Thread Id: 15
Completing ID 72. Response status code is OK. Thread Id: 9
Completing ID 91. Response status code is OK. Thread Id: 27
Completing ID 50. Response status code is OK. Thread Id: 22
Completing ID 48. Response status code is OK. Thread Id: 29
Completing ID 85. Response status code is OK. Thread Id: 16
Starting ID 86. Thread Id: 16
Completing ID 80. Response status code is OK. Thread Id: 14
Completing ID 94. Response status code is OK. Thread Id: 20
Starting ID 95. Thread Id: 20
Completing ID 99. Response status code is OK. Thread Id: 30
Completing ID 45. Response status code is OK. Thread Id: 18
Starting ID 46. Thread Id: 18
Completing ID 38. Response status code is OK. Thread Id: 15
Completing ID 86. Response status code is OK. Thread Id: 16
Completing ID 95. Response status code is OK. Thread Id: 20
Completing ID 46. Response status code is OK. Thread Id: 18
00:00:23.6046580
C:\Program Files\dotnet\dotnet.exe (process 7208) exited with code 0.
To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops.
Press any key to close this window . . .
然后我创建了相同代码的异步版本。执行平均需要 7 秒。
class SomeTaskProcessor {
private HttpClient http = new HttpClient() {
BaseAddress = new Uri("http://localhost:49890/api/values")
};
public int Id { get; private set; }
public SomeTaskProcessor(int id) { Id = id; }
public async Task ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords() {
Console.WriteLine($"Starting ID {Id}");
var response = await http.GetAsync(String.Empty);
Console.WriteLine($"Completing ID {Id}. Response status code is {response.StatusCode}");
}
}
class Program {
static async Task Main(string[] args) {
int[] ids = Enumerable.Range(1, 100).ToArray();;
var stopwatch = new Stopwatch();
stopwatch.Start();
var tasks = ids.Select(id => {
var processor = new SomeTaskProcessor(id);
return processor.ExecuteLongRunningProcessThatReadsDbAndCreatesSomeNewRecords();
}).ToArray();
await Task.WhenAll(tasks);
// ~8 seconds
stopwatch.Stop();
Console.WriteLine(stopwatch.Elapsed.ToString());
}
}
控制台输出:
Starting ID 1. Thread Id: 1
Starting ID 2. Thread Id: 1
Starting ID 3. Thread Id: 1
Starting ID 4. Thread Id: 1
Starting ID 5. Thread Id: 1
Starting ID 6. Thread Id: 1
Starting ID 7. Thread Id: 1
Starting ID 8. Thread Id: 1
Starting ID 9. Thread Id: 1
Starting ID 10. Thread Id: 1
Starting ID 11. Thread Id: 1
Starting ID 12. Thread Id: 1
Starting ID 13. Thread Id: 1
Starting ID 14. Thread Id: 1
Starting ID 15. Thread Id: 1
Starting ID 16. Thread Id: 1
Starting ID 17. Thread Id: 1
Starting ID 18. Thread Id: 1
Starting ID 19. Thread Id: 1
Starting ID 20. Thread Id: 1
Starting ID 21. Thread Id: 1
Starting ID 22. Thread Id: 1
Starting ID 23. Thread Id: 1
Starting ID 24. Thread Id: 1
Starting ID 25. Thread Id: 1
Starting ID 26. Thread Id: 1
Starting ID 27. Thread Id: 1
Starting ID 28. Thread Id: 1
Starting ID 29. Thread Id: 1
Starting ID 30. Thread Id: 1
Starting ID 31. Thread Id: 1
Starting ID 32. Thread Id: 1
Starting ID 33. Thread Id: 1
Starting ID 34. Thread Id: 1
Starting ID 35. Thread Id: 1
Starting ID 36. Thread Id: 1
Starting ID 37. Thread Id: 1
Starting ID 38. Thread Id: 1
Starting ID 39. Thread Id: 1
Starting ID 40. Thread Id: 1
Starting ID 41. Thread Id: 1
Starting ID 42. Thread Id: 1
Starting ID 43. Thread Id: 1
Starting ID 44. Thread Id: 1
Starting ID 45. Thread Id: 1
Starting ID 46. Thread Id: 1
Starting ID 47. Thread Id: 1
Starting ID 48. Thread Id: 1
Starting ID 49. Thread Id: 1
Starting ID 50. Thread Id: 1
Starting ID 51. Thread Id: 1
Starting ID 52. Thread Id: 1
Starting ID 53. Thread Id: 1
Starting ID 54. Thread Id: 1
Starting ID 55. Thread Id: 1
Starting ID 56. Thread Id: 1
Starting ID 57. Thread Id: 1
Starting ID 58. Thread Id: 1
Starting ID 59. Thread Id: 1
Starting ID 60. Thread Id: 1
Starting ID 61. Thread Id: 1
Starting ID 62. Thread Id: 1
Starting ID 63. Thread Id: 1
Starting ID 64. Thread Id: 1
Starting ID 65. Thread Id: 1
Starting ID 66. Thread Id: 1
Starting ID 67. Thread Id: 1
Starting ID 68. Thread Id: 1
Starting ID 69. Thread Id: 1
Starting ID 70. Thread Id: 1
Starting ID 71. Thread Id: 1
Starting ID 72. Thread Id: 1
Starting ID 73. Thread Id: 1
Starting ID 74. Thread Id: 1
Starting ID 75. Thread Id: 1
Starting ID 76. Thread Id: 1
Starting ID 77. Thread Id: 1
Starting ID 78. Thread Id: 1
Starting ID 79. Thread Id: 1
Starting ID 80. Thread Id: 1
Starting ID 81. Thread Id: 1
Starting ID 82. Thread Id: 1
Starting ID 83. Thread Id: 1
Starting ID 84. Thread Id: 1
Starting ID 85. Thread Id: 1
Starting ID 86. Thread Id: 1
Starting ID 87. Thread Id: 1
Starting ID 88. Thread Id: 1
Starting ID 89. Thread Id: 1
Starting ID 90. Thread Id: 1
Starting ID 91. Thread Id: 1
Starting ID 92. Thread Id: 1
Starting ID 93. Thread Id: 1
Starting ID 94. Thread Id: 1
Starting ID 95. Thread Id: 1
Starting ID 96. Thread Id: 1
Starting ID 97. Thread Id: 1
Starting ID 98. Thread Id: 1
Starting ID 99. Thread Id: 1
Starting ID 100. Thread Id: 1
Completing ID 3. Response status code is OK. Thread Id: 14
Completing ID 10. Response status code is OK. Thread Id: 8
Completing ID 8. Response status code is OK. Thread Id: 9
Completing ID 7. Response status code is OK. Thread Id: 15
Completing ID 11. Response status code is OK. Thread Id: 14
Completing ID 4. Response status code is OK. Thread Id: 8
Completing ID 9. Response status code is OK. Thread Id: 9
Completing ID 12. Response status code is OK. Thread Id: 8
Completing ID 13. Response status code is OK. Thread Id: 8
Completing ID 6. Response status code is OK. Thread Id: 8
Completing ID 17. Response status code is OK. Thread Id: 8
Completing ID 18. Response status code is OK. Thread Id: 8
Completing ID 21. Response status code is OK. Thread Id: 8
Completing ID 24. Response status code is OK. Thread Id: 8
Completing ID 20. Response status code is OK. Thread Id: 8
Completing ID 30. Response status code is OK. Thread Id: 8
Completing ID 22. Response status code is OK. Thread Id: 8
Completing ID 34. Response status code is OK. Thread Id: 8
Completing ID 32. Response status code is OK. Thread Id: 9
Completing ID 33. Response status code is OK. Thread Id: 9
Completing ID 39. Response status code is OK. Thread Id: 9
Completing ID 35. Response status code is OK. Thread Id: 8
Completing ID 2. Response status code is OK. Thread Id: 9
Completing ID 44. Response status code is OK. Thread Id: 9
Completing ID 23. Response status code is OK. Thread Id: 8
Completing ID 31. Response status code is OK. Thread Id: 14
Completing ID 38. Response status code is OK. Thread Id: 14
Completing ID 43. Response status code is OK. Thread Id: 8
Completing ID 50. Response status code is OK. Thread Id: 9
Completing ID 1. Response status code is OK. Thread Id: 15
Completing ID 48. Response status code is OK. Thread Id: 14
Completing ID 27. Response status code is OK. Thread Id: 8
Completing ID 49. Response status code is OK. Thread Id: 9
Completing ID 28. Response status code is OK. Thread Id: 15
Completing ID 14. Response status code is OK. Thread Id: 14
Completing ID 29. Response status code is OK. Thread Id: 8
Completing ID 26. Response status code is OK. Thread Id: 14
Completing ID 15. Response status code is OK. Thread Id: 9
Completing ID 19. Response status code is OK. Thread Id: 8
Completing ID 25. Response status code is OK. Thread Id: 15
Completing ID 5. Response status code is OK. Thread Id: 14
Completing ID 40. Response status code is OK. Thread Id: 9
Completing ID 60. Response status code is OK. Thread Id: 8
Completing ID 37. Response status code is OK. Thread Id: 15
Completing ID 41. Response status code is OK. Thread Id: 14
Completing ID 16. Response status code is OK. Thread Id: 9
Completing ID 63. Response status code is OK. Thread Id: 14
Completing ID 36. Response status code is OK. Thread Id: 14
Completing ID 42. Response status code is OK. Thread Id: 9
Completing ID 45. Response status code is OK. Thread Id: 14
Completing ID 64. Response status code is OK. Thread Id: 14
Completing ID 53. Response status code is OK. Thread Id: 9
Completing ID 61. Response status code is OK. Thread Id: 15
Completing ID 52. Response status code is OK. Thread Id: 14
Completing ID 67. Response status code is OK. Thread Id: 14
Completing ID 74. Response status code is OK. Thread Id: 14
Completing ID 75. Response status code is OK. Thread Id: 14
Completing ID 62. Response status code is OK. Thread Id: 15
Completing ID 78. Response status code is OK. Thread Id: 8
Completing ID 66. Response status code is OK. Thread Id: 15
Completing ID 55. Response status code is OK. Thread Id: 14
Completing ID 83. Response status code is OK. Thread Id: 15
Completing ID 59. Response status code is OK. Thread Id: 14
Completing ID 68. Response status code is OK. Thread Id: 8
Completing ID 85. Response status code is OK. Thread Id: 15
Completing ID 47. Response status code is OK. Thread Id: 9
Completing ID 72. Response status code is OK. Thread Id: 14
Completing ID 65. Response status code is OK. Thread Id: 8
Completing ID 84. Response status code is OK. Thread Id: 8
Completing ID 70. Response status code is OK. Thread Id: 14
Completing ID 87. Response status code is OK. Thread Id: 14
Completing ID 56. Response status code is OK. Thread Id: 8
Completing ID 90. Response status code is OK. Thread Id: 15
Completing ID 76. Response status code is OK. Thread Id: 9
Completing ID 73. Response status code is OK. Thread Id: 14
Completing ID 69. Response status code is OK. Thread Id: 8
Completing ID 86. Response status code is OK. Thread Id: 15
Completing ID 81. Response status code is OK. Thread Id: 9
Completing ID 91. Response status code is OK. Thread Id: 15
Completing ID 77. Response status code is OK. Thread Id: 9
Completing ID 57. Response status code is OK. Thread Id: 15
Completing ID 98. Response status code is OK. Thread Id: 9
Completing ID 100. Response status code is OK. Thread Id: 15
Completing ID 79. Response status code is OK. Thread Id: 9
Completing ID 58. Response status code is OK. Thread Id: 15
Completing ID 80. Response status code is OK. Thread Id: 8
Completing ID 82. Response status code is OK. Thread Id: 14
Completing ID 89. Response status code is OK. Thread Id: 9
Completing ID 88. Response status code is OK. Thread Id: 15
Completing ID 97. Response status code is OK. Thread Id: 8
Completing ID 51. Response status code is OK. Thread Id: 14
Completing ID 94. Response status code is OK. Thread Id: 9
Completing ID 93. Response status code is OK. Thread Id: 15
Completing ID 71. Response status code is OK. Thread Id: 8
Completing ID 46. Response status code is OK. Thread Id: 14
Completing ID 54. Response status code is OK. Thread Id: 9
Completing ID 95. Response status code is OK. Thread Id: 15
Completing ID 92. Response status code is OK. Thread Id: 8
Completing ID 99. Response status code is OK. Thread Id: 14
Completing ID 96. Response status code is OK. Thread Id: 9
00:00:06.7737961
C:\Program Files\dotnet\dotnet.exe (process 296) exited with code 0.
To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops.
Press any key to close this window . . .
我相信 23 秒 vs 7 秒足以证明这是异步/等待场景。