异步 I/O 密集型代码的运行速度比非异步慢，为什么？

Question

我正在重构应用程序并尝试添加现有函数的异步版本以提高 ASP.NET MVC 应用程序的性能时间。我知道异步函数会产生开销，但我希望通过足够的迭代，从数据库加载数据的 I/O 密集型性质将足以弥补开销损失，并且我将获得显着的性能提升。

TermusRepository.LoadByTermusId 函数通过从数据库中检索一堆数据表来加载数据（使用 ADO.NET 和 Oracle 托管客户端），填充模型并返回它。 TermusRepository.LoadByTermusIdAsync 类似，只是它是异步执行的，当需要检索多个数据表时，加载数据表下载任务的方法略有不同。

public async Task<ActionResult> AsyncPerformanceTest()
{
    var vm = new AsyncPerformanceTestViewModel();
    Stopwatch watch = new Stopwatch();
    watch.Start();
    for (int i = 0; i < 60; i++)
    {
        TermusRepository.LoadByTermusId<Termus2011_2012EndYear>("1");
        TermusRepository.LoadByTermusId<Termus2011_2012EndYear>("5");
        TermusRepository.LoadByTermusId<Termus2011_2012EndYear>("6");
        TermusRepository.LoadByTermusId<Termus2011_2012EndYear>("7");
    }
    watch.Stop();
    vm.NonAsyncElapsedTime = watch.Elapsed;
    watch.Reset();
    watch.Start();
    var tasks = new List<Task<Termus2011_2012EndYear>>();
    for (int i = 0; i < 60; i++)
    {
        tasks.Add(TermusRepository.LoadByTermusIdAsync<Termus2011_2012EndYear>("1"));
        tasks.Add(TermusRepository.LoadByTermusIdAsync<Termus2011_2012EndYear>("5"));
        tasks.Add(TermusRepository.LoadByTermusIdAsync<Termus2011_2012EndYear>("6"));
        tasks.Add(TermusRepository.LoadByTermusIdAsync<Termus2011_2012EndYear>("7"));               
    }
    await Task.WhenAll(tasks.ToArray());
    watch.Stop();
    vm.AsyncElapsedTime = watch.Elapsed;            
    return View(vm);
}

public static async Task<T> LoadByTermusIdAsync<T>(string termusId) where T : Appraisal
{
    var AppraisalHeader = new OracleCommand("select tu.termus_id, tu.manager_username, tu.evaluee_name, tu.evaluee_username, tu.termus_complete_date, termus_start_date, tu.termus_status, tu.termus_version, tn.managername from tercons.termus_users tu left outer join tercons.termus_names tn on tu.termus_id=tn.termus_id where tu.termus_id=:termusid");
    AppraisalHeader.BindByName = true;
    AppraisalHeader.Parameters.Add("termusid", termusId);
    var dt = await Database.GetDataTableAsync(AppraisalHeader);
    T Termus = Activator.CreateInstance<T>();
    var row = dt.AsEnumerable().Single();
    Termus.TermusId = row.Field<decimal>("termus_id").ToString();
    Termus.ManagerUsername = row.Field<string>("manager_username");
    Termus.EvalueeUsername = row.Field<string>("evaluee_username");
    Termus.EvalueeName = row.Field<string>("evaluee_name");
    Termus.ManagerName = row.Field<string>("managername");
    Termus.TERMUSCompleteDate = row.Field<DateTime?>("termus_complete_date");
    Termus.TERMUSStartDate = row.Field<DateTime>("termus_start_date");
    Termus.Status = row.Field<string>("termus_status");
    Termus.TERMUSVersion = row.Field<string>("termus_version");
    Termus.QuestionsAndAnswers = new Dictionary<string, string>();

    var RetrieveQuestionIdsCommand = new OracleCommand("select termus_question_id from tercons.termus_questions where termus_version=:termus_version");
    RetrieveQuestionIdsCommand.BindByName = true;
    RetrieveQuestionIdsCommand.Parameters.Add("termus_version", Termus.TERMUSVersion);
    var QuestionIdsDt = await Database.GetDataTableAsync(RetrieveQuestionIdsCommand);
    var QuestionIds = QuestionIdsDt.AsEnumerable().Select(r => r.Field<string>("termus_question_id"));

    //There's about 60 questions/answers, so this should result in 60 calls to the database. It'd be a good spot to combine to a single DB call, but left it this way so I could see if async would speed it up for learning purposes.
    var DownloadAnswersTasks = new List<Task<DataTable>>();
    foreach (var QuestionId in QuestionIds)
    {
        var RetrieveAnswerCommand = new OracleCommand("select termus_response, termus_question_id from tercons.termus_responses where termus_id=:termus_id and termus_question_id=:questionid");
        RetrieveAnswerCommand.BindByName = true;
        RetrieveAnswerCommand.Parameters.Add("termus_id", termusId);
        RetrieveAnswerCommand.Parameters.Add("questionid", QuestionId);
        DownloadAnswersTasks.Add(Database.GetDataTableAsync(RetrieveAnswerCommand));
    }
    while (DownloadAnswersTasks.Count > 0)
    {
        var FinishedDownloadAnswerTask = await Task.WhenAny(DownloadAnswersTasks);
        DownloadAnswersTasks.Remove(FinishedDownloadAnswerTask);
        var AnswerDt = await FinishedDownloadAnswerTask;
        var Answer = AnswerDt.AsEnumerable().Select(r => r.Field<string>("termus_response")).SingleOrDefault();
        var QuestionId = AnswerDt.AsEnumerable().Select(r => r.Field<string>("termus_question_id")).SingleOrDefault();
        if (!String.IsNullOrEmpty(Answer))
        {
            Termus.QuestionsAndAnswers.Add(QuestionId, System.Net.WebUtility.HtmlDecode(Answer));
        }
    }
    return Termus;
}

public static async Task<DataTable> GetDataTableAsync(OracleCommand command)
{
    DataTable dt = new DataTable();
    using (var connection = GetDefaultOracleConnection())
    {
        command.Connection = connection;
        await connection.OpenAsync();
        dt.Load(await command.ExecuteReaderAsync());
    }
    return dt;
}

public static T LoadByTermusId<T>(string TermusId) where T : Appraisal
{
    var RetrieveAppraisalHeaderCommand = new OracleCommand("select tu.termus_id, tu.manager_username, tu.evaluee_name, tu.evaluee_username, tu.termus_complete_date, termus_start_date, tu.termus_status, tu.termus_version, tn.managername from tercons.termus_users tu left outer join tercons.termus_names tn on tu.termus_id=tn.termus_id where tu.termus_id=:termusid");
    RetrieveAppraisalHeaderCommand.BindByName = true;
    RetrieveAppraisalHeaderCommand.Parameters.Add("termusid", TermusId);
    var AppraisalHeaderDt = Database.GetDataTable(RetrieveAppraisalHeaderCommand);
    T Termus = Activator.CreateInstance<T>();
    var AppraisalHeaderRow = AppraisalHeaderDt.AsEnumerable().Single();
    Termus.TermusId = AppraisalHeaderRow.Field<decimal>("termus_id").ToString();
    Termus.ManagerUsername = AppraisalHeaderRow.Field<string>("manager_username");
    Termus.EvalueeUsername = AppraisalHeaderRow.Field<string>("evaluee_username");
    Termus.EvalueeName = AppraisalHeaderRow.Field<string>("evaluee_name");
    Termus.ManagerName = AppraisalHeaderRow.Field<string>("managername");
    Termus.TERMUSCompleteDate = AppraisalHeaderRow.Field<DateTime?>("termus_complete_date");
    Termus.TERMUSStartDate = AppraisalHeaderRow.Field<DateTime>("termus_start_date");
    Termus.Status = AppraisalHeaderRow.Field<string>("termus_status");
    Termus.TERMUSVersion = AppraisalHeaderRow.Field<string>("termus_version");
    Termus.QuestionsAndAnswers = new Dictionary<string, string>();

    var RetrieveQuestionIdsCommand = new OracleCommand("select termus_question_id from tercons.termus_questions where termus_version=:termus_version");
    RetrieveQuestionIdsCommand.BindByName = true;
    RetrieveQuestionIdsCommand.Parameters.Add("termus_version", Termus.TERMUSVersion);
    var QuestionIdsDt = Database.GetDataTable(RetrieveQuestionIdsCommand);
    var QuestionIds = QuestionIdsDt.AsEnumerable().Select(r => r.Field<string>("termus_question_id"));
    //There's about 60 questions/answers, so this should result in 60 calls to the database. It'd be a good spot to combine to a single DB call, but left it this way so I could see if async would speed it up for learning purposes.
    foreach (var QuestionId in QuestionIds)
    {
        var RetrieveAnswersCommand = new OracleCommand("select termus_response from tercons.termus_responses where termus_id=:termus_id and termus_question_id=:questionid");
        RetrieveAnswersCommand.BindByName = true;
        RetrieveAnswersCommand.Parameters.Add("termus_id", TermusId);
        RetrieveAnswersCommand.Parameters.Add("questionid", QuestionId);
        var AnswersDt = Database.GetDataTable(RetrieveAnswersCommand);
        var Answer = AnswersDt.AsEnumerable().Select(r => r.Field<string>("termus_response")).SingleOrDefault();
        if (!String.IsNullOrEmpty(Answer))
        {
            Termus.QuestionsAndAnswers.Add(QuestionId, System.Net.WebUtility.HtmlDecode(Answer));
        }
    }
    return Termus;
}

public static DataTable GetDataTable(OracleCommand command)
{
    DataTable dt = new DataTable();
    using (var connection = GetDefaultOracleConnection())
    {
        command.Connection = connection;
        connection.Open();
        dt.Load(command.ExecuteReader());
    }
    return dt;
}

public static OracleConnection GetDefaultOracleConnection()
{
    return new OracleConnection(ConfigurationManager.ConnectionStrings[connectionstringname].ConnectionString);
}

60 次迭代的结果是：

Non Async 18.4375460 seconds

Async     19.8092854 seconds

本次测试结果一致。无论我在 AsyncPerformanceTest() 操作方法中对 for 循环进行了多少次迭代，异步内容的运行速度都比非异步慢约 1 秒。 （我连续多次运行测试以说明 JITter 预热。）我做错了什么导致异步比非异步慢？我是否误解了编写异步代码的基本原理？

Answer 1

在没有并发的情况下，异步版本总是比同步版本慢。它所做的工作与非异步版本相同，但增加了少量开销来管理异步。

异步在性能方面是有利的，因为它可以提高可用性。每个单独的请求都会变慢，但如果您同时发出 1000 个请求，异步实现将能够更快地处理它们（至少在某些情况下）。

发生这种情况是因为异步解决方案允许分配用于处理请求的线程返回到池中并处理其他请求，而同步解决方案迫使线程坐在那里并且在等待异步操作时什么都不做去完成。以允许线程被释放来做其他工作的方式来构建程序是有开销的，但优点是该线程能够去做其他工作。在您的程序中，线程没有其他工作要做，因此最终成为净损失。

Answer 2

原来 Oracle 托管驱动程序是 "fake async",，这可以部分解释为什么我的异步代码运行速度较慢。