使用更改源估算器

适用范围: NoSQL

本文介绍如何监视更改源处理器实例在读取更改源时的进度。

为什么监视进度很重要?

更改源处理器充当一个指针,它会在更改源中向前移动,并将更改传递给委托实现。

更改源处理器部署可以按特定速率处理更改,具体取决于可用的资源,例如 CPU、内存、网络,等等。

如果此速率低于 Azure Cosmos DB 容器中发生更改的速率,处理器将开始滞后。

确定此情况后,我们就可以决定是否需要缩放更改源处理器部署。

实现更改源估算器

作为自动通知的推送模型

更改源处理器一样,更改源估算器可用作推送模型。 此估算器会度量上一个处理项(按租用容器的状态定义)和容器中的最新更改之间的差异,并将该值推送到某个代理。 进行度量的时间间隔也可以自定义,默认值为 5 秒。

例如,如果更改源处理器使用最新版模型,并定义如下:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

那么,若要初始化某个估算器来度量该处理器,正确的方式是使用 GetChangeFeedEstimatorBuilder,如下所示:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

其中的处理器和估算器共享同一 leaseContainer 和同一名称。

另外两个参数,其中一个是代理,其接收的数字表示有多少更改待处理器读取,另一个是需要进行度量的时间间隔。

例如,下面是用于接收估算的委托:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

可以将此估算发送给监视解决方案,并通过它了解进度随时间的变化情况。

作为按需详细估算

有一种替代方法可让你按需获得估算值(与推送模型相比)。 此模型还提供了更多详细信息:

  • 每次租用的估计滞后时间。
  • 实例拥有并处理每次租用,因此你可以确定该实例是否存在问题。

如果更改源处理器定义如下:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

你可以使用相同的租用配置创建估算器:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

无论何时,只要你需要,就可以以所需的频率获得详细的估算值:

namespace Cosmos.Samples.ChangeFeed
{
    using System;
    using System.Collections.Generic;
    using System.Net;
    using System.Threading;
    using System.Threading.Tasks;
    using Microsoft.Azure.Cosmos;
    using Microsoft.Azure.Documents.ChangeFeedProcessor.FeedProcessing;
    using Microsoft.Extensions.Configuration;
    using ChangeFeedProcessorLibrary = Microsoft.Azure.Documents.ChangeFeedProcessor;

    // ----------------------------------------------------------------------------------------------------------
    // Prerequisites - 
    // 
    // 1. An Azure Cosmos account - 
    //    https://learn.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal
    //
    // 2. Microsoft.Azure.Cosmos NuGet package - 
    //    http://www.nuget.org/packages/Microsoft.Azure.Cosmos/ 
    // ----------------------------------------------------------------------------------------------------------
    // Sample - demonstrates common Change Feed operations
    //
    // 1. Listening for changes that happen after a Change Feed Processor is started.
    //
    // 2. Listening for changes that happen after a certain point in time.
    //
    // 3. Listening for changes that happen since the container was created.
    //
    // 4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification
    //
    // 5. Generate Estimator metrics to expose current Change Feed Processor progress on demand
    //
    // 6. Code migration template from existing Change Feed Processor library V2
    //
    // 7. Error handling and advanced logging
    //-----------------------------------------------------------------------------------------------------------


    class Program
    {
        private static readonly string monitoredContainer = "monitored";
        private static readonly string leasesContainer = "leases";
        private static readonly string partitionKeyPath = "/id";

        // Async main requires c# 7.1 which is set in the csproj with the LangVersion attribute
        static async Task Main(string[] args)
        {
            try
            {
                IConfigurationRoot configuration = new ConfigurationBuilder()
                    .AddJsonFile("appSettings.json")
                    .Build();

                string endpoint = configuration["EndPointUrl"];
                if (string.IsNullOrEmpty(endpoint))
                {
                    throw new ArgumentNullException("Please specify a valid endpoint in the appSettings.json");
                }

                string authKey = configuration["AuthorizationKey"];
                if (string.IsNullOrEmpty(authKey) || string.Equals(authKey, "Super secret key"))
                {
                    throw new ArgumentException("Please specify a valid AuthorizationKey in the appSettings.json");
                }

                using (CosmosClient client = new CosmosClient(endpoint, authKey))
                {
                    Console.WriteLine($"\n1. Listening for changes that happen after a Change Feed Processor is started.");
                    await Program.RunBasicChangeFeed("changefeed-basic", client);
                    Console.WriteLine($"\n2. Listening for changes that happen after a certain point in time.");
                    await Program.RunStartTimeChangeFeed("changefeed-time", client);
                    Console.WriteLine($"\n3. Listening for changes that happen since the container was created.");
                    await Program.RunStartFromBeginningChangeFeed("changefeed-beginning", client);
                    Console.WriteLine($"\n4. Generate Estimator metrics to expose current Change Feed Processor progress as a push notification.");
                    await Program.RunEstimatorChangeFeed("changefeed-estimator", client);
                    Console.WriteLine($"\n5. Generate Estimator metrics to expose current Change Feed Processor progress on demand.");
                    await Program.RunEstimatorPullChangeFeed("changefeed-estimator-detailed", client);
                    Console.WriteLine($"\n6. Code migration template from existing Change Feed Processor library V2.");
                    await Program.RunMigrationSample("changefeed-migration", client, configuration);
                    Console.WriteLine($"\n7. Error handling and advanced logging.");
                    await Program.RunWithNotifications("changefeed-logging", client);
                }
            }
            finally
            {
                Console.WriteLine("End of demo, press any key to exit.");
                Console.ReadKey();
            }
        }

        /// <summary>
        /// Basic change feed functionality.
        /// </summary>
        /// <remarks>
        /// When StartAsync is called, the Change Feed Processor starts an initialization process that can take several milliseconds, 
        /// in which it starts connections and initializes locks in the leases container.
        /// </remarks>
        public static async Task RunBasicChangeFeed(
            string databaseId, 
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <BasicInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBasic", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </BasicInitialization>

            Console.WriteLine("Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, monitoredContainer);

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// StartTime will make the Change Feed Processor start processing changes at a particular point in time, all previous changes are ignored.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartTimeChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 5 items that will not be picked up.");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));
            Console.WriteLine($"Items generated at {DateTime.UtcNow}");
            // Generate a future point in time
            await Task.Delay(2000);
            DateTime particularPointInTime = DateTime.UtcNow;

            Console.WriteLine("Generating 5 items that will be picked up by the delegate...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // <TimeInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedTime", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(particularPointInTime)
                    .Build();
            // </TimeInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes after {particularPointInTime}...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Reading the Change Feed since the beginning of time.
        /// </summary>
        /// <remarks>
        /// StartTime only works if the leaseContainer is empty or contains no leases for the particular processor name.
        /// </remarks>
        public static async Task RunStartFromBeginningChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // <StartFromBeginningInitialization>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedBeginning", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </StartFromBeginningInitialization>

            Console.WriteLine($"Starting Change Feed Processor with changes since the beginning...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// </remarks>
        public static async Task RunEstimatorChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimator>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimator>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimator>
            ChangeFeedProcessor changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimatorBuilder("changeFeedEstimator", Program.HandleEstimationAsync, TimeSpan.FromMilliseconds(1000))
                .WithLeaseContainer(leaseContainer)
                .Build();
            // </StartEstimator>

            Console.WriteLine($"Starting Change Feed Estimator...");
            await changeFeedEstimator.StartAsync();
            Console.WriteLine("Change Feed Estimator started.");

            Console.WriteLine("Generating 10 items that will be picked up by the delegate and reported by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
            await changeFeedEstimator.StopAsync();
        }

        /// <summary>
        /// Exposing progress with the Estimator with the detailed iterator.
        /// </summary>
        /// <remarks>
        /// The Estimator uses the same processorName and the same lease configuration as the existing processor to measure progress.
        /// The iterator exposes detailed, per-lease, information on estimation and ownership.
        /// </remarks>
        public static async Task RunEstimatorPullChangeFeed(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            // <StartProcessorEstimatorDetailed>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedEstimator", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartProcessorEstimatorDetailed>

            Console.WriteLine($"Starting Change Feed Processor...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");

            // Wait some seconds for instances to acquire leases
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);

            // <StartEstimatorDetailed>
            ChangeFeedEstimator changeFeedEstimator = monitoredContainer
                .GetChangeFeedEstimator("changeFeedEstimator", leaseContainer);
            // </StartEstimatorDetailed>

            // <GetIteratorEstimatorDetailed>
            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIterator = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIterator.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIterator.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }
            // </GetIteratorEstimatorDetailed>

            Console.WriteLine("Stopping processor to show how the lag increases if no processing is happening.");
            await changeFeedProcessor.StopAsync();

            // Wait for processor to shutdown completely so the next items generate lag
            await Task.Delay(5000);

            Console.WriteLine("Generating 10 items that will be seen by the Estimator...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            Console.WriteLine("Checking estimation...");
            using FeedIterator<ChangeFeedProcessorState> estimatorIteratorAfter = changeFeedEstimator.GetCurrentStateIterator();
            while (estimatorIteratorAfter.HasMoreResults)
            {
                FeedResponse<ChangeFeedProcessorState> states = await estimatorIteratorAfter.ReadNextAsync();
                foreach (ChangeFeedProcessorState leaseState in states)
                {
                    // Host ownership should be empty as we have already stopped the estimator
                    string host = leaseState.InstanceName == null ? $"not owned by any host currently" : $"owned by host {leaseState.InstanceName}";
                    Console.WriteLine($"Lease [{leaseState.LeaseToken}] {host} reports {leaseState.EstimatedLag} as estimated lag.");
                }
            }



            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
        }

        /// <summary>
        /// Example of a code migration template from Change Feed Processor V2 to SDK V3.
        /// </summary>
        /// <returns></returns>
        public static async Task RunMigrationSample(
            string databaseId,
            CosmosClient client,
            IConfigurationRoot configuration)
        {
            await Program.InitializeAsync(databaseId, client);

            Console.WriteLine("Generating 10 items that will be picked up by the old Change Feed Processor library...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would initialize the processor in V2
            // <ChangeFeedProcessorLibrary>
            ChangeFeedProcessorLibrary.DocumentCollectionInfo monitoredCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.monitoredContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.DocumentCollectionInfo leaseCollectionInfo = new ChangeFeedProcessorLibrary.DocumentCollectionInfo()
            {
                DatabaseName = databaseId,
                CollectionName = Program.leasesContainer,
                Uri = new Uri(configuration["EndPointUrl"]),
                MasterKey = configuration["AuthorizationKey"]
            };

            ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder builder = new ChangeFeedProcessorLibrary.ChangeFeedProcessorBuilder();
            var oldChangeFeedProcessor = await builder
                .WithHostName("consoleHost")
                .WithProcessorOptions(new ChangeFeedProcessorLibrary.ChangeFeedProcessorOptions
                {
                    StartFromBeginning = true,
                    LeasePrefix = "MyLeasePrefix",
                    MaxItemCount = 10,
                    FeedPollDelay = TimeSpan.FromSeconds(1)
                })
                .WithFeedCollection(monitoredCollectionInfo)
                .WithLeaseCollection(leaseCollectionInfo)
                .WithObserver<ChangeFeedObserver>()
                .BuildAsync();
            // </ChangeFeedProcessorLibrary>

            await oldChangeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Now we will stop the V2 Processor and start a V3 with the same parameters to pick up from the same state, press any key to continue...");
            Console.ReadKey();
            await oldChangeFeedProcessor.StopAsync();

            Console.WriteLine("Generating 5 items that will be picked up by the new Change Feed Processor...");
            await Program.GenerateItems(5, client.GetContainer(databaseId, Program.monitoredContainer));

            // This is how you would do the same initialization in V3
            // <ChangeFeedProcessorMigrated>
            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);
            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("MyLeasePrefix", Program.HandleChangesAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .WithMaxItems(10)
                    .WithPollInterval(TimeSpan.FromSeconds(1))
                    .WithStartTime(DateTime.MinValue.ToUniversalTime())
                    .Build();
            // </ChangeFeedProcessorMigrated>

            await changeFeedProcessor.StartAsync();

            // Wait random time for the delegate to output all messages after initialization is done
            await Task.Delay(5000);
            Console.WriteLine("Press any key to continue with the next demo...");
            Console.ReadKey();
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// Setup notification APIs for events.
        /// </summary>
        public static async Task RunWithNotifications(
            string databaseId,
            CosmosClient client)
        {
            await Program.InitializeAsync(databaseId, client);

            Container leaseContainer = client.GetContainer(databaseId, Program.leasesContainer);
            Container monitoredContainer = client.GetContainer(databaseId, Program.monitoredContainer);

            ManualResetEventSlim manualResetEventSlim = new ManualResetEventSlim();
            Container.ChangeFeedHandler<ToDoItem> handleChanges = (ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken) =>
            {
                Console.WriteLine($"Started handling changes for lease {context.LeaseToken} but throwing an exception to bubble to notifications.");
                manualResetEventSlim.Set();
                throw new Exception("This is an unhandled exception from inside the delegate");
            };

            // <StartWithNotifications>
            Container.ChangeFeedMonitorLeaseAcquireDelegate onLeaseAcquiredAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is acquired and will start processing");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorLeaseReleaseDelegate onLeaseReleaseAsync = (string leaseToken) =>
            {
                Console.WriteLine($"Lease {leaseToken} is released and processing is stopped");
                return Task.CompletedTask;
            };

            Container.ChangeFeedMonitorErrorDelegate onErrorAsync = (string LeaseToken, Exception exception) =>
            {
                if (exception is ChangeFeedProcessorUserException userException)
                {
                    Console.WriteLine($"Lease {LeaseToken} processing failed with unhandled exception from user delegate {userException.InnerException}");
                }
                else
                {
                    Console.WriteLine($"Lease {LeaseToken} failed with {exception}");
                }

                return Task.CompletedTask;
            };

            ChangeFeedProcessor changeFeedProcessor = monitoredContainer
                .GetChangeFeedProcessorBuilder<ToDoItem>("changeFeedNotifications", handleChanges)
                    .WithLeaseAcquireNotification(onLeaseAcquiredAsync)
                    .WithLeaseReleaseNotification(onLeaseReleaseAsync)
                    .WithErrorNotification(onErrorAsync)
                    .WithInstanceName("consoleHost")
                    .WithLeaseContainer(leaseContainer)
                    .Build();
            // </StartWithNotifications>

            Console.WriteLine($"Starting Change Feed Processor with logging enabled...");
            await changeFeedProcessor.StartAsync();
            Console.WriteLine("Change Feed Processor started.");
            Console.WriteLine("Generating 10 items that will be picked up by the delegate...");
            await Program.GenerateItems(10, client.GetContainer(databaseId, Program.monitoredContainer));
            // Wait random time for the delegate to output all messages after initialization is done
            manualResetEventSlim.Wait();
            await Task.Delay(1000);
            await changeFeedProcessor.StopAsync();
        }

        /// <summary>
        /// The delegate receives batches of changes as they are generated in the change feed and can process them.
        /// </summary>
        // <Delegate>
        static async Task HandleChangesAsync(ChangeFeedProcessorContext context, IReadOnlyCollection<ToDoItem> changes, CancellationToken cancellationToken)
        {
            Console.WriteLine($"Started handling changes for lease {context.LeaseToken}...");
            Console.WriteLine($"Change Feed request consumed {context.Headers.RequestCharge} RU.");
            // SessionToken if needed to enforce Session consistency on another client instance
            Console.WriteLine($"SessionToken ${context.Headers.Session}");

            // We may want to track any operation's Diagnostics that took longer than some threshold
            if (context.Diagnostics.GetClientElapsedTime() > TimeSpan.FromSeconds(1))
            {
                Console.WriteLine($"Change Feed request took longer than expected. Diagnostics:" + context.Diagnostics.ToString());
            }

            foreach (ToDoItem item in changes)
            {
                Console.WriteLine($"\tDetected operation for item with id {item.id}, created at {item.creationTime}.");
                // Simulate work
                await Task.Delay(1);
            }
        }
        // </Delegate>

        /// <summary>
        /// The delegate for the Estimator receives a numeric representation of items pending to be read.
        /// </summary>
        // <EstimationDelegate>
        static async Task HandleEstimationAsync(long estimation, CancellationToken cancellationToken)
        {
            if (estimation > 0)
            {
                Console.WriteLine($"\tEstimator detected {estimation} items pending to be read by the Processor.");
            }

            await Task.Delay(0);
        }
        // </EstimationDelegate>

        private static async Task GenerateItems(
            int itemsToInsert, 
            Container container)
        {
            await Task.Delay(500);
            for (int i = 0; i < itemsToInsert; i++)
            {
                string id = Guid.NewGuid().ToString();
                await container.CreateItemAsync<ToDoItem>(
                    new ToDoItem()
                    {
                        id = id,
                        creationTime = DateTime.UtcNow
                    },
                    new PartitionKey(id));
            }
        }

        private static async Task InitializeAsync(
            string databaseId,
            CosmosClient client)
        {
            Database database;
            // Recreate database
            try
            {
                database = await client.GetDatabase(databaseId).ReadAsync();
                await database.DeleteAsync();
            }
            catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)
            {
            }

            database = await client.CreateDatabaseAsync(databaseId);

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.monitoredContainer, Program.partitionKeyPath));

            await database.CreateContainerIfNotExistsAsync(new ContainerProperties(Program.leasesContainer, Program.partitionKeyPath));
        }
    }

    // <Model>
    public class ToDoItem
    {
        public string id { get; set; }

        public DateTime creationTime { get; set; }
    }
    // </Model>

    internal class ChangeFeedObserver : IChangeFeedObserver
    {
        public Task CloseAsync(IChangeFeedObserverContext context, ChangeFeedObserverCloseReason reason)
        {
            return Task.CompletedTask;
        }

        public Task OpenAsync(IChangeFeedObserverContext context)
        {
            return Task.CompletedTask;
        }

        public Task ProcessChangesAsync(IChangeFeedObserverContext context, IReadOnlyList<Microsoft.Azure.Documents.Document> docs, CancellationToken cancellationToken)
        {
            foreach (Microsoft.Azure.Documents.Document doc in docs)
            {
                Console.WriteLine($"\t[OLD Processor] Detected operation for item with id {doc.Id}, created at {doc.GetPropertyValue<DateTime>("creationTime")}.");
            }

            return Task.CompletedTask;
        }
    }
}

每个 ChangeFeedProcessorState 都包含租用和滞后时间信息,以及当前哪个实例拥有它。

估算器部署

更改源估算器不需部署到更改源处理器中,也不需部署到同一项目中。 建议在与处理器完全不同的独立实例上部署估算器。 单个估算器实例可以跟踪更改源处理器部署中所有租约和实例的进度。

每次估算都将消耗受监视容器和租用容器请求单位。 间隔 1 分钟的频率比较合适,频率越低,消耗的请求单位数就越高。

支持的更改源模式

更改源估算器适用于最新版本模式所有版本与删除模式。 在这两种模式下,提供的估算值都不保证是要处理的未完成更改的确切计数。

其他资源

后续步骤

现在,可以通过以下文章继续详细了解更改源处理器: