Редагувати

Поділитися через


Orleans stream providers

Streams can come in different shapes and forms. Some streams may deliver events over direct TCP links, while others deliver events via durable queues. Different stream types may use different batching strategies, different caching algorithms, or different backpressure procedures. To avoid constraining streaming applications to only a subset of those behavioral choices, stream providers are extensibility points to Orleans Streaming Runtime that allow users to implement any type of stream. This extensibility point is similar in spirit to Orleans Storage providers.

Azure Event Hub stream provider

Azure Event Hub is a fully managed, real-time data ingestion service that's capable of receiving and processing millions of events per second. It's designed to handle the high-throughput, low-latency ingestion of data from multiple sources and the subsequent processing of that data by multiple consumers.

Event Hubs is often used as the foundation of a larger event-processing architecture, where it serves as the "front door" for an event pipeline. It can be used to ingest data from a wide variety of sources, including social media feeds, IoT devices, and log files. One of the key benefits of Event Hubs is the ability to scale out horizontally to meet the needs of even the largest event-processing workloads. It's also highly available and fault-tolerant, with multiple replicas of data distributed across multiple Azure regions to ensure high availability.

The Microsoft.Orleans.Streaming.EventHubs NuGet package contains the Event Hubs stream provider.

Azure Queue (AQ) stream provider

Azure Queue (AQ) stream provider delivers events over Azure Queues. On the producer side, AQ stream provider enqueues events directly into Azure Queue. On the consumer side, the AQ stream provider manages a set of pulling agents that pull events from a set of Azure Queues and deliver them to the application code that consumes them. One can think of the pulling agents as a distributed "micro-service"—a partitioned, highly available, and elastic distributed component. The pulling agents run inside the same silos that host application grains. Thus, there is no need to run separate Azure worker roles to pull from the queues. The existence of pulling agents, their management, backpressure, balancing the queues between them, and handing off queues from a failed agent to another agent are fully managed by Orleans Streaming Runtime and are transparent to application code that uses streams.

The Microsoft.Orleans.Streaming.AzureStorage NuGet package contains the Azure Queue storage stream provider.

Queue adapters

Different stream providers that deliver events over durable queues exhibit similar behavior and are subject to a similar implementation. Therefore, we provide a generic extensible PersistentStreamProvider allows developers to plug in different types of queues without writing a completely new stream provider from scratch. PersistentStreamProvider uses an IQueueAdapter component, which abstracts specific queue implementation details and provides means to enqueue and dequeue events. All the rest is handled by the logic inside the PersistentStreamProvider. Azure Queue Provider mentioned above is also implemented this way: it is an instance of PersistentStreamProvider that uses an AzureQueueAdapter.

Simple message stream provider

The simple message stream provider, also known as the SMS provider, delivers events over TCP by utilizing regular Orleans grain messaging. Since events in SMS are delivered over unreliable TCP links, SMS does not guarantee reliable event delivery and does not automatically resend failed messages for SMS streams. By default, the producer's call to OnNextAsync returns a Task that represents the processing status of the stream consumer, which tells the producer whether the consumer successfully received and processed the event. If this task fails, the producer can decide to send the same event again, thus achieving reliability on the application level. Although stream message delivery is the best effort, SMS streams themselves are reliable. That is, the subscriber-to-producer binding performed by Pub-Sub is fully reliable.

See also

Orleans Streams Implementation Details