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server/docs/design/bidi-producer-consumers-streaming.md
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# Bi-directional Producer/Consumer Streaming with gRPC | ||
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## Purpose | ||
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A primary use case of the `hedera-block-node` is to stream live BlockItems (see Terms section) from a producer | ||
(e.g. Consensus Node) to N consumers (e.g. Mirror Node) with the lowest possible latency while correctly preserving the | ||
order of the BlockItems. This document outlines several possible strategies to implement this use case and the design | ||
of the recommended approach. All strategies rely on the Helidon 4.x.x server implementations of HTTP/2 and gRPC | ||
services to ingest BlockItem data from a producer and then to stream the same BlockItems to downstream consumers. It | ||
does this by defining bidirectional gRPC streaming services based on protobuf definitions. | ||
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Helidon provides well-defined APIs and extension points to implement business logic for these services. The main entry | ||
point for custom logic is an implementation of `GrpcService`. | ||
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--- | ||
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## Goals | ||
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1) Consumers must be able to dynamically subscribe and unsubscribe from the live stream of BlockItems emitted by the | ||
producer. | ||
2) Correct, in-order streaming delivery of BlockItems from a producer to all registered consumers. | ||
3) Minimize latency between the producer and consumers. | ||
4) Minimize CPU resources consumed by the producer and consumers. | ||
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--- | ||
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### Terms | ||
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**BlockItem** - The BlockItem is the primary data structure passed between the producer, the `hedera-block-node` | ||
and consumers. A defined sequence of BlockItems represent a Block when stored on the `hedera-block-node`. | ||
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**Bidirectional Streaming** - Bidirectional streaming is an [HTTP/2 feature](https://datatracker.ietf.org/doc/html/rfc9113#name-streams-and-multiplexing) allowing both a client and a server to emit | ||
a continuous stream of frames without waiting for responses. In this way, gRPC services can be used to efficiently | ||
transmit a continuous flow of BlockItem messages while the HTTP/2 connection is open. | ||
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**Producer StreamObserver** - The Producer StreamObserver is a custom implementation of the [gRPC StreamObserver | ||
interface](https://github.com/grpc/grpc-java/blob/0ff3f8e4ac4c265e91b4a0379a32cf25a0a2b2f7/stub/src/main/java/io/grpc/stub/StreamObserver.java#L45) used by Helidon. It is initialized by the BlockItemStreamService (see Entities section). Helidon invokes the Producer | ||
StreamObserver at runtime when the producer sends a new BlockItem to the `StreamSink` gRPC service. | ||
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**Consumer StreamObserver** - The Consumer StreamObserver is a custom implementation of the [gRPC StreamObserver | ||
interface](https://github.com/grpc/grpc-java/blob/0ff3f8e4ac4c265e91b4a0379a32cf25a0a2b2f7/stub/src/main/java/io/grpc/stub/StreamObserver.java#L45) used by Helidon. It is initialized by the BlockItemStreamService (see Entities section). Helidon invokes the Consumer | ||
StreamObserver at runtime when the downstream consumer of the `StreamSource` gRPC service sends HTTP/2 responses to | ||
sent BlockItems. | ||
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**subscribe** - Consumers calling the `StreamSource` gRPC service must be affiliated or subscribed with a producer to | ||
receive a live stream of BlockItems from the `hedera-block-node`. | ||
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**unsubscribe** - Consumers terminating their connection with the `StreamSource` gRPC service must be unaffiliated or | ||
unsubscribed from a producer so that internal objects can be cleaned up and resources released. | ||
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--- | ||
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### Block Node gRPC Streaming Services API | ||
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The following protobuf definition outlines the gRPC services and messages used to stream BlockItems between a producer, | ||
consumers and the `hedera-block-node`. The `BlockStreamGrpc` service definition provides 2 bidirectional streaming | ||
methods: `StreamSink` and `StreamSource`. Aside from the gRPC service and method names, all the types will be replaced | ||
by those outlined in [hedera-protobufs](https://github.com/hashgraph/hedera-protobufs/pull/342/files). | ||
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```protobuf | ||
/** | ||
* The BlockStreamGrpc service definition provides 2 bidirectional streaming methods for | ||
* exchanging BlockItems with the Block Node server. | ||
* | ||
* A producer (e.g. Consensus Node) can use the StreamSink method to stream BlockItems to the | ||
* Block Node server. The Block Node server will respond with a BlockResponse message for | ||
* each BlockItem received. | ||
* | ||
* A consumer (e.g. Mirror Node) can use the StreamSource method to request a stream of | ||
* BlockItems from the server. The consumer is expected to respond with a BlockResponse message | ||
* with the id of each BlockItem received. | ||
*/ | ||
service BlockStreamGrpc { | ||
/** | ||
* StreamSink is a bidirectional streaming method that allows a producer to stream BlockItems | ||
* to the Block Node server. The server will respond with a BlockResponse message for each | ||
* BlockItem received. | ||
*/ | ||
rpc StreamSink (stream BlockItem) returns (stream BlockItemResponse) {} | ||
/** | ||
* StreamSource is a bidirectional streaming method that allows a consumer to request a | ||
* stream of BlockItems from the server. The consumer is expected to respond with a BlockResponse | ||
* message with the id of each BlockItem received. | ||
*/ | ||
rpc StreamSource (stream BlockItemResponse) returns (stream BlockItem) {} | ||
} | ||
/** | ||
* A BlockItem is a simple message that contains an id and a value. | ||
* This specification is a simple example meant to expedite development. | ||
* It will be replaced with a PBJ implementation in the future. | ||
*/ | ||
message BlockItem { | ||
/** | ||
* The id of the block. Each block id should be unique. | ||
*/ | ||
int64 id = 1; | ||
/** | ||
* The value of the block. The value can be any string. | ||
*/ | ||
string value = 2; | ||
} | ||
/** | ||
* A BlockItemResponse is a simple message that contains an id. | ||
* The BlockItemResponse is meant to confirm the receipt of a BlockItem. | ||
* A future use case may expand on this type to communicate a failure | ||
* condition where the BlockItem needs to be resent, etc. | ||
*/ | ||
message BlockItemResponse { | ||
/** | ||
* The id of the BlockItem which was received. | ||
*/ | ||
int64 id = 1; | ||
} | ||
``` | ||
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--- | ||
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## Approaches: | ||
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All the following approaches require integrating with Helidon 4.x.x gRPC services to implement the bidirectional | ||
streaming API methods defined above. The following objects are used in all approaches: | ||
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`BlockItemStreamService` is a custom implementation of the Helidon gRPC `GrpcService`. It is responsible for binding | ||
the Helidon routing mechanism to the gRPC streaming methods called by producers and consumers. | ||
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`ProducerBlockItemObserver` is a custom implementation of the Helidon gRPC `StreamObserver` interface. | ||
`BlockItemStreamService` instantiates a new `ProducerBlockItemObserver` instance when the `StreamSink` gRPC method is | ||
called by a producer. Thereafter, Helidon invokes `ProducerBlockItemObserver` methods to receive the latest BlockItem | ||
from the producer and return BlockItemResponses via a bidirectional stream. | ||
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`ConsumerBlockItemObserver` is also a custom implementation of the Helidon gRPC `StreamObserver` interface. | ||
`BlockItemStreamService` instantiates a new `ConsumerBlockItemObserver` instance when the `StreamSource` gRPC method | ||
is called by each consumer. The `ConsumerBlockItemObserver` wraps an instance of `StreamObserver` provided by Helidon | ||
when the connection is established. The `ConsumerBlockItemObserver` uses the `StreamObserver` to send the latest | ||
BlockItem to the downstream consumer. Helidon invokes `ConsumerBlockItemObserver` methods to deliver BlockItemResponses | ||
from the consumer in receipt of BlockItems. | ||
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### Approach 1: Directly passing BlockItems from `ProducerBlockItemObserver` to N `ConsumerBlockItemObserver`s. | ||
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Directly passing BlockItems from the `ProducerBlockItemObserver` to N `ConsumerBlockItemObserver`s without storing | ||
BlockItems in an intermediate data structure. This approach was the basis for one of the first implementations of gRPC | ||
Live Streaming (see [BlockNode Issue 21](https://github.com/hashgraph/hedera-block-node/issues/21)). Unfortunately, this approach has the following problems: | ||
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Drawbacks: | ||
1) Each `ProducerBlockItemObserver` must iterate over the list of subscribed consumers to pass the BlockItem to each | ||
`ConsumerBlockItemObserver` before saving the BlockItem to disk and issuing a BlockItemResponse back to the producer. | ||
The linear scaling of consumers will aggregate latency resulting in the last consumer in the list to be penalized | ||
with the sum of the latencies of all consumers before it. | ||
2) Dynamically subscribing/unsubscribing `ConsumerBlockItemObserver`s while deterministically broadcasting BlockItems | ||
to each consumer in the correct order complicates and slows down the process. It requires thread-safe data | ||
structures and synchronization on all reads and writes to ensure new/removed subscribers do not disrupt the | ||
iteration order of the `ConsumerBlockItemObserver`s. | ||
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### Approach 2: Use a shared data structure between `ProducerBlockItemObserver` and `ConsumerBlockItemObserver`s. Consumers busy-wait for new BlockItems. | ||
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Alternatively, if `ProducerBlockItemObserver`s store BlockItems in a shared data structure before immediately returning | ||
a response to the producer, the BlockItem is then immediately available for all `ConsumerBlockItemObserver`s to read | ||
asynchronously. Consumers can repeatedly poll the shared data structure for new BlockItems. This approach has the | ||
following consequences: | ||
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Advantages: | ||
1) The `ProducerBlockItemObserver` can immediately return a BlockItemResponse to the producer without waiting for the | ||
`ConsumerBlockItemObserver`s to process the BlockItem or waiting for the BlockItem to be written to disk. | ||
2) No additional third-party libraries are required to implement this approach. | ||
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Drawbacks: | ||
1) Busy-waiting consumers will increase CPU demand while polling the shared data structure for new BlockItems. | ||
2) It is difficult to anticipate and tune an optimal polling interval for consumers as the number of consumers scales | ||
up or down. | ||
3) While prototyping this approach, it appeared that `ConsumerBlockItemObserver`s using a busy-wait to watch for new | ||
BlockItems impaired the ability of the Helidon Virtual Thread instance to process the inbound responses from the | ||
downstream consumer in a timely way. The aggressive behavior of the busy-wait could complicate future use cases | ||
requiring downstream consumer response processing. | ||
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### Approach 3: Use a shared data structure between `ProducerBlockItemObserver` and `ConsumerBlockItemObserver`s. Use downstream consumer BlockItemResponses to drive the process of sending new BlockItems. | ||
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With this approach, the `ProducerBlockItemObserver` will store BlockItems in a shared data structure before immediately | ||
returning a BlockItemResponse to the producer. However, rather than using a busy-wait to poll for new BlockItems, | ||
`ConsumerBlockItemObserver`s will send new BlockItems only upon receipt of BlockItemResponses from previously sent | ||
BlockItems. When Helidon invokes `onNext()` with a BlockItemResponse, the `ConsumerBlockItemObserver` (using an | ||
internal counter) will calculate and send all newest BlockItems available from the shared data structure to the | ||
downstream consumer. In this way, the downstream consumer responses will drive the process of sending new BlockItems. | ||
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Advantages: | ||
1) It will not consume CPU resources polling. | ||
2) It will not hijack the thread from responding to the downstream consumer. Rather, it uses the interaction with the | ||
consumer to trigger sending the newest BlockItems downstream. | ||
3) The shared data structure will need to be concurrent but, after the initial write operation, all subsequent reads | ||
should not require synchronization. | ||
4) The shared data structure will decouple the `ProducerBlockItemObserver` from the `ConsumerBlockItemObserver`s | ||
allowing them to operate independently and not accrue the same latency issues as Approach #1. | ||
5) No additional third-party libraries are required to implement this approach. | ||
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Drawbacks: | ||
1) With this approach, BlockItems sent to the consumer are driven exclusively by the downstream consumer | ||
BlockItemResponses. Given, the latency of a network request/response round-trip, this approach will likely be far | ||
too slow to be considered effective even when sending a batch of all the latest BlockItems. | ||
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### Approach 4: Shared data structure between producer and consumer services. Leveraging the LMAX Disruptor library to manage inter-process pub/sub message-passing between producer and consumers via RingBuffer. | ||
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The LMAX Disruptor library is a high-performance inter-process pub/sub message passing library that could be used to | ||
efficiently pass BlockItems between a `ProducerBlockItemObserver` and `ConsumerBlockItemObserver`s. The Disruptor | ||
library is designed to minimize latency as well as CPU cycles to by not blocking while maintaining concurrency | ||
guarantees. | ||
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Advantages: | ||
1) The Disruptor library is designed to minimize the latency of passing BlockItem messages between a | ||
`ProducerBlockItemObserver` and `ConsumerBlockItemObserver`s. | ||
2) The Disruptor library is designed to minimize the CPU resources used by the `ProducerBlockItemObserver` and | ||
`ConsumerBlockItemObserver`s. | ||
3) The Disruptor library does not require any additional transient dependencies. | ||
4) Fixes to the Disruptor library are actively maintained and updated by the LMAX team. | ||
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Drawbacks: | ||
1) The Disruptor library is a third-party library requiring ramp-up time and integration effort to use it correctly and | ||
effectively. | ||
2) Leveraging the Disruptor library requires the communication between the `ProducerBlockItemObserver` and | ||
`ConsumerBlockItemObserver`s to be affiliated by subscribing/unsubscribing the downstream consumers to receive the | ||
latest BlockItems from the producer via the Disruptor RingBuffer. The process of managing these subscriptions to | ||
the RingBuffer can be complex. | ||
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--- | ||
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## Design | ||
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Given the goals and the proposed approaches, Approach #4 has significant advantages and fewer significant drawbacks. | ||
Using the LMAX Disruptor offers low latency and CPU consumption via a well-maintained and tested API. The RingBuffer | ||
intermediate data structure should serve to decouple the producer bidirectional stream from the consumer bidirectional | ||
streams. Please see the following Entities section and Diagrams for a visual representation of the design. | ||
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### Producer Registration Flow | ||
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At boot time, the `BlockItemStreamService` will initialize the `StreamMediator` with the LMAX Disruptor RingBuffer. | ||
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When a producer calls the `StreamSink` gRPC method, the `BlockItemStreamService` will create a new | ||
`ProducerBlockItemObserver` instance for Helidon to invoke during the lifecycle of the bidirectional connection to the | ||
upstream producer. The `ProducerBlockItemObserver` is constructed with a reference to the `StreamMediator` and to | ||
the `ResponseStreamObserver` managed by Helidon for transmitting BlockItemResponses to the producer. | ||
See the Producer Registration Flow diagram for more details. | ||
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### Consumer Registration Flow | ||
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When a consumer calls the `StreamSource` gRPC method, the `BlockItemStreamService` will create a new | ||
`ConsumerBlockItemObserver` instance for Helidon to invoke during the lifecycle of the bidirectional connection to the | ||
downstream consumer. The `ConsumerBlockItemObserver` is constructed with a reference to the `StreamMediator` and to | ||
the `ResponseStreamObserver` managed by Helidon for transmitting BlockItemResponses to the downstream consumer. The | ||
`BlockItemStreamService` will also subscribe the `ConsumerBlockItemObserver` to the `StreamMediator` to receive the | ||
streaming BlockItems from the producer. | ||
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### Runtime Streaming | ||
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At runtime, the `ProducerBlockItemObserver` will receive the latest BlockItem from the producer via Helidon and will | ||
invoke publishEvent(BlockItem) on the `StreamMediator` to write the BlockItem to the RingBuffer. The | ||
`ProducerBlockItemObserver` will then persist the BlockItem and return a BlockItemResponse to the producer via | ||
its reference to `ResponseStreamObserver`. | ||
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Asynchronously, the RingBuffer will invoke the onEvent(BlockItem) method of all the subscribed | ||
`ConsumerBlockItemObserver`s passing them the latest BlockItem. The `ConsumerBlockItemObserver` will then transmit | ||
the BlockItem downstream to the consumer via its reference to the `ResponseStreamObserver`. Downstream consumers will | ||
respond with a BlockItemResponse. Helidon will call the onNext() method of the `ConsumerBlockItemObserver` with the | ||
BlockItemResponse. | ||
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BlockItems sent to the `ConsumerBlockItemObserver` via the RingBuffer and BlockItemResponses passed by Helidon from | ||
the downstream consumer are used to refresh internal timeouts maintained by the `ConsumerBlockItemObserver`. If a | ||
configurable timeout threshold is exceeded, the `ConsumerBlockItemObserver` will unsubscribe itself from the | ||
`StreamMediator`. This mechanism is necessary because producers and consumers may not send HTTP/2 `End Stream` DATA | ||
frames to terminate their bidirectional connection. Moreover, Helidon does not throw an exception back up to | ||
`ConsumerBlockItemObserver` when the downstream consumer disconnects. Internal timeouts ensure objects are not | ||
permanently subscribed to the `StreamMediator`. | ||
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### Entities | ||
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**BlockItemStreamService** - The BlockItemStreamService is a custom implementation of the Helidon gRPC GrpcService. | ||
It is responsible for initializing the StreamMediator and instantiating ProducerBlockItemObserver and | ||
ConsumerBlockItemObserver instances on-demand when the gRPC API is called by producers and consumers. It is | ||
the primary binding between the Helidon routing mechanisms and the `hedera-block-node` custom business logic. | ||
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**StreamObserver** - StreamObserver is the main interface through which Helidon 4.x.x invokes custom business logic | ||
to receive and transmit bidirectional BlockItem streams at runtime. | ||
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**ProducerBlockItemObserver** - A custom implementation of StreamObserver invoked by Helidon at runtime which is | ||
responsible for: | ||
1) Receiving the latest BlockItem from the producer (e.g. Consensus Node). | ||
2) Returning a response to the producer. | ||
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**StreamMediator** - StreamMediator is an implementation of the [Mediator Pattern](https://en.wikipedia.org/wiki/Mediator_pattern) | ||
encapsulating the communication and interaction between the producer (ProducerBlockItemObserver) and N consumers | ||
(ConsumerBlockItemObserver) using the RingBuffer of the Disruptor library. It manages the 1-to-N relationship between | ||
the producer and consumers. | ||
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**RingBuffer** - A shared data structure between the producer and consumers that temporarily stores inbound BlockItems. | ||
The RingBuffer is a fixed-sized array of ConsumerBlockItemObservers that is managed by the Disruptor library. | ||
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**EventHandler** - The EventHandler is an integration interface provided by the Disruptor library as a mechanism to | ||
invoke callback logic when a new BlockItem is written to the RingBuffer. The EventHandler is responsible for passing | ||
the latest BlockItem to the ConsumerBlockItemObserver when it is available in the RingBuffer. | ||
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**ConsumerBlockItemObserver** - A custom implementation of StreamObserver called by Helidon which is responsible for: | ||
1) Receiving the latest response from the downstream consumer. | ||
2) Receiving the latest BlockItem from the RingBuffer. | ||
3) Sending the latest BlockItem to the downstream consumer. | ||
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**BlockPersistenceHandler** - The BlockPersistenceHandler is responsible for writing the latest BlockItem to disk. | ||
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--- | ||
## Diagrams | ||
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### Producer Registration Flow | ||
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![Producer Registration](assets/00036-producer-registration.png) | ||
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### Consumer Registration Flow | ||
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![Consumer Registration](assets/00036-consumer-registration.png) | ||
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### Class Diagram of all Entities and their Relationships | ||
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![Class Diagram](assets/00036-demo-disruptor-class-diagram.png) | ||
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### Runtime Stream of BlockItems from Producer to Consumers | ||
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![Sequence Diagram](assets/00036-refactor-demo-disruptor.png) | ||
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--- | ||
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