Proactive Message Conversion for Low-Latency Queue Consumption
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Solution Overview
Problem
Message conversion between different formats in a messaging environment is a time-consuming operation that slows down the performance of consuming applications, causing delays in throughput.
Innovation Solution
A message manager proactively converts messages from a first format to a second format based on the format usage pattern of consuming applications, storing the converted messages in a separate storage for immediate retrieval when requested by the consuming applications.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Manufacturing precision
If message conversion is performed each time a message is consumed, then the message is in the format expected by the consuming application, but the conversion operation is time-consuming and slows down the performance of the consuming application
Solution Approach 1:
The system proactively converts messages to the target format in advance based on predicted usage patterns, storing the converted messages in a message cache. When a consuming application requests a message, the pre-converted message is retrieved from the cache without requiring real-time conversion, thus eliminating conversion time delays while ensuring format accuracy.
Solution Approach 2:
The system dynamically adjusts message conversion strategies based on real-time usage patterns and predictions. It monitors which consuming applications request which message formats and proactively converts messages to the most likely required formats, making the conversion process adaptive and efficient rather than static and uniform.
2Productivity
If message conversion is performed in real-time during consumption, then the consuming application can process messages immediately, but the throughput is reduced due to conversion delays
Solution Approach 1:
Messages are converted to target formats in advance and stored in the message cache before being requested by consuming applications. This preliminary conversion action eliminates wait time during consumption, allowing applications to retrieve and process messages immediately, thereby increasing both throughput and consumption speed.
Solution Approach 2:
The system maintains continuous message conversion operations in the background based on usage patterns, ensuring that converted messages are always available in the cache. This continuous proactive conversion ensures that the consuming application experiences uninterrupted message flow without conversion delays, maintaining high throughput and speed.
3Loss of time
If messages are stored in multiple formats proactively, then the consuming application receives messages in the required format without delay, but the storage requirements and system complexity increase
Solution Approach 1:
The system dynamically determines which message formats to proactively convert based on real-time usage patterns and predictions from the machine learning model. Rather than converting all messages to all possible formats, it intelligently selects only the formats that are actually needed, reducing storage requirements and system complexity while still eliminating conversion delays for the required formats.
Solution Approach 2:
The system changes the parameter of message format selection from a static all-encompassing approach to a dynamic pattern-based approach. By using usage patterns to determine which formats to convert, the system optimizes the balance between having messages ready in multiple formats and managing storage and complexity, converting only to the formats that usage patterns indicate will be needed.
Data Source
AI summary
Provided are techniques for proactive message conversion. One or more messages in a first format are stored in a message queue. It is determined that the one or more messages in the message queue are to be converted from the first format to a second format based on a format usage pattern of a consuming application. The one or more of the messages are proactively converted from the first format to the second format. The proactively converted one or more messages in the second format are stored in a converted messages storage. A request is received, from the consuming application, for a message of the one or more messages, where the request indicates that the message is to be in the second format. The message in the second format is returned from the converted messages storage to the consuming application.