6533b870fe1ef96bd12d04c5
RESEARCH PRODUCT
Lambda+, the renewal of the Lambda Architecture: Category Theory to the rescue
Eric LeclercqAnnabelle GilletNadine Cullotsubject
Correctness[INFO.INFO-DB]Computer Science [cs]/Databases [cs.DB]Computer sciencebusiness.industryDistributed computingBig data020207 software engineering02 engineering and technologyLambdaArchitecture patternComputer Science::Hardware ArchitectureSoftware020204 information systems0202 electrical engineering electronic engineering information engineering[INFO.INFO-DB] Computer Science [cs]/Databases [cs.DB]Use caseArchitectureLayer (object-oriented design)Category theorybusinessComputingMilieux_MISCELLANEOUSLambda ArchitectureCategory theorydescription
Designing software architectures for Big Data is a complex task that has to take into consideration multiple parameters, such as the expected functionalities, the properties that are untradeable, or the suitable technologies. Patterns are abstractions that guide the design of architectures to reach the requirements. One of the famous patterns is the Lambda Architecture, which proposes real-time computations with correctness and fault-tolerance guarantees. But the Lambda has also been highly criticized, mostly because of its complexity and because the real-time and correctness properties are each effective in a different layer but not in the overall architecture. Furthermore, its use cases are limited, whereas Big Data need an adaptive and flexible environment to fully reveal the value of data. Nevertheless, it proposes some interesting mechanisms. We present a renewal of the Lambda Architecture: the Lambda+ Architecture, supporting both exploratory and real-time analyzes on data. We propose to study the conservation of properties in composition of components in an architecture using the category theory. We relate a real implementation of our approach to architecture a social network observatory platform.
| year | journal | country | edition | language |
|---|---|---|---|---|
| 2021-06-28 |