Test Coverage Measurement in Distributed Service Systems

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Solution Overview

Problem

As distributed systems grow in scale and complexity, managing and ensuring the coverage of test interactions in service-oriented architectures becomes increasingly challenging due to the complexity of interactions between services in production and test environments, leading to difficulties in validating the completeness and accuracy of tests relative to real-world operations.

Innovation Solution

A system and method for integrated test coverage measurement that monitors interactions between services in both production and test environments, generates call graphs, and calculates a test coverage metric to indicate the degree to which test interactions cover production interactions, using instrumentation and call graph generation to compare and report on the coverage of call paths and scenarios.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If distributed systems grow in scale and complexity to support more services and interactions, then the system's functionality and service capabilities are improved, but the difficulty of managing and measuring test coverage increases

Engineering Contradiction:
Improveservice capabilitiesVSAvoidsystem complexity
Core Design Contradiction:
Adaptability or versatilityVSDevice complexity

Solution Approach 1:

The patent segments the complex distributed system into individual services, each with its own call graph. By dividing the overall test coverage measurement into service-level components, the system can manage complexity through modular analysis while maintaining comprehensive coverage measurement across the entire distributed system.

Inventive Principle:
Principle #1Segmentation

2Adaptability or versatility

If the number of services and interactions in a distributed system increases, then the system's functionality is improved, but the difficulty of detecting and measuring test coverage increases

Engineering Contradiction:
Improveinteraction coverageVSAvoidtest coverage measurement
Core Design Contradiction:
Adaptability or versatilityVSDifficulty of detecting and measuring

Solution Approach 1:

The patent implements a universal call graph data structure and measurement framework that can be applied across all services in the distributed system. This multi-functional approach allows the same measurement mechanisms to handle diverse service interactions, standardizing test coverage detection across the entire system regardless of service variety.

Inventive Principle:
Principle #6Universality (Multi-functionality)

Solution Approach 2:

The system generates feedback through call graphs that visualize and quantify service interactions and test coverage. This feedback mechanism provides measurable data about which service pathways are tested and which are not, enabling continuous improvement of test coverage across the distributed system.

Inventive Principle:
Principle #23Feedback

3Measurement precision

If comprehensive monitoring of service interactions is implemented to improve test coverage measurement, then measurement accuracy is improved, but the resource consumption and system overhead increase

Engineering Contradiction:
Improvetest coverage accuracyVSAvoidcomputational resources
Core Design Contradiction:
Measurement precisionVSUse of energy by moving object

Solution Approach 1:

The patent implements partial monitoring by focusing call graph generation and analysis on specific services and their direct interactions rather than attempting to monitor every possible system-wide interaction. This selective approach provides sufficient test coverage measurement accuracy while reducing the computational overhead of comprehensive system-wide monitoring.

Inventive Principle:
Principle #16Partial or excessive action

Data Source

PatentUS9559928B1Integrated test coverage measurement in distributed systems
Publication Date: 2017.01.31 AMAZON TECH INC
  • US9559928B1 patent drawing
  • US9559928B1 patent drawing
  • US9559928B1 patent drawing

AI summary

Methods and systems for implementing test coverage measurement are disclosed. A first set of interactions among a set of production services are determined. The first set of interactions comprises a plurality of service requests between individual ones of the set of production services. A second set of interactions among a set of test services are determined. The second set of interactions comprises a plurality of service requests between individual ones of the set of test services. A test coverage metric is generated. The test coverage metric indicates an amount of the first set of interactions that are covered by the second set of interactions.