Skip to content

Conversation

@mike-turintech
Copy link
Owner

Refactors model version validation to improve performance from O(n) to O(1) average time complexity.

Previously, validateModelVersion used a linear search (stream().filter()) on a List, which was inefficient for larger lists of supported versions.

This change introduces a new EnumMap<ModelType, Set<String>> called validVersionSets that stores supported versions in HashSet instances. The validation now uses the O(1) HashSet.contains() method.

Additionally, EnumMap is used for both supportedModelVersions and validVersionSets for better performance with enum keys, and the constructor logic is updated to populate the new map. A minor change replaces List.of() with Collections.emptyList() for consistency in getSupportedVersionsForModel.

Detailed Score Information

Score Details

This section contains detailed information about the performance scores for top 5 scored suggestions.

Top Performing Changes

1. src/main/java/com/llmproxy/service/llm/ModelVersionValidator.java:1-86 - Mean Improvement: 0.68, Mean Original Score: 4.50

  • 🟢 Performance (Change: +1.90): The changes significantly improve performance. The original used a List and streamed through it on every validation, giving O(n) checks. The new code creates a HashSet per ModelType, enabling O(1) lookup in validateModelVersion. Furthermore, EnumMap replaces HashMap for enum keys, reducing memory/CPU footprint. These changes will provide measurable improvements especially for frequently called validation.

  • 🟢 Quality (Score: 4.71; Change: +0.33): The changes slightly improve code quality and maintainability. Use of EnumMap better reflects intent for enum map keys. Extraction of lists and enhanced immutability improve clarity. Valid sets are clearly separated for lookup logic. However, the number of fields increases, and some may think the double map structure mildly increases complexity, but overall, code is clearer and better structured.

  • 🟢 Value (Change: +1.83): The changes significantly improve performance and maintainability of the ModelVersionValidator. By replacing HashMap with EnumMap for enum-based keys, performance is improved. The addition of HashSet for O(1) lookups instead of stream filtering reduces time complexity for the validation operation. The code is also better structured with variables defined separately before being added to maps. Using Collections.emptyList() instead of List.of() for the default case is also a minor optimization. These changes would be particularly valuable in high-traffic scenarios where the validator is called frequently.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

3 participants