- Applied consistent formatting improvements, including line breaks, parentheses usage, and object destructuring, to enhance code readability and maintainability.
- Enhanced the fallback mechanism during Universal Sentence Encoder initialization by implementing a retry approach with error handling.
- Refactored `addBatch` processing for both vector and text items to improve clarity and adhere to project coding standards.
- Optimized initialization safeguards with structured retry implementations, ensuring robust error resiliency.
These changes align the codebase with established formatting guidelines and improve the reliability of embedding initialization processes.
- Added batch embedding support with `defaultBatchEmbeddingFunction`, leveraging shared model instances for optimized performance.
- Integrated `isInitializing` flag to prevent recursive initialization and ensure smooth concurrent operation handling during `BrainyData` initialization.
- Pre-loaded Universal Sentence Encoder in `BrainyData` to prevent delays during embedding.
- Introduced fallback mechanisms in embedding initialization for better error resiliency and model reusability.
- Updated `addBatch` with support for batchSize and refactored text/vector processing logic for clearer separation and memory management.
- Improved GPU and CPU backend selection in Universal Sentence Encoder for compatibility across environments.
- Enhanced memory management by cleaning tensors after embedding operations.
- Updated README with instructions for batch embedding, threading updates, and GPU/CPU optimizations.
Applied consistent formatting adjustments across `src/brainyData.ts`, including line breaks, parentheses, and object destructuring. These changes enhance code readability, maintainability, and alignment with the project's style guidelines without altering functionality.