Node.js >=16
Git
TypeScript knowledge
Vector database concepts understanding
# Clone repository
git clone https://github.com/n2flowjs/nbase.git
# Install dependencies
npm install
# Run tests
npm test
# Run benchmarks
npm run benchmark
nbase/
├── src/
│ ├── ann/ # Approximate Nearest Neighbor algorithms
│ ├── database/ # Core database implementation
│ ├── search/ # Search engine implementations
│ ├── server/ # HTTP server & API
│ ├── types/ # TypeScript type definitions
│ └── utils/ # Utility functions
├── test/
│ ├── benchmarks/ # Performance benchmarks
│ └── unit/ # Unit tests
└── docs/ # Documentation
// Use interfaces for public APIs
interface SearchOptions {
k : number ;
includeMetadata ?: boolean ;
}
// Document complex functions
/**
* Performs nearest neighbor search using HNSW algorithm.
* @param query Query vector
* @param k Number of results
* @returns Nearest neighbors
*/
function findNearest ( query : Vector , k : number ) : SearchResult [ ] {
// Implementation
}
Unit Tests Coverage
describe ( 'Database' , ( ) => {
it ( 'should add vectors correctly' , async ( ) => {
// Test implementation
} ) ;
it ( 'should handle errors gracefully' , async ( ) => {
// Test implementation
} ) ;
} ) ;
Benchmark Tests
async function benchmarkSearch ( ) {
const iterations = 1000 ;
console . time ( 'search' ) ;
// Benchmark implementation
console . timeEnd ( 'search' ) ;
}
Branch Naming:
feature/add-new-index
fix/memory-leak
docs/update-api-docs
Commit Messages:
# Format
< type>( < scope> ) : < description>
# Examples
feat(search): add LSH index support
fix(memory): resolve vector cache leak
docs(api): update search parameters
PR Description Template:
## Changes
- Added LSH index implementation
- Updated documentation
- Added unit tests
## Testing
- [ ] Unit tests pass
- [ ] Benchmarks run
- [ ] Memory usage verified
## Documentation
- Updated API docs
- Added implementation notes
Version Bump
npm version patch| minor| major
Changelog Update
## [ 1.0.0] - 2024-01-01
### Added
- New LSH index implementation
### Fixed
- Memory leak in vector cache
Release Steps
# Build
npm run build
# Test
npm test
# Publish
npm publish
Use TSDoc comments
Include examples
Document edge cases
Performance Documentation
Include benchmark results
Document memory usage
Specify scaling limits
GitHub Issues for bugs
Discussions for questions
Pull Requests for contributions
MIT License
Contributors must sign CLA