2025-05-12 23:23:49 +00:00
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# SmartFuzzy Improvement Plan - Fuse.js Optimization Focus
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2025-05-12 13:37:34 +00:00
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## Current Status
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- ESM imports/exports fixed with .js extensions
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- Basic fuzzy matching functionality works
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2025-05-12 13:42:49 +00:00
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- Testing infrastructure fixed with @git.zone/tsrun dependency
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2025-05-12 23:23:49 +00:00
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- Test syntax standardized using SmartExpect syntax
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- Tests improved with proper assertions and error handling
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- Input validation added to all public methods
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- Code documented with comprehensive TypeScript JSDoc comments
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2025-05-15 08:56:05 +00:00
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- Method names standardized for better API consistency
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- Backward compatibility maintained through deprecated method aliases
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2025-05-12 23:23:49 +00:00
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## Improvement Plan - Fuse.js Optimization Focus
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### 1. Fully Leverage Fuse.js Capabilities
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#### 1.1 Enhance Configurability
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- [ ] Create a comprehensive `FuzzyOptions` interface exposing Fuse.js options
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- **Implementation approach**:
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- Expose all relevant Fuse.js options (threshold, distance, location, etc.)
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- Group options logically (matching control, performance control, output control)
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- Add proper TypeScript types and documentation for each option
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- Create sensible defaults for different use cases (loose matching, exact matching, etc.)
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- Add option validation with clear error messages
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- Implement runtime option updates via setOptions() method
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#### 1.2 Improve Weighted Field Support
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- [ ] Enhance ObjectSorter to support field weights like ArticleSearch
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- **Implementation approach**:
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- Add ability to specify weight per field in ObjectSorter
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- Maintain backward compatibility with current simple array of fields
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- Create examples of different weighting strategies
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- Add tests demonstrating the effect of different field weights
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- Include weight settings in all relevant documentation
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#### 1.3 Add Extended Search Capabilities
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- [ ] Implement Fuse.js extended search syntax support
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- **Implementation approach**:
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- Add support for Fuse.js extended search syntax (AND, OR, exact matching)
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- Create helper methods to build complex search queries
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- Add examples of extended search usage in documentation
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- Create tests for complex search patterns
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- Implement query validation for extended search syntax
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### 2. Performance Optimization
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#### 2.1 Optimize Index Creation
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- [ ] Implement proper Fuse.js index management
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- **Implementation approach**:
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- Create persistent indices instead of rebuilding for each search
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- Add incremental index updates when items are added/removed
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- Implement proper index serialization and deserialization
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- Add option to lazily rebuild indices
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- Create tests measuring index creation performance
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#### 2.2 Implement Basic Caching
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- [ ] Add results caching for repeated queries
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- **Implementation approach**:
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- Implement simple Map-based cache for query results
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- Add cache invalidation on dictionary/object changes
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- Create configurable cache size limits
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- Add cache hit/miss tracking for debugging
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- Implement optional cache persistence
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#### 2.3 Add Async Processing for Large Datasets
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- [ ] Implement non-blocking search operations for large datasets
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- **Implementation approach**:
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- Create async versions of search methods that don't block main thread
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- Implement chunked processing for large dictionaries
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- Add progress tracking for long operations
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- Create cancellable search operations
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- Add proper promise handling and error propagation
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- Measure performance difference between sync and async methods
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### 3. API Improvements
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#### 3.1 Standardize Method Naming
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2025-05-15 08:56:05 +00:00
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- [x] Standardize all method names for consistency
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- **Implementation completed**:
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- Renamed `getClosestMatchForString` to `findClosestMatch`
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- Renamed `getChangeScoreForString` to `calculateScores`
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- Created backward compatibility aliases with @deprecated tags
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- Updated all tests with new method names
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- ✓ Tests pass and build succeeds
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2025-05-12 23:23:49 +00:00
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#### 3.2 Add Chainable API
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- [ ] Create a more fluent API for complex searches
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- **Implementation approach**:
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- Implement chainable methods for setting options
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- Add result transformation methods (map, filter, sort)
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- Create fluent search building interface
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- Implement method chaining for filters and transformations
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- Add proper TypeScript type inference for chainable methods
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- Create examples demonstrating the chainable API
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#### 3.3 Enhance Return Types
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- [ ] Improve result objects with more useful information
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- **Implementation approach**:
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- Standardize return types across all search methods
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- Add richer match information (character positions, context)
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- Implement highlighting helpers for match visualization
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- Add metadata to search results (time taken, options used)
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- Create proper TypeScript interfaces for all result types
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### 4. Documentation and Examples
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#### 4.1 Create Comprehensive Documentation
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- [ ] Improve documentation with Fuse.js-specific information
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- **Implementation approach**:
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- Generate TypeDoc documentation from JSDoc comments
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- Create specific sections for Fuse.js integration details
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- Add visual diagrams showing how Fuse.js is utilized
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- Document all configuration options with examples
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- Add performance guidelines based on Fuse.js recommendations
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#### 4.2 Create Usage Examples
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- [ ] Add specialized examples for common search patterns
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- **Implementation approach**:
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- Create examples for typical search scenarios (autocomplete, filtering, etc.)
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- Add examples of weighted searching for different use cases
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- Demonstrate extended search syntax with examples
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- Create comparative examples showing different configuration effects
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- Add performance optimization examples
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### 5. Testing Enhancements
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#### 5.1 Add Fuse.js-specific Tests
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- [ ] Create tests focused on Fuse.js features
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- **Implementation approach**:
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- Add tests for all Fuse.js configuration options
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- Create performance comparison tests for different settings
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- Implement tests for extended search syntax
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- Add tests for very large datasets
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- Create index persistence and rebuilding tests
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#### 5.2 Add Edge Case Tests
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- [ ] Improve test coverage for Fuse.js edge cases
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- **Implementation approach**:
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- Test with unusual strings (very long, special characters, etc.)
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- Add tests for multilingual content
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- Create tests for zero-match and all-match cases
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- Implement tests for threshold boundary conditions
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- Add tests for unusual scoring scenarios
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## Implementation Priority
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### Phase 1: Core Improvements (1-2 weeks)
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2025-05-15 08:56:05 +00:00
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- [x] API Improvements (3.1 Standardize Method Naming) ✓ COMPLETED
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2025-05-12 23:23:49 +00:00
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- [ ] Configurability Enhancements (1.1 Enhance Configurability)
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- [ ] Documentation Updates (4.1 Create Comprehensive Documentation)
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### Phase 2: Performance Optimizations (1-2 weeks)
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- [ ] Optimize Index Creation (2.1)
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- [ ] Implement Basic Caching (2.2)
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- [ ] Add Fuse.js-specific Tests (5.1)
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### Phase 3: Advanced Features (2-3 weeks)
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- [ ] Improve Weighted Field Support (1.2)
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- [ ] Add Extended Search Capabilities (1.3)
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- [ ] Add Chainable API (3.2)
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- [ ] Enhance Return Types (3.3)
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- [ ] Add Async Processing for Large Datasets (2.3)
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- [ ] Create Usage Examples (4.2)
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- [ ] Add Edge Case Tests (5.2)
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## Expected Outcomes
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- Significantly improved performance for large datasets
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- More flexible and powerful search capabilities
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- Better developer experience with improved API design
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- Clearer understanding of the library through better documentation
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- Higher test coverage, particularly for edge cases and performance scenarios
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