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https://github.com/lukaszraczylo/claude-mnemonic.git
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feat(leann-phase2): implement hybrid vector storage and graph-based search
- [x] Add AST-aware code chunking for Go, Python, and TypeScript using tree-sitter - [x] Implement LEANN-inspired hybrid vector storage with hub detection and selective embedding storage (60-80% savings) - [x] Add observation relationship graph with CSR format and edge detection (file overlap, semantic similarity, temporal, concept) - [x] Implement graph-aware search with two-level traversal and relationship-based ranking - [x] Add auto-tuning system for dynamic hub threshold adjustment based on query performance - [x] Add comprehensive metrics tracking for vector storage, queries, latency, and graph traversals - [x] Update configuration system with graph and hybrid storage settings - [x] Add graph stats and vector metrics endpoints to worker service - [x] Enhance UI sidebar with advanced metrics display and graph visualization - [x] Optimize struct field alignment throughout codebase for memory efficiency - [x] Update documentation with LEANN Phase 2 features and performance benefits - [x] Add tree-sitter dependency for AST parsing
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@@ -331,16 +331,16 @@ func TestDefaultConfig(t *testing.T) {
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func TestGeneratePatternName(t *testing.T) {
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tests := []struct {
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patternType models.PatternType
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signature []string
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title string
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wantPrefix string
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signature []string
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}{
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{models.PatternTypeBug, []string{"nil", "error"}, "", "Bug Pattern:"},
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{models.PatternTypeRefactor, []string{"extract"}, "", "Refactor Pattern:"},
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{models.PatternTypeArchitecture, []string{"service"}, "", "Architecture Pattern:"},
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{models.PatternTypeAntiPattern, []string{"god-class"}, "", "Anti-Pattern:"},
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{models.PatternTypeBestPractice, []string{"testing"}, "", "Best Practice:"},
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{models.PatternTypeBug, []string{}, "Short Title", "Short Title"}, // Use title directly
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{patternType: models.PatternTypeBug, title: "", wantPrefix: "Bug Pattern:", signature: []string{"nil", "error"}},
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{patternType: models.PatternTypeRefactor, title: "", wantPrefix: "Refactor Pattern:", signature: []string{"extract"}},
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{patternType: models.PatternTypeArchitecture, title: "", wantPrefix: "Architecture Pattern:", signature: []string{"service"}},
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{patternType: models.PatternTypeAntiPattern, title: "", wantPrefix: "Anti-Pattern:", signature: []string{"god-class"}},
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{patternType: models.PatternTypeBestPractice, title: "", wantPrefix: "Best Practice:", signature: []string{"testing"}},
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{patternType: models.PatternTypeBug, title: "Short Title", wantPrefix: "Short Title", signature: []string{}}, // Use title directly
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}
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for _, tt := range tests {
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