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
This commit is contained in:
2026-01-07 20:43:10 +00:00
parent 7ab4b07cf2
commit 74ae8ed4c1
83 changed files with 5190 additions and 603 deletions
+3 -3
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@@ -21,13 +21,13 @@ type ObservationStore interface {
// Recalculator periodically recalculates importance scores for observations.
type Recalculator struct {
log zerolog.Logger
store ObservationStore
calculator *Calculator
log zerolog.Logger
interval time.Duration
batchSize int
stopCh chan struct{}
doneCh chan struct{}
interval time.Duration
batchSize int
mu sync.Mutex
running bool
}
+4 -4
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@@ -16,14 +16,14 @@ import (
// MockObservationStore is a mock implementation of ObservationStore for testing.
type MockObservationStore struct {
mu sync.Mutex
observations []*models.Observation
scores map[int64]float64
conceptWeights map[string]float64
updateErr error
getErr error
getConceptsErr error
scores map[int64]float64
conceptWeights map[string]float64
observations []*models.Observation
updateScoresCalls int
mu sync.Mutex
}
func NewMockObservationStore() *MockObservationStore {