HNSW Configuration

// Low M (8-12) - faster build, less memory, lower recall
const fast = new VectoriaDB({
  useHNSW: true,
  hnsw: { M: 8 },
});

// High M (24-48) - slower build, more memory, higher recall
const accurate = new VectoriaDB({
  useHNSW: true,
  hnsw: { M: 32 },
});

// Fast construction, acceptable quality
const quickBuild = new VectoriaDB({
  useHNSW: true,
  hnsw: { efConstruction: 100 },
});

// Slow construction, excellent quality
const highQuality = new VectoriaDB({
  useHNSW: true,
  hnsw: { efConstruction: 400 },
});

const db = new VectoriaDB({
  useHNSW: true,
  hnsw: { efSearch: 50 }, // Default
});

// High-precision search
const results = await db.search(query, {
  topK: 10,
  efSearch: 200, // Override for this query
});

// Fast search (lower recall)
const quick = await db.search(query, {
  topK: 10,
  efSearch: 20,
});

// Speed-optimized (95%+ recall)
const speedOptimized = {
  M: 12,
  efConstruction: 100,
  efSearch: 30,
};

// Balanced (97%+ recall)
const balanced = {
  M: 16,
  efConstruction: 200,
  efSearch: 50,
};

// Quality-optimized (99%+ recall)
const qualityOptimized = {
  M: 32,
  efConstruction: 400,
  efSearch: 100,
};

const db = new VectoriaDB<ToolDocument>({
  useHNSW: true,
  hnsw: {
    M: 16,              // Connections per node
    M0: 32,             // Layer 0 connections (optional)
    efConstruction: 200, // Build quality
    efSearch: 50,       // Search quality
  },
  maxDocuments: 100000,
  maxBatchSize: 1000,
});