M.I.M.I.R - Multi-agent Intelligent Memory & Insight Repository

/** * NornicDB vs Neo4j Benchmark Suite - Northwind Dataset * * Compares performance between: * - NornicDB (drop-in replacement): bolt://localhost:7687 * - Neo4j: bolt://localhost:7688 * * Uses the Northwind retail dataset with Products, Categories, Suppliers, Customers, Orders. * * Run with: npm run bench:compare-dbs * * Configuration (environment variables): * NORNICDB_URI=bolt://localhost:7687 * NORNICDB_USER=admin * NORNICDB_PASSWORD=admin * * NEO4J_URI=bolt://localhost:7688 * NEO4J_USER=neo4j * NEO4J_PASSWORD=password */ import { describe, bench, beforeAll, afterAll } from 'vitest'; import neo4j, { Driver, Session } from 'neo4j-driver'; // ============================================================================ // CONFIGURATION // ============================================================================ // NornicDB (your drop-in replacement) const NORNICDB_URI = process.env.NORNICDB_URI || 'bolt://localhost:7687'; const NORNICDB_USER = process.env.NORNICDB_USER || 'admin'; const NORNICDB_PASSWORD = process.env.NORNICDB_PASSWORD || 'admin'; // Neo4j (original for comparison) const NEO4J_URI = process.env.NEO4J_URI || 'bolt://localhost:7688'; const NEO4J_USER = process.env.NEO4J_USER || 'neo4j'; const NEO4J_PASSWORD = process.env.NEO4J_PASSWORD || 'password'; // ============================================================================ // DATABASE CONNECTIONS // ============================================================================ let nornicdbDriver: Driver; let nornicdbSession: Session; let neo4jDriver: Driver; let neo4jSession: Session; // ============================================================================ // NORTHWIND DATASET (Retail data model) // ============================================================================ async function loadNorthwindDataset(session: Session): Promise<void> { // Clear existing data await session.run('MATCH (n) DETACH DELETE n'); // Create Categories await session.run(` CREATE (c1:Category {categoryID: 1, categoryName: 'Beverages', description: 'Soft drinks, coffees, teas, beers, and ales'}) CREATE (c2:Category {categoryID: 2, categoryName: 'Condiments', description: 'Sweet and savory sauces, relishes, spreads, and seasonings'}) CREATE (c3:Category {categoryID: 3, categoryName: 'Confections', description: 'Desserts, candies, and sweet breads'}) CREATE (c4:Category {categoryID: 4, categoryName: 'Dairy Products', description: 'Cheeses'}) CREATE (c5:Category {categoryID: 5, categoryName: 'Grains/Cereals', description: 'Breads, crackers, pasta, and cereal'}) CREATE (c6:Category {categoryID: 6, categoryName: 'Meat/Poultry', description: 'Prepared meats'}) CREATE (c7:Category {categoryID: 7, categoryName: 'Produce', description: 'Dried fruit and bean curd'}) CREATE (c8:Category {categoryID: 8, categoryName: 'Seafood', description: 'Seaweed and fish'}) `); // Create Suppliers await session.run(` CREATE (s1:Supplier {supplierID: 1, companyName: 'Exotic Liquids', contactName: 'Charlotte Cooper', address: '49 Gilbert St.', city: 'London', country: 'UK'}) CREATE (s2:Supplier {supplierID: 2, companyName: 'New Orleans Cajun Delights', contactName: 'Shelley Burke', address: 'P.O. Box 78934', city: 'New Orleans', country: 'USA'}) CREATE (s3:Supplier {supplierID: 3, companyName: "Grandma Kelly's Homestead", contactName: 'Regina Murphy', address: '707 Oxford Rd.', city: 'Ann Arbor', country: 'USA'}) CREATE (s4:Supplier {supplierID: 4, companyName: 'Tokyo Traders', contactName: 'Yoshi Nagase', address: '9-8 Sekimai Musashino-shi', city: 'Tokyo', country: 'Japan'}) CREATE (s5:Supplier {supplierID: 5, companyName: 'Cooperativa de Quesos Las Cabras', contactName: 'Antonio del Valle Saavedra', address: 'Calle del Rosal 4', city: 'Oviedo', country: 'Spain'}) CREATE (s6:Supplier {supplierID: 6, companyName: 'Mayumis', contactName: 'Mayumi Ohno', address: '92 Setsuko Chuo-ku', city: 'Osaka', country: 'Japan'}) CREATE (s7:Supplier {supplierID: 7, companyName: 'Pavlova Ltd.', contactName: 'Ian Devling', address: '74 Rose St. Moonie Ponds', city: 'Melbourne', country: 'Australia'}) CREATE (s8:Supplier {supplierID: 8, companyName: 'Specialty Biscuits Ltd.', contactName: 'Peter Wilson', address: '29 Kings Way', city: 'Manchester', country: 'UK'}) `); // Create Products with SUPPLIES relationships await session.run(` MATCH (s1:Supplier {supplierID: 1}), (c1:Category {categoryID: 1}) CREATE (p1:Product {productID: 1, productName: 'Chai', unitPrice: 18.0, unitsInStock: 39}) CREATE (p1)-[:PART_OF]->(c1) CREATE (s1)-[:SUPPLIES]->(p1) MATCH (s1:Supplier {supplierID: 1}), (c1:Category {categoryID: 1}) CREATE (p2:Product {productID: 2, productName: 'Chang', unitPrice: 19.0, unitsInStock: 17}) CREATE (p2)-[:PART_OF]->(c1) CREATE (s1)-[:SUPPLIES]->(p2) MATCH (s2:Supplier {supplierID: 2}), (c2:Category {categoryID: 2}) CREATE (p3:Product {productID: 3, productName: 'Aniseed Syrup', unitPrice: 10.0, unitsInStock: 13}) CREATE (p3)-[:PART_OF]->(c2) CREATE (s2)-[:SUPPLIES]->(p3) MATCH (s2:Supplier {supplierID: 2}), (c2:Category {categoryID: 2}) CREATE (p4:Product {productID: 4, productName: 'Chef Anton Cajun Seasoning', unitPrice: 22.0, unitsInStock: 53}) CREATE (p4)-[:PART_OF]->(c2) CREATE (s2)-[:SUPPLIES]->(p4) MATCH (s3:Supplier {supplierID: 3}), (c2:Category {categoryID: 2}) CREATE (p5:Product {productID: 5, productName: 'Chef Anton Gumbo Mix', unitPrice: 21.35, unitsInStock: 0}) CREATE (p5)-[:PART_OF]->(c2) CREATE (s3)-[:SUPPLIES]->(p5) MATCH (s3:Supplier {supplierID: 3}), (c2:Category {categoryID: 2}) CREATE (p6:Product {productID: 6, productName: "Grandma's Boysenberry Spread", unitPrice: 25.0, unitsInStock: 120}) CREATE (p6)-[:PART_OF]->(c2) CREATE (s3)-[:SUPPLIES]->(p6) MATCH (s4:Supplier {supplierID: 4}), (c7:Category {categoryID: 7}) CREATE (p7:Product {productID: 7, productName: 'Uncle Bob Organic Dried Pears', unitPrice: 30.0, unitsInStock: 15}) CREATE (p7)-[:PART_OF]->(c7) CREATE (s4)-[:SUPPLIES]->(p7) MATCH (s4:Supplier {supplierID: 4}), (c2:Category {categoryID: 2}) CREATE (p8:Product {productID: 8, productName: 'Northwoods Cranberry Sauce', unitPrice: 40.0, unitsInStock: 6}) CREATE (p8)-[:PART_OF]->(c2) CREATE (s4)-[:SUPPLIES]->(p8) MATCH (s5:Supplier {supplierID: 5}), (c4:Category {categoryID: 4}) CREATE (p9:Product {productID: 9, productName: 'Queso Cabrales', unitPrice: 21.0, unitsInStock: 22}) CREATE (p9)-[:PART_OF]->(c4) CREATE (s5)-[:SUPPLIES]->(p9) MATCH (s5:Supplier {supplierID: 5}), (c4:Category {categoryID: 4}) CREATE (p10:Product {productID: 10, productName: 'Queso Manchego La Pastora', unitPrice: 38.0, unitsInStock: 86}) CREATE (p10)-[:PART_OF]->(c4) CREATE (s5)-[:SUPPLIES]->(p10) MATCH (s6:Supplier {supplierID: 6}), (c8:Category {categoryID: 8}) CREATE (p11:Product {productID: 11, productName: 'Konbu', unitPrice: 6.0, unitsInStock: 24}) CREATE (p11)-[:PART_OF]->(c8) CREATE (s6)-[:SUPPLIES]->(p11) MATCH (s6:Supplier {supplierID: 6}), (c8:Category {categoryID: 8}) CREATE (p12:Product {productID: 12, productName: 'Tofu', unitPrice: 23.25, unitsInStock: 35}) CREATE (p12)-[:PART_OF]->(c8) CREATE (s6)-[:SUPPLIES]->(p12) MATCH (s7:Supplier {supplierID: 7}), (c3:Category {categoryID: 3}) CREATE (p13:Product {productID: 13, productName: 'Pavlova', unitPrice: 17.45, unitsInStock: 29}) CREATE (p13)-[:PART_OF]->(c3) CREATE (s7)-[:SUPPLIES]->(p13) MATCH (s7:Supplier {supplierID: 7}), (c6:Category {categoryID: 6}) CREATE (p14:Product {productID: 14, productName: 'Alice Mutton', unitPrice: 39.0, unitsInStock: 0}) CREATE (p14)-[:PART_OF]->(c6) CREATE (s7)-[:SUPPLIES]->(p14) MATCH (s8:Supplier {supplierID: 8}), (c3:Category {categoryID: 3}) CREATE (p15:Product {productID: 15, productName: 'Chocolate Biscuits', unitPrice: 9.20, unitsInStock: 38}) CREATE (p15)-[:PART_OF]->(c3) CREATE (s8)-[:SUPPLIES]->(p15) MATCH (s8:Supplier {supplierID: 8}), (c3:Category {categoryID: 3}) CREATE (p16:Product {productID: 16, productName: 'Scones', unitPrice: 7.75, unitsInStock: 61}) CREATE (p16)-[:PART_OF]->(c3) CREATE (s8)-[:SUPPLIES]->(p16) `); // Create Customers await session.run(` CREATE (cu1:Customer {customerID: 'ALFKI', companyName: 'Alfreds Futterkiste', contactName: 'Maria Anders', city: 'Berlin', country: 'Germany'}) CREATE (cu2:Customer {customerID: 'ANATR', companyName: 'Ana Trujillo Emparedados y helados', contactName: 'Ana Trujillo', city: 'México D.F.', country: 'Mexico'}) CREATE (cu3:Customer {customerID: 'ANTON', companyName: 'Antonio Moreno Taquería', contactName: 'Antonio Moreno', city: 'México D.F.', country: 'Mexico'}) CREATE (cu4:Customer {customerID: 'AROUT', companyName: 'Around the Horn', contactName: 'Thomas Hardy', city: 'London', country: 'UK'}) CREATE (cu5:Customer {customerID: 'BERGS', companyName: 'Berglunds snabbköp', contactName: 'Christina Berglund', city: 'Luleå', country: 'Sweden'}) CREATE (cu6:Customer {customerID: 'BLAUS', companyName: 'Blauer See Delikatessen', contactName: 'Hanna Moos', city: 'Mannheim', country: 'Germany'}) CREATE (cu7:Customer {customerID: 'BLONP', companyName: 'Blondesddsl père et fils', contactName: 'Frédérique Citeaux', city: 'Strasbourg', country: 'France'}) CREATE (cu8:Customer {customerID: 'BOLID', companyName: 'Bólido Comidas preparadas', contactName: 'Martín Sommer', city: 'Madrid', country: 'Spain'}) `); // Create Orders with PURCHASED relationships and ORDERS relationships to products await session.run(` MATCH (cu1:Customer {customerID: 'ALFKI'}) CREATE (o1:Order {orderID: 10643, orderDate: '1997-08-25', shipCountry: 'Germany', shipCity: 'Berlin'}) CREATE (cu1)-[:PURCHASED]->(o1) MATCH (cu2:Customer {customerID: 'ANATR'}) CREATE (o2:Order {orderID: 10308, orderDate: '1996-09-18', shipCountry: 'Mexico', shipCity: 'México D.F.'}) CREATE (cu2)-[:PURCHASED]->(o2) MATCH (cu3:Customer {customerID: 'ANTON'}) CREATE (o3:Order {orderID: 10365, orderDate: '1996-11-27', shipCountry: 'Mexico', shipCity: 'México D.F.'}) CREATE (cu3)-[:PURCHASED]->(o3) MATCH (cu4:Customer {customerID: 'AROUT'}) CREATE (o4:Order {orderID: 10355, orderDate: '1996-11-15', shipCountry: 'UK', shipCity: 'London'}) CREATE (cu4)-[:PURCHASED]->(o4) MATCH (cu5:Customer {customerID: 'BERGS'}) CREATE (o5:Order {orderID: 10278, orderDate: '1996-08-12', shipCountry: 'Sweden', shipCity: 'Luleå'}) CREATE (cu5)-[:PURCHASED]->(o5) MATCH (cu6:Customer {customerID: 'BLAUS'}) CREATE (o6:Order {orderID: 10501, orderDate: '1997-04-09', shipCountry: 'Germany', shipCity: 'Mannheim'}) CREATE (cu6)-[:PURCHASED]->(o6) MATCH (cu7:Customer {customerID: 'BLONP'}) CREATE (o7:Order {orderID: 10265, orderDate: '1996-07-25', shipCountry: 'France', shipCity: 'Strasbourg'}) CREATE (cu7)-[:PURCHASED]->(o7) MATCH (cu8:Customer {customerID: 'BOLID'}) CREATE (o8:Order {orderID: 10326, orderDate: '1996-10-10', shipCountry: 'Spain', shipCity: 'Madrid'}) CREATE (cu8)-[:PURCHASED]->(o8) `); // Create Order -> Product relationships (ORDERS with quantity) await session.run(` MATCH (o1:Order {orderID: 10643}), (p1:Product {productID: 1}) CREATE (o1)-[:ORDERS {quantity: 15}]->(p1) MATCH (o1:Order {orderID: 10643}), (p9:Product {productID: 9}) CREATE (o1)-[:ORDERS {quantity: 18}]->(p9) MATCH (o2:Order {orderID: 10308}), (p2:Product {productID: 2}) CREATE (o2)-[:ORDERS {quantity: 10}]->(p2) MATCH (o2:Order {orderID: 10308}), (p11:Product {productID: 11}) CREATE (o2)-[:ORDERS {quantity: 21}]->(p11) MATCH (o3:Order {orderID: 10365}), (p3:Product {productID: 3}) CREATE (o3)-[:ORDERS {quantity: 60}]->(p3) MATCH (o3:Order {orderID: 10365}), (p4:Product {productID: 4}) CREATE (o3)-[:ORDERS {quantity: 20}]->(p4) MATCH (o4:Order {orderID: 10355}), (p5:Product {productID: 5}) CREATE (o4)-[:ORDERS {quantity: 25}]->(p5) MATCH (o4:Order {orderID: 10355}), (p6:Product {productID: 6}) CREATE (o4)-[:ORDERS {quantity: 30}]->(p6) MATCH (o5:Order {orderID: 10278}), (p7:Product {productID: 7}) CREATE (o5)-[:ORDERS {quantity: 16}]->(p7) MATCH (o5:Order {orderID: 10278}), (p8:Product {productID: 8}) CREATE (o5)-[:ORDERS {quantity: 15}]->(p8) MATCH (o6:Order {orderID: 10501}), (p10:Product {productID: 10}) CREATE (o6)-[:ORDERS {quantity: 20}]->(p10) MATCH (o6:Order {orderID: 10501}), (p12:Product {productID: 12}) CREATE (o6)-[:ORDERS {quantity: 10}]->(p12) MATCH (o7:Order {orderID: 10265}), (p13:Product {productID: 13}) CREATE (o7)-[:ORDERS {quantity: 40}]->(p13) MATCH (o7:Order {orderID: 10265}), (p14:Product {productID: 14}) CREATE (o7)-[:ORDERS {quantity: 35}]->(p14) MATCH (o8:Order {orderID: 10326}), (p15:Product {productID: 15}) CREATE (o8)-[:ORDERS {quantity: 8}]->(p15) MATCH (o8:Order {orderID: 10326}), (p16:Product {productID: 16}) CREATE (o8)-[:ORDERS {quantity: 70}]->(p16) `); } // ============================================================================ // SETUP AND TEARDOWN // ============================================================================ beforeAll(async () => { console.log('\n╔════════════════════════════════════════════════════════════════════╗'); console.log('║ NornicDB vs Neo4j - Northwind Dataset Benchmarks ║'); console.log('╚════════════════════════════════════════════════════════════════════╝\n'); // Connect to NornicDB console.log(`Connecting to NornicDB at ${NORNICDB_URI}...`); try { nornicdbDriver = neo4j.driver(NORNICDB_URI, neo4j.auth.basic(NORNICDB_USER, NORNICDB_PASSWORD)); nornicdbSession = nornicdbDriver.session(); await nornicdbSession.run('RETURN 1'); console.log('✓ Connected to NornicDB'); console.log('Loading Northwind dataset into NornicDB...'); await loadNorthwindDataset(nornicdbSession); const result1 = await nornicdbSession.run('MATCH (n) RETURN count(n) as count'); console.log(` → ${result1.records[0].get('count')} nodes created in NornicDB`); const relResult1 = await nornicdbSession.run('MATCH ()-[r]->() RETURN count(r) as count'); console.log(` → ${relResult1.records[0].get('count')} relationships created in NornicDB`); } catch (error) { console.error(`✗ Failed to connect to NornicDB: ${error}`); } // Connect to Neo4j console.log(`\nConnecting to Neo4j at ${NEO4J_URI}...`); try { neo4jDriver = neo4j.driver(NEO4J_URI, neo4j.auth.basic(NEO4J_USER, NEO4J_PASSWORD)); neo4jSession = neo4jDriver.session(); await neo4jSession.run('RETURN 1'); console.log('✓ Connected to Neo4j'); console.log('Loading Northwind dataset into Neo4j...'); await loadNorthwindDataset(neo4jSession); const result2 = await neo4jSession.run('MATCH (n) RETURN count(n) as count'); console.log(` → ${result2.records[0].get('count')} nodes created in Neo4j`); const relResult2 = await neo4jSession.run('MATCH ()-[r]->() RETURN count(r) as count'); console.log(` → ${relResult2.records[0].get('count')} relationships created in Neo4j`); } catch (error) { console.error(`✗ Failed to connect to Neo4j: ${error}`); } console.log('\n' + '─'.repeat(72) + '\n'); }); afterAll(async () => { console.log('\n' + '─'.repeat(72)); console.log('Cleaning up...'); if (nornicdbSession) { await nornicdbSession.run('MATCH (n) DETACH DELETE n').catch(() => {}); await nornicdbSession.close(); } if (nornicdbDriver) await nornicdbDriver.close(); if (neo4jSession) { await neo4jSession.run('MATCH (n) DETACH DELETE n').catch(() => {}); await neo4jSession.close(); } if (neo4jDriver) await neo4jDriver.close(); console.log('✓ Cleanup complete\n'); }); // ============================================================================ // NORNICDB BENCHMARKS // ============================================================================ describe('NornicDB Benchmarks (Northwind)', () => { // Basic reads bench('Count all nodes', async () => { await nornicdbSession.run('MATCH (n) RETURN count(n)'); }); bench('Count all relationships', async () => { await nornicdbSession.run('MATCH ()-[r]->() RETURN count(r)'); }); bench('Get all products', async () => { await nornicdbSession.run('MATCH (p:Product) RETURN p.productName, p.unitPrice, p.unitsInStock'); }); bench('Get all categories', async () => { await nornicdbSession.run('MATCH (c:Category) RETURN c.categoryName, c.description'); }); bench('Get all customers', async () => { await nornicdbSession.run('MATCH (c:Customer) RETURN c.companyName, c.city, c.country'); }); // Lookup by property bench('Find product by name', async () => { await nornicdbSession.run("MATCH (p:Product {productName: 'Chai'}) RETURN p"); }); bench('Find category by name', async () => { await nornicdbSession.run("MATCH (c:Category {categoryName: 'Beverages'}) RETURN c"); }); bench('Find customer by ID', async () => { await nornicdbSession.run("MATCH (c:Customer {customerID: 'ALFKI'}) RETURN c"); }); // Relationship traversal (1 hop) bench('Products in Beverages category', async () => { await nornicdbSession.run(` MATCH (c:Category {categoryName: 'Beverages'})<-[:PART_OF]-(p:Product) RETURN p.productName, p.unitPrice `); }); bench('Products supplied by Exotic Liquids', async () => { await nornicdbSession.run(` MATCH (s:Supplier {companyName: 'Exotic Liquids'})-[:SUPPLIES]->(p:Product) RETURN p.productName, p.unitPrice `); }); bench('Orders by customer ALFKI', async () => { await nornicdbSession.run(` MATCH (c:Customer {customerID: 'ALFKI'})-[:PURCHASED]->(o:Order) RETURN o.orderID, o.orderDate, o.shipCity `); }); bench('Products in order 10643', async () => { await nornicdbSession.run(` MATCH (o:Order {orderID: 10643})-[r:ORDERS]->(p:Product) RETURN p.productName, r.quantity `); }); // Relationship traversal (2 hops) bench('Supplier to category through products', async () => { await nornicdbSession.run(` MATCH (s:Supplier)-[:SUPPLIES]->(p:Product)-[:PART_OF]->(c:Category) RETURN s.companyName, c.categoryName, count(p) as products ORDER BY products DESC `); }); bench('Customer orders to products', async () => { await nornicdbSession.run(` MATCH (c:Customer {customerID: 'ALFKI'})-[:PURCHASED]->(o:Order)-[r:ORDERS]->(p:Product) RETURN p.productName, r.quantity, o.orderDate `); }); // Relationship traversal (3 hops) bench('Customer to category through orders and products', async () => { await nornicdbSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order)-[:ORDERS]->(p:Product)-[:PART_OF]->(cat:Category) RETURN c.companyName, cat.categoryName, count(DISTINCT o) as orders ORDER BY orders DESC LIMIT 10 `); }); bench('Customer to supplier through orders and products', async () => { await nornicdbSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order)-[:ORDERS]->(p:Product)<-[:SUPPLIES]-(s:Supplier) RETURN c.companyName, s.companyName, count(DISTINCT o) as orders ORDER BY orders DESC LIMIT 10 `); }); // Aggregations bench('Products per category', async () => { await nornicdbSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, count(p) as productCount ORDER BY productCount DESC `); }); bench('Average price per category', async () => { await nornicdbSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, avg(p.unitPrice) as avgPrice, count(p) as products ORDER BY avgPrice DESC `); }); bench('Total quantity ordered per product', async () => { await nornicdbSession.run(` MATCH (p:Product)<-[r:ORDERS]-(:Order) RETURN p.productName, sum(r.quantity) as totalOrdered ORDER BY totalOrdered DESC LIMIT 10 `); }); bench('Orders per customer', async () => { await nornicdbSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order) RETURN c.companyName, count(o) as orderCount ORDER BY orderCount DESC `); }); bench('Products per supplier', async () => { await nornicdbSession.run(` MATCH (s:Supplier)-[:SUPPLIES]->(p:Product) RETURN s.companyName, count(p) as productCount ORDER BY productCount DESC `); }); // Complex patterns bench('Top products by revenue (price * quantity)', async () => { await nornicdbSession.run(` MATCH (p:Product)<-[r:ORDERS]-(:Order) WITH p, sum(p.unitPrice * r.quantity) as revenue RETURN p.productName, revenue ORDER BY revenue DESC LIMIT 10 `); }); bench('Products out of stock', async () => { await nornicdbSession.run(` MATCH (p:Product) WHERE p.unitsInStock = 0 RETURN p.productName, p.unitPrice `); }); bench('Expensive products (price > 30)', async () => { await nornicdbSession.run(` MATCH (p:Product) WHERE p.unitPrice > 30 RETURN p.productName, p.unitPrice, p.unitsInStock ORDER BY p.unitPrice DESC `); }); // WITH and COLLECT bench('Categories with product lists', async () => { await nornicdbSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, collect(p.productName) as products `); }); bench('Customers with order lists', async () => { await nornicdbSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order) RETURN c.companyName, collect(o.orderID) as orders `); }); // OPTIONAL MATCH bench('Products with or without orders', async () => { await nornicdbSession.run(` MATCH (p:Product) OPTIONAL MATCH (p)<-[r:ORDERS]-(o:Order) RETURN p.productName, count(o) as orderCount ORDER BY orderCount DESC `); }); // Write operations bench('Create and delete product node', async () => { await nornicdbSession.run(` CREATE (p:Product {productID: 999, productName: 'Test Product', unitPrice: 99.99, unitsInStock: 0}) WITH p DELETE p RETURN count(p) `); }); bench('Create and delete relationship', async () => { await nornicdbSession.run(` MATCH (s:Supplier {supplierID: 1}), (p:Product {productID: 1}) CREATE (s)-[r:TEST_REL]->(p) WITH r DELETE r RETURN count(r) `); }); }); // ============================================================================ // NEO4J BENCHMARKS // ============================================================================ describe('Neo4j Benchmarks (Northwind)', () => { // Basic reads bench('Count all nodes', async () => { await neo4jSession.run('MATCH (n) RETURN count(n)'); }); bench('Count all relationships', async () => { await neo4jSession.run('MATCH ()-[r]->() RETURN count(r)'); }); bench('Get all products', async () => { await neo4jSession.run('MATCH (p:Product) RETURN p.productName, p.unitPrice, p.unitsInStock'); }); bench('Get all categories', async () => { await neo4jSession.run('MATCH (c:Category) RETURN c.categoryName, c.description'); }); bench('Get all customers', async () => { await neo4jSession.run('MATCH (c:Customer) RETURN c.companyName, c.city, c.country'); }); // Lookup by property bench('Find product by name', async () => { await neo4jSession.run("MATCH (p:Product {productName: 'Chai'}) RETURN p"); }); bench('Find category by name', async () => { await neo4jSession.run("MATCH (c:Category {categoryName: 'Beverages'}) RETURN c"); }); bench('Find customer by ID', async () => { await neo4jSession.run("MATCH (c:Customer {customerID: 'ALFKI'}) RETURN c"); }); // Relationship traversal (1 hop) bench('Products in Beverages category', async () => { await neo4jSession.run(` MATCH (c:Category {categoryName: 'Beverages'})<-[:PART_OF]-(p:Product) RETURN p.productName, p.unitPrice `); }); bench('Products supplied by Exotic Liquids', async () => { await neo4jSession.run(` MATCH (s:Supplier {companyName: 'Exotic Liquids'})-[:SUPPLIES]->(p:Product) RETURN p.productName, p.unitPrice `); }); bench('Orders by customer ALFKI', async () => { await neo4jSession.run(` MATCH (c:Customer {customerID: 'ALFKI'})-[:PURCHASED]->(o:Order) RETURN o.orderID, o.orderDate, o.shipCity `); }); bench('Products in order 10643', async () => { await neo4jSession.run(` MATCH (o:Order {orderID: 10643})-[r:ORDERS]->(p:Product) RETURN p.productName, r.quantity `); }); // Relationship traversal (2 hops) bench('Supplier to category through products', async () => { await neo4jSession.run(` MATCH (s:Supplier)-[:SUPPLIES]->(p:Product)-[:PART_OF]->(c:Category) RETURN s.companyName, c.categoryName, count(p) as products ORDER BY products DESC `); }); bench('Customer orders to products', async () => { await neo4jSession.run(` MATCH (c:Customer {customerID: 'ALFKI'})-[:PURCHASED]->(o:Order)-[r:ORDERS]->(p:Product) RETURN p.productName, r.quantity, o.orderDate `); }); // Relationship traversal (3 hops) bench('Customer to category through orders and products', async () => { await neo4jSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order)-[:ORDERS]->(p:Product)-[:PART_OF]->(cat:Category) RETURN c.companyName, cat.categoryName, count(DISTINCT o) as orders ORDER BY orders DESC LIMIT 10 `); }); bench('Customer to supplier through orders and products', async () => { await neo4jSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order)-[:ORDERS]->(p:Product)<-[:SUPPLIES]-(s:Supplier) RETURN c.companyName, s.companyName, count(DISTINCT o) as orders ORDER BY orders DESC LIMIT 10 `); }); // Aggregations bench('Products per category', async () => { await neo4jSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, count(p) as productCount ORDER BY productCount DESC `); }); bench('Average price per category', async () => { await neo4jSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, avg(p.unitPrice) as avgPrice, count(p) as products ORDER BY avgPrice DESC `); }); bench('Total quantity ordered per product', async () => { await neo4jSession.run(` MATCH (p:Product)<-[r:ORDERS]-(:Order) RETURN p.productName, sum(r.quantity) as totalOrdered ORDER BY totalOrdered DESC LIMIT 10 `); }); bench('Orders per customer', async () => { await neo4jSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order) RETURN c.companyName, count(o) as orderCount ORDER BY orderCount DESC `); }); bench('Products per supplier', async () => { await neo4jSession.run(` MATCH (s:Supplier)-[:SUPPLIES]->(p:Product) RETURN s.companyName, count(p) as productCount ORDER BY productCount DESC `); }); // Complex patterns bench('Top products by revenue (price * quantity)', async () => { await neo4jSession.run(` MATCH (p:Product)<-[r:ORDERS]-(:Order) WITH p, sum(p.unitPrice * r.quantity) as revenue RETURN p.productName, revenue ORDER BY revenue DESC LIMIT 10 `); }); bench('Products out of stock', async () => { await neo4jSession.run(` MATCH (p:Product) WHERE p.unitsInStock = 0 RETURN p.productName, p.unitPrice `); }); bench('Expensive products (price > 30)', async () => { await neo4jSession.run(` MATCH (p:Product) WHERE p.unitPrice > 30 RETURN p.productName, p.unitPrice, p.unitsInStock ORDER BY p.unitPrice DESC `); }); // WITH and COLLECT bench('Categories with product lists', async () => { await neo4jSession.run(` MATCH (c:Category)<-[:PART_OF]-(p:Product) RETURN c.categoryName, collect(p.productName) as products `); }); bench('Customers with order lists', async () => { await neo4jSession.run(` MATCH (c:Customer)-[:PURCHASED]->(o:Order) RETURN c.companyName, collect(o.orderID) as orders `); }); // OPTIONAL MATCH bench('Products with or without orders', async () => { await neo4jSession.run(` MATCH (p:Product) OPTIONAL MATCH (p)<-[r:ORDERS]-(o:Order) RETURN p.productName, count(o) as orderCount ORDER BY orderCount DESC `); }); // Write operations bench('Create and delete product node', async () => { await neo4jSession.run(` CREATE (p:Product {productID: 999, productName: 'Test Product', unitPrice: 99.99, unitsInStock: 0}) WITH p DELETE p RETURN count(p) `); }); bench('Create and delete relationship', async () => { await neo4jSession.run(` MATCH (s:Supplier {supplierID: 1}), (p:Product {productID: 1}) CREATE (s)-[r:TEST_REL]->(p) WITH r DELETE r RETURN count(r) `); }); });