Squashed 'vendor/ruvector/' content from commit b64c2172
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"use strict";
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/**
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* Integration example with @ruvector/agentic-synth
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*
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* This example shows how to use both agentic-synth and graph-data-generator
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* together to create comprehensive synthetic datasets.
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*/
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var __importDefault = (this && this.__importDefault) || function (mod) {
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return (mod && mod.__esModule) ? mod : { "default": mod };
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};
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Object.defineProperty(exports, "__esModule", { value: true });
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const agentic_synth_1 = require("@ruvector/agentic-synth");
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const index_js_1 = require("../src/index.js");
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const fs_1 = __importDefault(require("fs"));
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async function main() {
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// Initialize both generators
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const synth = (0, agentic_synth_1.createSynth)({
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provider: 'gemini',
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apiKey: process.env.GEMINI_API_KEY,
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model: 'gemini-2.0-flash-exp'
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});
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const graphGen = (0, index_js_1.createGraphDataGenerator)({
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apiKey: process.env.OPENROUTER_API_KEY,
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model: 'moonshot/kimi-k2-instruct'
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});
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console.log('=== Hybrid Synthetic Data Generation ===\n');
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// Step 1: Generate structured user data with agentic-synth
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console.log('1. Generating user profiles with agentic-synth...');
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const userProfiles = await synth.generateStructured({
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count: 50,
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schema: {
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user_id: { type: 'string' },
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name: { type: 'string' },
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email: { type: 'string' },
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role: { type: 'string', enum: ['developer', 'designer', 'manager', 'analyst'] },
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skills: { type: 'array', items: { type: 'string' } },
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experience_years: { type: 'number', minimum: 0, maximum: 30 }
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}
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});
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console.log(`✓ Generated ${userProfiles.data.length} user profiles`);
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// Step 2: Generate project data with agentic-synth
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console.log('\n2. Generating project data with agentic-synth...');
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const projects = await synth.generateStructured({
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count: 20,
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schema: {
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project_id: { type: 'string' },
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name: { type: 'string' },
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description: { type: 'string' },
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status: { type: 'string', enum: ['active', 'completed', 'on-hold'] },
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start_date: { type: 'string' },
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tech_stack: { type: 'array', items: { type: 'string' } }
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}
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});
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console.log(`✓ Generated ${projects.data.length} projects`);
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// Step 3: Generate knowledge graph relationships with graph-data-generator
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console.log('\n3. Generating knowledge graph with relationships...');
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const knowledgeGraph = await graphGen.generateKnowledgeGraph({
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domain: 'software development teams',
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entities: 100,
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relationships: 300,
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entityTypes: ['Person', 'Project', 'Skill', 'Technology', 'Team'],
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relationshipTypes: [
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'WORKS_ON',
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'HAS_SKILL',
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'USES_TECHNOLOGY',
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'MEMBER_OF',
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'DEPENDS_ON',
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'MENTORS'
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],
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includeEmbeddings: true
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});
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console.log(`✓ Generated ${knowledgeGraph.data.nodes.length} nodes`);
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console.log(`✓ Generated ${knowledgeGraph.data.edges.length} edges`);
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// Step 4: Generate temporal event data
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console.log('\n4. Generating temporal events for user activities...');
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const temporalEvents = await graphGen.generateTemporalEvents({
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startDate: '2024-01-01',
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endDate: '2024-12-31',
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eventTypes: [
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'code_commit',
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'pull_request',
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'code_review',
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'deployment',
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'meeting',
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'task_completed'
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],
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eventsPerDay: 50,
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entities: 50,
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includeEmbeddings: false
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});
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console.log(`✓ Generated ${temporalEvents.data.nodes.length} temporal nodes`);
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console.log(`✓ Generated ${temporalEvents.data.edges.length} temporal edges`);
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// Step 5: Generate time-series metrics with agentic-synth
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console.log('\n5. Generating time-series metrics with agentic-synth...');
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const metrics = await synth.generateTimeSeries({
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startDate: '2024-01-01',
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endDate: '2024-12-31',
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interval: '1d',
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metrics: ['code_quality', 'test_coverage', 'deployment_frequency'],
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trend: 'up',
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seasonality: true,
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noise: 0.1
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});
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console.log(`✓ Generated ${metrics.data.length} time-series data points`);
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// Step 6: Combine and export data
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console.log('\n6. Combining and exporting datasets...');
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// Save structured data as JSON
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fs_1.default.writeFileSync('users.json', JSON.stringify(userProfiles.data, null, 2));
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fs_1.default.writeFileSync('projects.json', JSON.stringify(projects.data, null, 2));
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fs_1.default.writeFileSync('metrics.json', JSON.stringify(metrics.data, null, 2));
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// Save graph data as Cypher
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const knowledgeCypher = graphGen.generateCypher(knowledgeGraph.data, {
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useConstraints: true,
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useIndexes: true,
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useMerge: true
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});
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fs_1.default.writeFileSync('knowledge-graph.cypher', knowledgeCypher);
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const temporalCypher = graphGen.generateCypher(temporalEvents.data, {
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useConstraints: true,
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useIndexes: true
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});
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fs_1.default.writeFileSync('temporal-events.cypher', temporalCypher);
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// Create a combined dataset summary
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const summary = {
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generation_timestamp: new Date().toISOString(),
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datasets: {
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user_profiles: {
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count: userProfiles.data.length,
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provider: 'gemini',
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file: 'users.json'
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},
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projects: {
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count: projects.data.length,
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provider: 'gemini',
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file: 'projects.json'
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},
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knowledge_graph: {
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nodes: knowledgeGraph.data.nodes.length,
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edges: knowledgeGraph.data.edges.length,
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provider: 'openrouter/kimi-k2',
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file: 'knowledge-graph.cypher',
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has_embeddings: true
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},
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temporal_events: {
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nodes: temporalEvents.data.nodes.length,
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edges: temporalEvents.data.edges.length,
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provider: 'openrouter/kimi-k2',
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file: 'temporal-events.cypher'
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},
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time_series_metrics: {
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count: metrics.data.length,
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provider: 'gemini',
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file: 'metrics.json'
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}
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},
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total_generation_time: {
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knowledge_graph: knowledgeGraph.metadata.duration,
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temporal_events: temporalEvents.metadata.duration
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}
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};
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fs_1.default.writeFileSync('dataset-summary.json', JSON.stringify(summary, null, 2));
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console.log('\n✓ All datasets generated and saved!');
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console.log('\nGenerated files:');
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console.log('- users.json (structured user profiles)');
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console.log('- projects.json (structured project data)');
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console.log('- metrics.json (time-series metrics)');
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console.log('- knowledge-graph.cypher (Neo4j graph with embeddings)');
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console.log('- temporal-events.cypher (Neo4j temporal events)');
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console.log('- dataset-summary.json (metadata and summary)');
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console.log('\n=== Integration Complete ===');
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console.log(`Total nodes in graphs: ${knowledgeGraph.data.nodes.length + temporalEvents.data.nodes.length}`);
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console.log(`Total edges in graphs: ${knowledgeGraph.data.edges.length + temporalEvents.data.edges.length}`);
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console.log(`Total structured records: ${userProfiles.data.length + projects.data.length}`);
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console.log(`Total time-series points: ${metrics.data.length}`);
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}
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main().catch(console.error);
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//# sourceMappingURL=integration-with-agentic-synth.js.map
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