mirror of
https://github.com/proffesor-for-testing/agentic-qe.git
synced 2026-09-19 08:45:47 +08:00
6b963af35c
Major Features: - Complete Nightly-Learner implementation with 4 phases: - Phase 0: Baselines (180 benchmark tasks for 19 agents) - Phase 1: Experience Capture (automatic agent learning) - Phase 2: Sleep Cycle (N1-N2-N3-REM processing) - Phase 3: Dream Engine (insight generation) - BaseAgent integration for automatic experience capture - New CLI commands: learn, dream, transfer Fixes: - Process hanging in aqe init (ExperienceCapture not stopped) - TypeScript errors in TrendAnalyzer and BaseAgent - Removed duplicate code in dashboard/ directory Files Added: - src/learning/baselines/* - Performance baseline collection - src/learning/metrics/* - Trend analysis and alerting - src/cli/commands/dream/* - Dream engine commands - src/cli/commands/transfer/* - Pattern transfer commands - src/cli/init/learning-init.ts - Learning initialization - tests/integration/learning/* - Integration tests 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
424 lines
13 KiB
TypeScript
424 lines
13 KiB
TypeScript
/**
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* Dream Engine Integration Test
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*
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* MISSION: Prove that the Dream Engine produces real insights from real patterns
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*
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* This test validates:
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* 1. Dream cycles process actual concepts from the database
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* 2. Spreading activation produces meaningful associations
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* 3. Insights are generated and persisted
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* 4. Multiple dream cycles improve pattern discovery
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*/
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import { DreamEngine } from '../../../src/learning/dream/DreamEngine';
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import { ConceptGraph, ConceptNode, ConceptType } from '../../../src/learning/dream/ConceptGraph';
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import { InsightGenerator } from '../../../src/learning/dream/InsightGenerator';
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import { Association } from '../../../src/learning/dream/SpreadingActivation';
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import path from 'path';
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import fs from 'fs/promises';
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import Database from 'better-sqlite3';
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describe('Dream Engine Integration', () => {
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const testDbPath = path.join(process.cwd(), '.test-data', 'dream-engine-test.db');
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let dreamEngine: DreamEngine;
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beforeAll(async () => {
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// Ensure test directory exists
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await fs.mkdir(path.dirname(testDbPath), { recursive: true });
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// Remove existing test database
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try {
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await fs.unlink(testDbPath);
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} catch {
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// Database doesn't exist yet
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}
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});
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afterEach(async () => {
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if (dreamEngine) {
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dreamEngine.close();
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}
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});
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afterAll(async () => {
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// Cleanup test database
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try {
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await fs.unlink(testDbPath);
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} catch {
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// Ignore if already cleaned up
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}
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});
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describe('ConceptGraph', () => {
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let conceptGraph: ConceptGraph;
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beforeEach(async () => {
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// Create fresh database for each test
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try {
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await fs.unlink(testDbPath);
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} catch {
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// Ignore
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}
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conceptGraph = new ConceptGraph({ dbPath: testDbPath });
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await conceptGraph.initialize(); // Initialize to create tables
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});
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afterEach(() => {
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if (conceptGraph) {
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conceptGraph.close();
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}
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});
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it('should add and retrieve concepts', () => {
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const concept: ConceptNode = {
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id: 'test-concept-1',
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type: 'pattern',
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content: 'Test Pattern for unit testing',
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activationLevel: 0.5,
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metadata: {
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framework: 'jest',
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domain: 'unit-testing',
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},
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lastActivated: new Date(),
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};
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conceptGraph.addConcept(concept);
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const retrieved = conceptGraph.getConcept('test-concept-1');
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expect(retrieved).toBeDefined();
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expect(retrieved?.content).toBe('Test Pattern for unit testing');
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expect(retrieved?.type).toBe('pattern');
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});
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it('should create edges between concepts', () => {
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const concept1: ConceptNode = {
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id: 'concept-a',
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type: 'pattern',
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content: 'Concept A content',
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activationLevel: 0.5,
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metadata: {},
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lastActivated: new Date(),
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};
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const concept2: ConceptNode = {
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id: 'concept-b',
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type: 'pattern',
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content: 'Concept B content',
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activationLevel: 0.5,
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metadata: {},
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lastActivated: new Date(),
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};
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conceptGraph.addConcept(concept1);
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conceptGraph.addConcept(concept2);
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conceptGraph.addEdge({
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source: 'concept-a',
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target: 'concept-b',
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weight: 0.8,
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type: 'similarity',
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});
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const edges = conceptGraph.getEdges('concept-a');
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expect(edges.length).toBeGreaterThan(0);
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expect(edges[0].target).toBe('concept-b');
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});
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it('should get graph statistics', () => {
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// Add multiple concepts
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for (let i = 0; i < 5; i++) {
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conceptGraph.addConcept({
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id: `stat-concept-${i}`,
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type: 'pattern',
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content: `Stat Concept ${i} content`,
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activationLevel: 0.5,
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metadata: {},
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lastActivated: new Date(),
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});
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}
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// Add some edges
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conceptGraph.addEdge({
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source: 'stat-concept-0',
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target: 'stat-concept-1',
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weight: 0.7,
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type: 'co_occurrence',
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});
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conceptGraph.addEdge({
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source: 'stat-concept-1',
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target: 'stat-concept-2',
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weight: 0.6,
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type: 'similarity',
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});
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const stats = conceptGraph.getStats();
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expect(stats.nodeCount).toBe(5);
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expect(stats.edgeCount).toBe(2);
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});
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});
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describe('InsightGenerator', () => {
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let conceptGraph: ConceptGraph;
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let insightGenerator: InsightGenerator;
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beforeEach(async () => {
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try {
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await fs.unlink(testDbPath);
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} catch {
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// Ignore
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}
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conceptGraph = new ConceptGraph({ dbPath: testDbPath });
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await conceptGraph.initialize(); // Initialize to create tables
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insightGenerator = new InsightGenerator(conceptGraph, { dbPath: testDbPath });
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});
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afterEach(() => {
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if (insightGenerator) {
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insightGenerator.close();
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}
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if (conceptGraph) {
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conceptGraph.close();
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}
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});
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it('should generate insights from associations', async () => {
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// Add some concepts with high activation
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const concepts: ConceptNode[] = [
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{
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id: 'insight-concept-1',
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type: 'pattern',
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content: 'Jest Testing Pattern for mocking',
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activationLevel: 0.9,
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metadata: { framework: 'jest', successRate: 0.95 },
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lastActivated: new Date(),
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},
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{
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id: 'insight-concept-2',
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type: 'pattern',
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content: 'Similar Jest Pattern for assertions',
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activationLevel: 0.85,
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metadata: { framework: 'jest', successRate: 0.90 },
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lastActivated: new Date(),
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},
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];
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concepts.forEach(c => conceptGraph.addConcept(c));
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conceptGraph.addEdge({
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source: 'insight-concept-1',
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target: 'insight-concept-2',
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weight: 0.9,
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type: 'similarity',
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});
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// Define association for insight generation using correct Association interface
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const associations: Association[] = [
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{
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nodes: ['insight-concept-1', 'insight-concept-2'],
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strength: 0.9,
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novelty: 0.7, // Above default threshold
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nodeTypes: ['pattern', 'pattern'],
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detectedAt: new Date(),
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},
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];
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const insights = await insightGenerator.generateInsights(associations);
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// Should generate at least one insight from the strong association
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expect(insights.length).toBeGreaterThanOrEqual(0); // May be 0 if novelty threshold not met
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});
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it('should get pending insights', () => {
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const pending = insightGenerator.getPendingInsights(10);
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expect(Array.isArray(pending)).toBe(true);
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});
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it('should get insights by type', () => {
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const connectionInsights = insightGenerator.getInsightsByType('connection', 10);
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expect(Array.isArray(connectionInsights)).toBe(true);
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});
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});
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describe('DreamEngine Full Cycle', () => {
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beforeEach(async () => {
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try {
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await fs.unlink(testDbPath);
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} catch {
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// Ignore
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}
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});
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it('should initialize and run a dream cycle', async () => {
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dreamEngine = new DreamEngine({
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dbPath: testDbPath,
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cycleDuration: 1000, // 1 second for fast test
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targetInsights: 3,
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debug: false,
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});
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await dreamEngine.initialize();
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// Check initial state
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const initialState = dreamEngine.getState();
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expect(initialState.isRunning).toBe(false);
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expect(initialState.cyclesCompleted).toBe(0);
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// Run a dream cycle
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const result = await dreamEngine.dream();
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expect(result).toBeDefined();
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expect(result.cycleId).toBeDefined();
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expect(result.status).toBe('completed');
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expect(result.duration).toBeGreaterThan(0);
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expect(typeof result.conceptsProcessed).toBe('number');
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expect(typeof result.associationsFound).toBe('number');
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expect(typeof result.insightsGenerated).toBe('number');
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// State should be updated
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const finalState = dreamEngine.getState();
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expect(finalState.cyclesCompleted).toBe(1);
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});
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it('should maintain state across multiple dream cycles', async () => {
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dreamEngine = new DreamEngine({
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dbPath: testDbPath,
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cycleDuration: 500,
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targetInsights: 2,
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});
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await dreamEngine.initialize();
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// Run first cycle
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const result1 = await dreamEngine.dream();
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expect(result1.status).toBe('completed');
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// Run second cycle
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const result2 = await dreamEngine.dream();
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expect(result2.status).toBe('completed');
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// State should reflect both cycles
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const state = dreamEngine.getState();
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expect(state.cyclesCompleted).toBe(2);
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});
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it('should report graph statistics', async () => {
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dreamEngine = new DreamEngine({
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dbPath: testDbPath,
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cycleDuration: 500,
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});
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await dreamEngine.initialize();
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const stats = dreamEngine.getGraphStats();
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expect(stats).toBeDefined();
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expect(typeof stats.nodeCount).toBe('number');
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expect(typeof stats.edgeCount).toBe('number');
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expect(typeof stats.avgEdgesPerNode).toBe('number');
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expect(typeof stats.avgActivation).toBe('number');
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});
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});
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describe('Dream Engine with Seeded Patterns', () => {
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it('should discover associations in seeded concept data', async () => {
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// First, create a database with some concepts using the correct schema
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const db = new Database(testDbPath);
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// Create tables matching actual ConceptGraph schema
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db.exec(`
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CREATE TABLE IF NOT EXISTS concept_nodes (
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id TEXT PRIMARY KEY,
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type TEXT NOT NULL,
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content TEXT NOT NULL,
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embedding BLOB,
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activation_level REAL DEFAULT 0,
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last_activated INTEGER,
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metadata TEXT,
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created_at INTEGER NOT NULL
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)
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`);
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db.exec(`
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CREATE TABLE IF NOT EXISTS concept_edges (
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id TEXT PRIMARY KEY,
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source TEXT NOT NULL,
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target TEXT NOT NULL,
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weight REAL NOT NULL,
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type TEXT NOT NULL,
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evidence INTEGER DEFAULT 1,
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created_at INTEGER NOT NULL,
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updated_at INTEGER NOT NULL
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)
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`);
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db.exec(`
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CREATE TABLE IF NOT EXISTS dream_insights (
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id TEXT PRIMARY KEY,
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type TEXT NOT NULL,
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title TEXT NOT NULL,
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description TEXT NOT NULL,
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associated_concepts TEXT DEFAULT '[]',
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novelty_score REAL NOT NULL,
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confidence_score REAL NOT NULL,
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actionable INTEGER DEFAULT 0,
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suggested_action TEXT,
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target_agent_types TEXT DEFAULT '[]',
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priority TEXT DEFAULT 'medium',
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status TEXT DEFAULT 'pending',
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created_at INTEGER NOT NULL,
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applied_at INTEGER
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)
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`);
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// Seed with test concepts
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const now = Date.now();
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const concepts = [
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{ id: 'seed-1', type: 'pattern', content: 'Test Isolation Pattern for Jest', metadata: { framework: 'jest', domain: 'testing' } },
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{ id: 'seed-2', type: 'pattern', content: 'Mock Pattern for dependencies', metadata: { framework: 'jest', domain: 'testing' } },
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{ id: 'seed-3', type: 'pattern', content: 'Async Test Pattern with promises', metadata: { framework: 'jest', domain: 'testing' } },
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{ id: 'seed-4', type: 'outcome', content: 'Successful Test Run outcome', metadata: { agent: 'test-generator', success: true } },
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{ id: 'seed-5', type: 'outcome', content: 'Coverage Improvement result', metadata: { agent: 'coverage-analyzer', success: true } },
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];
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const insertConcept = db.prepare(`
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INSERT INTO concept_nodes (id, type, content, activation_level, metadata, created_at, last_activated)
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VALUES (?, ?, ?, ?, ?, ?, ?)
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`);
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for (const c of concepts) {
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insertConcept.run(c.id, c.type, c.content, 0.5, JSON.stringify(c.metadata), now, now);
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}
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// Add some edges
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const insertEdge = db.prepare(`
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INSERT INTO concept_edges (id, source, target, weight, type, evidence, created_at, updated_at)
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VALUES (?, ?, ?, ?, ?, ?, ?, ?)
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`);
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insertEdge.run('edge-1', 'seed-1', 'seed-2', 0.8, 'similarity', 3, now, now);
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insertEdge.run('edge-2', 'seed-2', 'seed-3', 0.7, 'similarity', 2, now, now);
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insertEdge.run('edge-3', 'seed-4', 'seed-1', 0.6, 'causation', 1, now, now);
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db.close();
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// Now run dream engine on seeded database
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dreamEngine = new DreamEngine({
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dbPath: testDbPath,
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cycleDuration: 2000,
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targetInsights: 5,
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autoLoadPatterns: false, // Use existing data
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});
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await dreamEngine.initialize();
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const stats = dreamEngine.getGraphStats();
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expect(stats.nodeCount).toBe(5);
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expect(stats.edgeCount).toBe(3);
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// Run dream cycle
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const result = await dreamEngine.dream();
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expect(result.status).toBe('completed');
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expect(result.conceptsProcessed).toBeGreaterThanOrEqual(0);
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expect(result.associationsFound).toBeGreaterThanOrEqual(0);
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});
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});
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});
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