Files
trading_bot_v3/test-learning-integration.js
mindesbunister 44968c3bb3 feat: integrate AI learning system with trading automation
- AutomationWithLearning class with decision recording and outcome assessment
- Enhanced API endpoints with learning status visibility
- Singleton automation manager for seamless learning system integration
- EnhancedAILearningPanel component for real-time learning visibility
- Learning-enhanced trade execution with AI adjustments to SL/TP
- Automatic decision tracking and outcome-based learning

 Key Features:
- Records trading decisions before execution
- Enhances analysis with learned patterns
- Tracks trade outcomes for continuous improvement
- Provides full visibility into AI decision-making process
- Integrates SimplifiedStopLossLearner with real trading flow

- Whether learning system is active
- How many decisions are being tracked
- Real-time learning statistics and insights
- AI enhancements applied to trading decisions
2025-07-27 12:11:40 +02:00

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// Test script to verify AI learning system integration
const path = require('path');
async function testLearningIntegration() {
console.log('🧪 Testing AI Learning System Integration...\n');
try {
// Test 1: Check if learning-enhanced automation can be imported
console.log('1⃣ Testing automation with learning import...');
const AutomationWithLearning = require('./lib/automation-with-learning.js');
console.log('✅ AutomationWithLearning imported successfully');
// Test 2: Create automation instance
console.log('\n2⃣ Creating automation instance...');
const automation = new AutomationWithLearning();
console.log('✅ Automation instance created');
console.log(' - Has learner property:', 'learner' in automation);
console.log(' - Has learning methods:', typeof automation.getLearningStatus === 'function');
// Test 3: Check if SimplifiedStopLossLearner can be imported
console.log('\n3⃣ Testing SimplifiedStopLossLearner import...');
try {
const { SimplifiedStopLossLearner } = await import('./lib/simplified-stop-loss-learner-fixed.js');
console.log('✅ SimplifiedStopLossLearner imported successfully');
// Test creating learner instance
const learner = new SimplifiedStopLossLearner();
console.log('✅ SimplifiedStopLossLearner instance created');
console.log(' - Available methods:', Object.getOwnPropertyNames(Object.getPrototypeOf(learner)).filter(name => name !== 'constructor'));
} catch (learnerError) {
console.log('❌ SimplifiedStopLossLearner import failed:', learnerError.message);
}
// Test 4: Initialize learning system
console.log('\n4⃣ Testing learning system initialization...');
try {
const initialized = await automation.initializeLearningSystem();
console.log('✅ Learning system initialization result:', initialized);
console.log(' - Learner created:', !!automation.learner);
if (automation.learner) {
console.log(' - Learner type:', automation.learner.constructor.name);
// Test learning status
if (typeof automation.getLearningStatus === 'function') {
const status = await automation.getLearningStatus();
console.log(' - Learning status:', status);
}
}
} catch (initError) {
console.log('❌ Learning system initialization failed:', initError.message);
}
// Test 5: Test singleton manager
console.log('\n5⃣ Testing singleton automation manager...');
try {
const { getAutomationInstance } = require('./lib/automation-singleton.js');
const singletonInstance = await getAutomationInstance();
console.log('✅ Singleton automation instance retrieved');
console.log(' - Instance type:', singletonInstance.constructor.name);
console.log(' - Has learning capabilities:', typeof singletonInstance.getLearningStatus === 'function');
} catch (singletonError) {
console.log('❌ Singleton manager test failed:', singletonError.message);
}
// Test 6: Test database connection
console.log('\n6⃣ Testing database connection...');
try {
const { getDB } = require('./lib/db.js');
const db = await getDB();
console.log('✅ Database connection successful');
// Test if learning tables exist
const tables = await db.$queryRaw`
SELECT name FROM sqlite_master
WHERE type='table' AND name LIKE '%learning%'
`;
console.log(' - Learning-related tables:', tables.map(t => t.name));
} catch (dbError) {
console.log('❌ Database connection failed:', dbError.message);
}
console.log('\n🎯 Integration Test Summary:');
console.log('📊 The AI learning system integration appears to be working');
console.log('🔗 Key components are properly connected');
console.log('💡 Learning system should now enhance trading decisions when automation starts');
} catch (error) {
console.error('❌ Integration test failed:', error);
}
}
// Run the test
testLearningIntegration().catch(console.error);