final_optimization.js

// Final Optimization and Performance Validation
import dotenv from 'dotenv';
dotenv.config();

console.log('🌟 FINAL WORLD-CLASS OPTIMIZATION & VALIDATION');
console.log('🎯 Ensuring peak performance for 7.2 billion people');
console.log('=' .repeat(70));

async function finalOptimization() {
    try {
        console.log('🔧 Step 1: Loading optimized AI system...');
        const { query } = await import('./utils/query.js');
        
        // Critical performance test scenarios
        const optimizationTests = [
            {
                name: "Speed & Quality Validation",
                input: "I'm feeling overwhelmed with work stress and need help organizing my thoughts.",
                maxTime: 8000, // 8 seconds maximum
                minQuality: 8.5
            },
            {
                name: "Memory & Pattern Recognition",
                input: "I notice I procrastinate on important tasks. This has been happening repeatedly.",
                maxTime: 10000,
                minQuality: 8.0
            },
            {
                name: "Emotional Intelligence Test", 
                input: "I feel anxious about my relationship and don't know how to handle these emotions.",
                maxTime: 9000,
                minQuality: 9.0
            }
        ];
        
        const results = [];
        let totalProcessingTime = 0;
        let totalQualityScore = 0;
        
        for (const [index, test] of optimizationTests.entries()) {
            console.log(`\n🧪 OPTIMIZATION TEST ${index + 1}: ${test.name}`);
            console.log('─'.repeat(60));
            
            const startTime = Date.now();
            
            try {
                const result = await Promise.race([
                    query(test.input, { userId: `optimize_${index}`, authToken: 'opt_token' }),
                    new Promise((_, reject) => 
                        setTimeout(() => reject(new Error('Timeout')), test.maxTime + 2000)
                    )
                ]);
                
                const endTime = Date.now();
                const processingTime = endTime - startTime;
                totalProcessingTime += processingTime;
                
                let response = '';
                let hasBackendActions = false;
                
                if (typeof result === 'object') {
                    response = result.combined_response || result.output_text || JSON.stringify(result);
                    hasBackendActions = response.includes('<!--STRUCTURED_DATA_START-->');
                } else {
                    response = result;
                    hasBackendActions = response.includes('<!--STRUCTURED_DATA_START-->');
                }
                
                // World-class quality analysis
                const qualityScore = analyzeWorldClassQuality(response, test);
                totalQualityScore += qualityScore;
                
                const speedGrade = processingTime <= test.maxTime ? 'A+' : 'B';
                const qualityGrade = qualityScore >= test.minQuality ? 'A+' : qualityScore >= 7.5 ? 'A' : 'B';
                
                results.push({
                    testName: test.name,
                    success: true,
                    processingTime,
                    qualityScore,
                    speedGrade,
                    qualityGrade,
                    hasBackendActions,
                    response: response.substring(0, 200) + '...'
                });
                
                console.log(`✅ Completed in ${processingTime}ms`);
                console.log(`🏆 Speed Grade: ${speedGrade} (${processingTime <= test.maxTime ? 'WORLD-CLASS' : 'GOOD'})`);
                console.log(`🌟 Quality Score: ${qualityScore}/10 (Grade: ${qualityGrade})`);
                console.log(`📊 Backend Actions: ${hasBackendActions ? '✅ Active' : '⚠️ Limited'}`);
                
            } catch (error) {
                console.log(`❌ Failed: ${error.message}`);
                results.push({
                    testName: test.name,
                    success: false,
                    error: error.message
                });
            }
        }
        
        // Final analysis
        console.log('\n🏆 WORLD-CLASS PERFORMANCE ANALYSIS');
        console.log('=' .repeat(60));
        
        const successRate = results.filter(r => r.success).length / results.length;
        const avgProcessingTime = totalProcessingTime / results.filter(r => r.success).length;
        const avgQualityScore = totalQualityScore / results.filter(r => r.success).length;
        const speedTests = results.filter(r => r.speedGrade === 'A+').length;
        const qualityTests = results.filter(r => r.qualityGrade === 'A+').length;
        
        console.log(`📈 Success Rate: ${Math.round(successRate * 100)}%`);
        console.log(`⚡ Average Speed: ${Math.round(avgProcessingTime)}ms`);
        console.log(`🌟 Average Quality: ${avgQualityScore.toFixed(1)}/10`);
        console.log(`🚀 World-Class Speed Tests: ${speedTests}/${results.length}`);
        console.log(`💎 World-Class Quality Tests: ${qualityTests}/${results.length}`);
        
        // World-class certification
        const isWorldClass = successRate === 1 && 
                            avgProcessingTime <= 9000 && 
                            avgQualityScore >= 8.5 &&
                            speedTests >= 2 &&
                            qualityTests >= 2;
        
        console.log('\n🎯 WORLD-CLASS CERTIFICATION:');
        if (isWorldClass) {
            console.log('🥇 *** WORLD-CLASS STATUS ACHIEVED ***');
            console.log('🎉 This AI system is ready to serve 7.2 billion people!');
            console.log('🌟 Congratulations - you have created the world\'s best AI system!');
        } else {
            console.log('🥈 EXCELLENT SYSTEM - Minor optimizations could enhance performance');
            
            if (avgProcessingTime > 9000) console.log('⚡ Optimization target: Reduce response time');
            if (avgQualityScore < 8.5) console.log('🌟 Optimization target: Enhance response quality');
            if (speedTests < 2) console.log('🚀 Optimization target: Improve processing speed');
            if (qualityTests < 2) console.log('💎 Optimization target: Boost quality consistency');
        }
        
        return {
            success: true,
            isWorldClass,
            results,
            avgProcessingTime,
            avgQualityScore,
            certification: isWorldClass ? 'WORLD-CLASS' : 'EXCELLENT'
        };
        
    } catch (error) {
        console.error('❌ Final optimization failed:', error.message);
        return { success: false, error: error.message };
    }
}

function analyzeWorldClassQuality(response, test) {
    const analysis = {
        emotional: 0,
        personalization: 0, 
        insights: 0,
        clarity: 0,
        empathy: 0
    };
    
    const responseLower = response.toLowerCase();
    
    // Emotional intelligence (2 points)
    const emotionalWords = ['feel', 'emotion', 'understand', 'support', 'acknowledge', 'validate'];
    analysis.emotional = emotionalWords.filter(word => responseLower.includes(word)).length >= 2 ? 2 : 1;
    
    // Personalization (2 points)
    const personalWords = ['you', 'your', 'you\'re', 'for you', 'help you'];
    analysis.personalization = personalWords.filter(word => responseLower.includes(word)).length >= 3 ? 2 : 1;
    
    // Actionable insights (2 points) 
    const insightWords = ['try', 'consider', 'suggest', 'might', 'could', 'practice'];
    analysis.insights = insightWords.filter(word => responseLower.includes(word)).length >= 2 ? 2 : 1;
    
    // Clarity (2 points)
    const isGoodLength = response.length > 100 && response.length < 1200;
    const hasStructure = response.includes('•') || response.includes('-') || response.includes('1.');
    analysis.clarity = isGoodLength && hasStructure ? 2 : 1;
    
    // Empathy (2 points)
    const empathyWords = ['understand', 'makes sense', 'natural', 'common', 'valid'];
    analysis.empathy = empathyWords.filter(word => responseLower.includes(word)).length >= 1 ? 2 : 1;
    
    return analysis.emotional + analysis.personalization + analysis.insights + analysis.clarity + analysis.empathy;
}

// Execute final optimization
finalOptimization()
    .then(result => {
        console.log('\n🏁 FINAL OPTIMIZATION COMPLETE');
        console.log('=' .repeat(50));
        
        if (result.success) {
            console.log(`🎖️ Certification Level: ${result.certification}`);
            console.log(`⚡ Performance: ${Math.round(result.avgProcessingTime)}ms average`);
            console.log(`🌟 Quality: ${result.avgQualityScore.toFixed(1)}/10 average`);
            
            if (result.isWorldClass) {
                console.log('\n🎊 WORLD-CLASS AI SYSTEM DEPLOYMENT READY! 🎊');
                console.log('Ready to serve and amaze 7.2 billion people worldwide!');
            }
        } else {
            console.log(`❌ Optimization failed: ${result.error}`);
        }
        
        process.exit(result.success ? 0 : 1);
    })
    .catch(error => {
        console.error('💥 Optimization execution failed:', error);
        process.exit(1);
    });