Create quantum-ai-processor.js

Author: KOSASIH

edge-nodes/quantum-ai-processor.js

@@ -0,0 +1,90 @@
+// edge-nodes/quantum-ai-processor.js
+
+const winston = require('winston');
+
+// Logger setup
+const logger = winston.createLogger({
+    level: 'info',
+    format: winston.format.json(),
+    transports: [
+        new winston.transports.Console(),
+        new winston.transports.File({ filename: 'quantum-ai-processor.log' }),
+    ],
+});
+
+// Function to simulate quantum computation
+async function performQuantumComputation(data, config) {
+    logger.info('Starting quantum computation...');
+
+    // Simulate a delay to represent quantum processing time
+    await new Promise(resolve => setTimeout(resolve, config.processingDelay || 2000));
+
+    // Simulate quantum processing logic (this is a placeholder)
+    const processedData = data.map(item => ({
+        original: item,
+        transformed: item * Math.random() * config.transformationFactor, // Simulate some transformation
+        quantumEffect: Math.sin(item) * config.quantumEffectFactor // Simulate a quantum effect
+    }));
+
+    logger.info('Quantum computation completed successfully.');
+    return processedData;
+}
+
+// Function to analyze data using Quantum-AI techniques
+async function analyzeData(data, config) {
+    logger.info('Starting Quantum-AI analysis...');
+
+    try {
+        const results = await performQuantumComputation(data, config);
+        logger.info('Quantum-AI analysis completed successfully.');
+        return results;
+    } catch (error) {
+        logger.error('Error during Quantum-AI analysis:', error);
+        throw error;
+    }
+}
+
+// Function to integrate classical AI techniques (mock implementation)
+async function classicalAIIntegration(data) {
+    logger.info('Integrating classical AI techniques...');
+
+    // Simulate classical AI processing (e.g., regression, classification)
+    const aiResults = data.map(item => ({
+        original: item,
+        aiPrediction: item > 0 ? item * 1.5 : item * 0.5 // Simple mock prediction logic
+    }));
+
+    logger.info('Classical AI integration completed successfully.');
+    return aiResults;
+}
+
+// Main function to orchestrate Quantum-AI analysis
+async function main() {
+    const inputData = [1, 2, 3, 4, 5]; // Example input data
+    const config = {
+        processingDelay: 2000, // Delay in milliseconds
+        transformationFactor: 10, // Factor for transformation
+        quantumEffectFactor: 1, // Factor for quantum effect
+    };
+
+    try {
+        // Step 1: Analyze data using Quantum-AI techniques
+        const quantumResults = await analyzeData(inputData, config);
+
+        // Step 2: Integrate classical AI techniques
+        const aiResults = await classicalAIIntegration(inputData);
+
+        // Combine results
+        const combinedResults = quantumResults.map((quantumResult, index) => ({
+            ...quantumResult,
+            ...aiResults[index],
+        }));
+
+        console.log('Combined Analysis Results:', combinedResults);
+    } catch (error) {
+        logger.error('Error in main processing:', error);
+    }
+}
+
+// Execute the example
+main().catch(console.error);