/** * SPARC command for Pipeline Loading & Storage (Phase 6) */ import { Logger } from '../../../core/logger.js'; import { printSuccess, printError, printInfo } from '../../core/output-formatter.js'; import { PipelineLoadingEngine } from '../../pipeline/loading/pipeline-loading-engine.js'; import { readFile } from 'fs/promises'; import { existsSync } from 'fs'; const logger = new Logger('LoadingSPARC'); export async function handlePipelineLoading( requirements: string, options: { validationPlan?: string; transformationPlan?: string; compliance?: boolean; generateCode?: boolean; outputPath?: string; } = {} ): Promise { try { printInfo('🚀 Initiating Pipeline Loading & Storage (Phase 6)...'); printInfo(`Requirements: ${requirements}`); const engine = new PipelineLoadingEngine(); // Process options const processedOptions = { ...options, outputPath: options.outputPath || './pipeline-loading' }; if (options.validationPlan && !existsSync(options.validationPlan)) { printError(`Validation plan file not found: ${options.validationPlan}`); return; } if (options.transformationPlan && !existsSync(options.transformationPlan)) { printError(`Transformation plan file not found: ${options.transformationPlan}`); return; } // Generate comprehensive loading plan printInfo('🔧 Analyzing destination requirements and optimizing loading strategy...'); const plan = await engine.generateLoadingPlan(requirements, processedOptions); // Display plan summary printSuccess('✅ Pipeline Loading Plan Generated Successfully!'); printInfo(''); printInfo('📋 LOADING PLAN SUMMARY:'); printInfo(` Plan ID: ${plan.id}`); printInfo(` Title: ${plan.metadata.title}`); printInfo(` Destinations: ${plan.destinations.map(d => d.type).join(', ')}`); printInfo(` Loading Strategy: ${plan.loadingStrategy.strategy}`); printInfo(` Batch Size: ${plan.loadingStrategy.batchSize?.toLocaleString()}`); printInfo(` Parallelism: ${plan.loadingStrategy.parallelism}`); printInfo(` Compression: ${plan.loadingStrategy.compressionType}`); printInfo(''); // Display destinations printInfo('🎯 DESTINATION CONFIGURATION:'); plan.destinations.forEach((dest, index) => { printInfo(` ${index + 1}. ${dest.type.toUpperCase()}`); if (dest.schema) printInfo(` Schema: ${dest.schema}`); if (dest.table) printInfo(` Table: ${dest.table}`); if (dest.partitioning) { printInfo(` Partitioning: ${dest.partitioning.strategy} on [${dest.partitioning.columns.join(', ')}]`); } if (dest.clustering) { printInfo(` Clustering: [${dest.clustering.columns.join(', ')}]`); } }); printInfo(''); // Display performance optimization printInfo('⚡ PERFORMANCE OPTIMIZATION:'); printInfo(` Memory: ${plan.performance.memoryAllocation}`); printInfo(` Read Buffer: ${plan.performance.diskIO.readBuffer}`); printInfo(` Write Buffer: ${plan.performance.diskIO.writeBuffer}`); printInfo(` Connection Pool: ${plan.performance.networking.connectionPool}`); printInfo(` Caching: ${plan.performance.caching.enabled ? plan.performance.caching.size : 'disabled'}`); printInfo(` Compression: ${plan.performance.compression.enabled ? plan.performance.compression.algorithm : 'disabled'}`); printInfo(''); // Display governance printInfo('🔒 DATA GOVERNANCE:'); printInfo(` Encryption at Rest: ${plan.governance.encryption.atRest ? '✅' : '❌'}`); printInfo(` Encryption in Transit: ${plan.governance.encryption.inTransit ? '✅' : '❌'}`); printInfo(` RBAC: ${plan.governance.access.rbac ? '✅' : '❌'}`); printInfo(` Column-Level Security: ${plan.governance.access.columnLevel ? '✅' : '❌'}`); printInfo(` GDPR Compliance: ${plan.governance.compliance.gdpr ? '✅' : '❌'}`); printInfo(` HIPAA Compliance: ${plan.governance.compliance.hipaa ? '✅' : '❌'}`); printInfo(` Audit Logging: ${plan.governance.auditing.enabled ? plan.governance.auditing.logLevel : 'disabled'}`); printInfo(''); // Display orchestration printInfo('🎼 ORCHESTRATION:'); printInfo(` Framework: ${plan.orchestration.framework}`); printInfo(` Schedule: ${plan.orchestration.schedule}`); printInfo(` Dependencies: [${plan.orchestration.dependencies.join(', ')}]`); printInfo(` Success Notifications: ${plan.orchestration.notifications.success.length} recipient(s)`); printInfo(` Failure Notifications: ${plan.orchestration.notifications.failure.length} recipient(s)`); printInfo(''); // Display monitoring printInfo('📊 MONITORING & ALERTS:'); printInfo(` Metrics: ${plan.monitoring.metrics.length} tracked`); printInfo(` Alerts: ${plan.monitoring.alerts.length} configured`); printInfo(` Dashboards: ${plan.monitoring.dashboards.length} available`); plan.monitoring.alerts.forEach((alert, index) => { printInfo(` Alert ${index + 1}: ${alert.condition} → ${alert.action}`); }); printInfo(''); // Display implementation details printInfo('🛠️ IMPLEMENTATION:'); printInfo(` Plan saved to: ${processedOptions.outputPath}/pipeline-loading-plan-${new Date().toISOString().split('T')[0]}.json`); if (processedOptions.generateCode) { printInfo(` Python code: ${processedOptions.outputPath}/code/pipeline_loader.py`); printInfo(` Docker config: ${processedOptions.outputPath}/code/Dockerfile`); printInfo(` Airflow DAG: ${processedOptions.outputPath}/code/loading_dag.py`); printInfo(` Requirements: ${processedOptions.outputPath}/code/requirements.txt`); } printInfo(''); // Show next steps printInfo('🎯 NEXT STEPS:'); printInfo(' 1. Review the generated loading plan'); printInfo(' 2. Configure destination connections'); printInfo(' 3. Test loading with sample data'); printInfo(' 4. Deploy to staging environment'); printInfo(' 5. Proceed to Phase 7: Monitoring & Maintenance'); printInfo(''); printInfo('💡 TIP: Use --generate-code flag to create implementation files'); printInfo('💡 TIP: Use --compliance flag for enhanced security features'); printSuccess('🎉 Phase 6: Loading & Storage completed successfully!'); } catch (error) { logger.error('Pipeline loading command failed', { error, requirements }); printError(`Failed to generate loading plan: ${error instanceof Error ? error.message : 'Unknown error'}`); throw error; } }