import { DragonFireClient } from '@dragonfire/client';
import { WalletClient } from '@dragonfire/wallet-client';

// Initialize clients
const dragonfire = new DragonFireClient({
  apiKey: 'YOUR_API_KEY',
  region: 'us-west'
});
await dragonfire.connect();

const wallet = new WalletClient(dragonfire);

// Configure vector trading
await wallet.configureVectorTrading({
  // Core vector settings
  defaultPattern: 'phi',           // Default mathematical pattern (phi, pi, sqrt2, sqrt3, e)
  dimensionality: 7,               // 7-dimensional vector space
  optimizationLevel: 'maximum',    // Maximum optimization level
  
  // Performance settings
  adaptiveRouting: true,           // Dynamically adapt routes based on network conditions
  resonanceThreshold: 0.85,        // Minimum resonance threshold for path selection
  cacheIntegration: true,          // Integrate with DragonFire Cache for faster operations
  precomputeCommonPaths: true,     // Precompute commonly used transaction paths
  
  // Security settings
  securityLevel: 'high',           // High-security operation mode
  rwtIntegration: true,            // Integrate with RWT for secure authentication
  nonLinearRouting: true,          // Use non-linear routing for enhanced security
  
  // Advanced settings
  portMappingStrategy: 'geometric', // Map operations to appropriate geometric ports
  harmonicResonance: true,         // Enable harmonic resonance for optimal paths
  dimensionalCrossing: 'optimized'  // Optimize paths across dimensional boundaries
});

// Execute a simple vector transaction
const result = await wallet.createTransaction({
  recipient: 'wallet_789',     // Recipient wallet ID or address
  amount: 50.75,               // Transaction amount
  currency: 'USD',             // Currency code
  memo: 'Payment for services' // Transaction memo
}, {
  // Vector trading options
  vectorRouting: 'phi',        // Vector routing pattern
  priority: 'high',            // Transaction priority
  securityLevel: 'high',       // Security level for transaction
  maxFee: 1.5,                 // Maximum fee allowed
  timeout: 30000               // Transaction timeout (ms)
});

console.log('Transaction created:');
console.log('Transaction ID:', result.transactionId);
console.log('Status:', result.status);
console.log('Execution time:', result.executionTimeMs, 'ms');
console.log('Fee:', result.fee);
console.log('Vector path:', result.vectorPath);

// Create a batch of transactions for vector processing
const batchResult = await wallet.createTransactionBatch({
  // Array of transactions to process
  transactions: [
    { recipient: 'wallet_001', amount: 10.50, currency: 'USD' },
    { recipient: 'wallet_002', amount: 25.75, currency: 'USD' },
    { recipient: 'wallet_003', amount: 5.20, currency: 'USD' },
    { recipient: 'wallet_004', amount: 100.00, currency: 'USD' },
    { recipient: 'wallet_005', amount: 75.30, currency: 'USD' }
  ],
  // Batch processing options
  options: {
    vectorPattern: 'phi',          // Vector routing pattern
    parallelExecution: true,       // Execute in parallel
    atomicBatch: false,            // Non-atomic (partial success allowed)
    priority: 'high',              // High priority processing
    timeoutMs: 60000               // 60-second timeout
  }
});

console.log('Batch processing results:');
console.log('Processed transactions:', batchResult.processedCount);
console.log('Successful transactions:', batchResult.successCount);
console.log('Failed transactions:', batchResult.failedCount);
console.log('Total processing time:', batchResult.totalTimeMs, 'ms');
console.log('Operations per second:', batchResult.opsPerSecond);

// Check individual transaction results
batchResult.results.forEach((result, index) => {
  console.log(`Transaction ${index + 1}:`);
  console.log('  ID:', result.transactionId);
  console.log('  Status:', result.status);
  console.log('  Execution time:', result.executionTimeMs, 'ms');
});

// Analyze a transaction's vector path
const analysis = await wallet.analyzeVectorPath('tx_123456789', {
  detailLevel: 'high',           // Analysis detail level
  includeAlternatives: true,     // Include alternative paths
  optimizationSuggestions: true  // Include optimization suggestions
});

console.log('Vector path analysis:');
console.log('Path length:', analysis.pathLength);
console.log('Efficiency rating:', analysis.efficiencyRating.toFixed(2), '/10');
console.log('Mathematical pattern:', analysis.pattern);
console.log('Completion time:', analysis.completionTimeMs, 'ms');
console.log('Processing nodes:', analysis.processingNodes);

// Check optimization suggestions
if (analysis.optimizationSuggestions) {
  console.log('Suggested optimizations:');
  analysis.optimizationSuggestions.forEach(suggestion => {
    console.log(`- ${suggestion.description}`);
    console.log(`  Efficiency improvement: ${suggestion.improvementPercent}%`);
  });
}

// Strategy for selecting optimal vector patterns
function selectOptimalPattern(transactionType, options = {}) {
  // Default to phi pattern for general transactions
  let pattern = 'phi';
  
  switch (transactionType) {
    case 'standard':
      // General transactions - use phi pattern
      pattern = 'phi';
      break;
      
    case 'recurring':
      // Recurring payments - use pi pattern
      pattern = 'pi';
      break;
      
    case 'batch':
      // High-volume batch processing - use sqrt2 pattern
      pattern = 'sqrt2';
      break;
      
    case 'multi-signature':
      // Multi-signature transactions - use sqrt3 pattern
      pattern = 'sqrt3';
      break;
      
    case 'interest-bearing':
      // Interest or growth-based transactions - use e pattern
      pattern = 'e';
      break;
  }
  
  // Override based on specific transaction properties
  if (options.highPriority && options.batchSize > 1000) {
    // High priority batch processing
    pattern = 'sqrt2';
  }
  
  if (options.signatoryCount > 2) {
    // Multi-party transactions with 3+ signatories
    pattern = 'sqrt3';
  }
  
  if (options.recurringSchedule) {
    // Transactions on a recurring schedule
    pattern = 'pi';
  }
  
  return pattern;
}

// Example usage
const transactionType = 'batch';
const options = {
  highPriority: true,
  batchSize: 5000,
  signatoryCount: 1
};

const optimalPattern = selectOptimalPattern(transactionType, options);
console.log('Optimal pattern for this transaction:', optimalPattern);

// Execute transaction with selected pattern
const result = await wallet.createTransaction({
  recipient: 'wallet_123',
  amount: 100,
  currency: 'USD'
}, {
  vectorPattern: optimalPattern
});

// Precompute common transaction paths for faster execution
await wallet.precomputeVectorPaths({
  // Common transaction scenarios to precompute
  scenarios: [
    {
      name: 'standard-payment',
      sourceType: 'personal-wallet',
      destinationType: 'external-wallet',
      volumeLevel: 'medium',
      frequency: 'occasional'
    },
    {
      name: 'recurring-subscription',
      sourceType: 'personal-wallet',
      destinationType: 'merchant-wallet',
      volumeLevel: 'low',
      frequency: 'monthly'
    },
    {
      name: 'high-volume-trading',
      sourceType: 'trading-wallet',
      destinationType: 'exchange-wallet',
      volumeLevel: 'high',
      frequency: 'continuous'
    }
  ],
  // Precomputation options
  options: {
    optimizationLevel: 'maximum',   // Maximum optimization
    cacheResults: true,             // Cache precomputed paths
    refreshInterval: 3600000,       // Refresh every hour (ms)
    computeAlternatives: true       // Compute alternative paths
  }
});

// Check precomputation status
const precomputationStatus = await wallet.getPrecomputationStatus();
console.log('Precomputed scenarios:', precomputationStatus.scenarioCount);
console.log('Path cache hit rate:', precomputationStatus.cacheHitRate);
console.log('Average path efficiency:', precomputationStatus.averageEfficiency);

// Use precomputed paths
const result = await wallet.createTransaction({
  recipient: 'wallet_123',
  amount: 100,
  currency: 'USD'
}, {
  usePrecomputedPath: true,         // Use precomputed path if available
  scenario: 'standard-payment'      // Specify the scenario
});

// Optimize transaction processing across dimensions
await wallet.optimizeDimensions({
  // Active dimensions (3-11)
  activeDimensions: [3, 5, 7, 11],
  
  // Dimension-specific settings
  dimensionSettings: {
    3: { // 3D dimension
      primaryUse: 'structural-operations',
      optimizationPattern: 'tetrahedron',
      resonanceThreshold: 0.7
    },
    5: { // 5D dimension
      primaryUse: 'complex-routing',
      optimizationPattern: 'pentatope',
      resonanceThreshold: 0.8
    },
    7: { // 7D dimension
      primaryUse: 'high-throughput',
      optimizationPattern: '7-simplex',
      resonanceThreshold: 0.9
    },
    11: { // 11D dimension
      primaryUse: 'security-operations',
      optimizationPattern: 'prime-resonance',
      resonanceThreshold: 0.95
    }
  },
  
  // Cross-dimensional settings
  crossDimensional: {
    enabled: true,
    optimizationMethod: 'harmonic-mapping',
    crossingThreshold: 0.8
  }
});

// Execute a transaction with dimensional targeting
const result = await wallet.createTransaction({
  recipient: 'wallet_789',
  amount: 50.75,
  currency: 'USD'
}, {
  targetDimension: 7,               // Target the 7D dimension
  dimensionalCrossing: 'adaptive'   // Allow adaptive dimensional crossing
});

// Import necessary modules
import { DragonFireClient } from '@dragonfire/client';
import { WalletClient } from '@dragonfire/wallet-client';
import { CacheClient } from '@dragonfire/cache-client';

// Initialize clients
const dragonfire = new DragonFireClient({ apiKey: 'YOUR_API_KEY' });
await dragonfire.connect();

const wallet = new WalletClient(dragonfire);
const cache = new CacheClient(dragonfire);

// Configure cache integration for vector trading
await wallet.configureCacheIntegration({
  // Connect to DragonFire Cache
  cacheClient: cache,
  
  // Cache settings
  settings: {
    pathCacheTTL: 3600000,          // Path cache TTL (1 hour)
    transactionCacheTTL: 300000,    // Transaction cache TTL (5 minutes)
    precomputeCacheSize: 10000,     // Size of precompute cache
    resultCacheEnabled: true,       // Enable result caching
    statsCacheEnabled: true,        // Enable statistics caching
    
    // Cache optimization
    cacheOptimization: 'phi',       // Phi-resonant cache optimization
    cacheDimensionality: 3,         // Cache dimensionality
    compressCache: true,            // Enable cache compression
    priorityLevels: 3               // Cache priority levels
  }
});

// Execute a transaction with cache integration
const result = await wallet.createTransaction({
  recipient: 'wallet_789',
  amount: 50.75,
  currency: 'USD'
}, {
  useCache: true,                   // Use cache for transaction
  cachePriority: 'high',            // High cache priority
  invalidateCache: false            // Don't invalidate cache
});

// Configure adaptive optimization
await wallet.configureAdaptiveOptimization({
  // Learning settings
  learning: {
    enabled: true,
    learningRate: 0.05,             // 5% learning rate
    adaptationSpeed: 'balanced',    // Balanced adaptation speed
    patternRecognition: true,       // Enable pattern recognition
    anomalyDetection: true          // Enable anomaly detection
  },
  
  // Adaptation targets
  adaptTargets: {
    vectorPattern: true,            // Adapt vector pattern
    dimensionality: true,           // Adapt dimensionality
    routingStrategy: true,          // Adapt routing strategy
    cacheStrategy: true,            // Adapt cache strategy
    portMapping: true               // Adapt port mapping
  },
  
  // Constraints
  constraints: {
    minEfficiency: 0.7,             // Minimum efficiency threshold
    maxLatency: 5,                  // Maximum latency (ms)
    safetyMargin: 0.1,              // 10% safety margin
    fallbackPattern: 'phi'          // Default fallback pattern
  }
});

// Execute transactions with adaptive optimization
// The system will automatically optimize over time
const result = await wallet.createTransaction({
  recipient: 'wallet_123',
  amount: 100,
  currency: 'USD'
}, {
  adaptiveOptimization: true        // Enable adaptive optimization
});

// Import necessary modules
import { DragonFireClient } from '@dragonfire/client';
import { WalletClient } from '@dragonfire/wallet-client';
import { PortClient } from '@dragonfire/ports-client';

// Initialize clients
const dragonfire = new DragonFireClient({ apiKey: 'YOUR_API_KEY' });
await dragonfire.connect();

const wallet = new WalletClient(dragonfire);
const ports = new PortClient(dragonfire);

// Configure port integration for vector trading
await wallet.configurePortIntegration({
  // Connect to Ports client
  portClient: ports,
  
  // Port routing settings
  portRouting: {
    defaultPort: 'FINANCE',               // Default port for transactions
    portMappingStrategy: 'geometric',     // Geometric port mapping
    crossPortEnabled: true,               // Enable cross-port operations
    geometricCoherence: true,             // Maintain geometric coherence
    
    // Port-specific settings
    portSettings: {
      'FINANCE': {
        priority: 'highest',              // Highest priority for FINANCE port
        optimizationPattern: 'triangle',  // Triangular optimization
        resonanceThreshold: 0.9           // High resonance threshold
      },
      'USER': {
        priority: 'high',                 // High priority for USER port
        optimizationPattern: 'line',      // Linear optimization
        resonanceThreshold: 0.8           // Standard resonance threshold
      }
    }
  }
});

// Execute a transaction with port-specific routing
const result = await wallet.createTransaction({
  recipient: 'wallet_789',
  amount: 50.75,
  currency: 'USD'
}, {
  // Port routing options
  portRouting: {
    primaryPort: 'FINANCE',               // Primary port (FINANCE - triangle)
    supportPorts: ['USER', 'STORAGE'],    // Support ports for the transaction
    portPath: 'FINANCE → USER → FINANCE', // Explicit port path
    optimizePath: true                    // Optimize the port path
  }
});

// Analyze transaction geometry
const geometry = await wallet.analyzeTransactionGeometry('tx_123456789', {
  dimensionalMap: true,            // Generate dimensional map
  geometricVisualization: true,    // Generate visualization
  portPathAnalysis: true,          // Analyze port path
  resonanceScore: true             // Calculate resonance score
});

console.log('Transaction geometry:');
console.log('Geometric form:', geometry.form);
console.log('Dimensional structure:', geometry.dimensionalStructure);
console.log('Port path:', geometry.portPath);
console.log('Resonance score:', geometry.resonanceScore);
console.log('Optimization rating:', geometry.optimizationRating);

// Visualize the transaction geometry
const visualization = await wallet.visualizeTransactionGeometry('tx_123456789', {
  format: '3d',                    // 3D visualization
  highlightPortCrossings: true,    // Highlight port crossings
  showOptimalPath: true,           // Show optimal path
  colorScheme: 'phi-resonant'      // Phi-resonant color scheme
});

// Measure vector trading performance
const performanceMetrics = await wallet.measureVectorPerformance({
  // Test parameters
  testDuration: 60000,             // 60-second test
  transactionCount: 10000,         // 10,000 test transactions
  transactionSize: 'mixed',        // Mixed transaction sizes
  concurrencyLevel: 'maximum',     // Maximum concurrency
  
  // Measurement settings
  measurements: {
    throughput: true,              // Measure throughput (ops/sec)
    latency: true,                 // Measure latency (ms)
    resourceUsage: true,           // Measure resource usage
    errorRate: true,               // Measure error rate
    pathEfficiency: true,          // Measure path efficiency
    portUtilization: true          // Measure port utilization
  }
});

console.log('Vector performance metrics:');
console.log('Average throughput:', performanceMetrics.throughput.average, 'ops/sec');
console.log('Peak throughput:', performanceMetrics.throughput.peak, 'ops/sec');
console.log('Average latency:', performanceMetrics.latency.average, 'ms');
console.log('99th percentile latency:', performanceMetrics.latency.p99, 'ms');
console.log('Error rate:', performanceMetrics.errorRate * 100, '%');
console.log('Average path efficiency:', performanceMetrics.pathEfficiency.average);
console.log('Resource utilization:', performanceMetrics.resourceUsage.cpuPercent, '% CPU');

// Generate performance visualization
const visualization = await wallet.visualizePerformance(performanceMetrics, {
  format: 'interactive',          // Interactive visualization
  metrics: ['throughput', 'latency', 'efficiency'],
  timeResolution: 'second',       // Per-second resolution
  highlightAnomalities: true      // Highlight anomalies
});

// Get performance optimization recommendations
const recommendations = await wallet.getPerformanceRecommendations({
  // Analysis scope
  basedOn: {
    recentTransactions: true,     // Analyze recent transactions
    systemConfiguration: true,    // Analyze system configuration
    resourceConstraints: true,    // Consider resource constraints
    timeRange: {                  // Time range for analysis
      start: new Date(Date.now() - 86400000), // Last 24 hours
      end: new Date()
    }
  },
  
  // Recommendation options
  options: {
    maxRecommendations: 5,        // Maximum number of recommendations
    minImpactPercent: 5,          // Minimum 5% impact
    focusAreas: [                 // Focus areas
      'throughput',
      'latency',
      'reliability'
    ],
    implementationDifficulty: 'all' // All difficulty levels
  }
});

console.log('Performance optimization recommendations:');
recommendations.forEach((rec, index) => {
  console.log(`Recommendation ${index + 1}: ${rec.title}`);
  console.log(`Description: ${rec.description}`);
  console.log(`Expected impact: ${rec.impactPercent}% improvement in ${rec.impactArea}`);
  console.log(`Implementation difficulty: ${rec.difficulty}`);
  console.log(`Implementation steps: ${rec.implementationSteps.join(', ')}`);
  console.log('---');
});

// Vector Trading Implementation Example
// -----------------------------------------

// Import necessary modules
import { DragonFireClient } from '@dragonfire/client';
import { WalletClient } from '@dragonfire/wallet-client';
import { PortClient } from '@dragonfire/ports-client';
import { CacheClient } from '@dragonfire/cache-client';

// Initialize the DragonFire ecosystem
async function initializeDragonFire() {
  // Connect to DragonFire
  const dragonfire = new DragonFireClient({
    apiKey: 'YOUR_API_KEY',
    region: 'us-west',
    securityLevel: 'high'
  });
  await dragonfire.connect();
  
  // Initialize clients
  const wallet = new WalletClient(dragonfire);
  const ports = new PortClient(dragonfire);
  const cache = new CacheClient(dragonfire);
  
  // Configure the vector trading environment
  await wallet.configureVectorTrading({
    defaultPattern: 'phi',
    dimensionality: 7,
    optimizationLevel: 'maximum',