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chore: import upstream snapshot with attribution
2026-07-13 12:02:19 +08:00

595 lines
20 KiB
TypeScript

/**
* RuVector PostgreSQL Bridge - Transactions Example
*
* This example demonstrates:
* - Multi-vector atomic updates using transactions
* - Savepoint usage for partial rollbacks
* - Error recovery strategies
* - Batch operations within transactions
*
* Run with: npx ts-node examples/ruvector/transactions.ts
*
* @module @claude-flow/plugins/examples/ruvector/transactions
*/
import {
createRuVectorBridge,
type RuVectorBridge,
type VectorRecord,
} from '../../src/integrations/ruvector/index.js';
// ============================================================================
// Configuration
// ============================================================================
const config = {
connection: {
host: process.env.POSTGRES_HOST || 'localhost',
port: parseInt(process.env.POSTGRES_PORT || '5432', 10),
database: process.env.POSTGRES_DB || 'vectors',
user: process.env.POSTGRES_USER || 'postgres',
password: process.env.POSTGRES_PASSWORD || 'postgres',
},
dimensions: 128,
};
// ============================================================================
// Helper Functions
// ============================================================================
/**
* Generate a random normalized embedding.
*/
function generateEmbedding(dim: number): number[] {
const vec = Array.from({ length: dim }, () => Math.random() * 2 - 1);
const mag = Math.sqrt(vec.reduce((s, v) => s + v * v, 0));
return vec.map(v => v / mag);
}
/**
* Sleep for a specified duration.
*/
function sleep(ms: number): Promise<void> {
return new Promise(resolve => setTimeout(resolve, ms));
}
// ============================================================================
// Transaction Wrapper Types
// ============================================================================
interface TransactionContext {
id: string;
startTime: number;
operations: Array<{
type: string;
target: string;
success: boolean;
duration: number;
}>;
}
interface TransactionResult<T> {
success: boolean;
result?: T;
error?: Error;
context: TransactionContext;
}
// ============================================================================
// Transaction Manager
// ============================================================================
/**
* Transaction manager for atomic vector operations.
* Note: This is a simulation - in production, use PostgreSQL's native transactions.
*/
class VectorTransactionManager {
private bridge: RuVectorBridge;
private activeTransactions: Map<string, TransactionContext> = new Map();
private savepointStack: Map<string, Array<{ name: string; snapshot: Map<string, VectorRecord> }>> = new Map();
constructor(bridge: RuVectorBridge) {
this.bridge = bridge;
}
/**
* Begin a new transaction.
*/
async begin(): Promise<TransactionContext> {
const txId = `tx_${Date.now()}_${Math.random().toString(36).slice(2, 8)}`;
const context: TransactionContext = {
id: txId,
startTime: Date.now(),
operations: [],
};
this.activeTransactions.set(txId, context);
this.savepointStack.set(txId, []);
console.log(` [TX ${txId.slice(0, 12)}] Transaction started`);
return context;
}
/**
* Create a savepoint within the transaction.
*/
async savepoint(context: TransactionContext, name: string, collection: string): Promise<void> {
const stack = this.savepointStack.get(context.id);
if (!stack) throw new Error('Transaction not found');
// Capture current state (simplified - in production, PostgreSQL handles this)
const snapshot = new Map<string, VectorRecord>();
// This is a simulation - in production, use SAVEPOINT SQL command
stack.push({ name, snapshot });
console.log(` [TX ${context.id.slice(0, 12)}] Savepoint '${name}' created`);
}
/**
* Rollback to a savepoint.
*/
async rollbackToSavepoint(context: TransactionContext, name: string): Promise<void> {
const stack = this.savepointStack.get(context.id);
if (!stack) throw new Error('Transaction not found');
// Find and remove savepoints up to and including the named one
let found = false;
while (stack.length > 0) {
const sp = stack.pop()!;
if (sp.name === name) {
found = true;
break;
}
}
if (!found) {
throw new Error(`Savepoint '${name}' not found`);
}
console.log(` [TX ${context.id.slice(0, 12)}] Rolled back to savepoint '${name}'`);
}
/**
* Commit the transaction.
*/
async commit(context: TransactionContext): Promise<void> {
const duration = Date.now() - context.startTime;
const successOps = context.operations.filter(op => op.success).length;
this.activeTransactions.delete(context.id);
this.savepointStack.delete(context.id);
console.log(
` [TX ${context.id.slice(0, 12)}] Committed ` +
`(${successOps}/${context.operations.length} ops, ${duration}ms)`
);
}
/**
* Rollback the transaction.
*/
async rollback(context: TransactionContext, reason?: string): Promise<void> {
const duration = Date.now() - context.startTime;
this.activeTransactions.delete(context.id);
this.savepointStack.delete(context.id);
console.log(
` [TX ${context.id.slice(0, 12)}] Rolled back ` +
`(${reason || 'explicit rollback'}, ${duration}ms)`
);
}
/**
* Execute an operation within the transaction.
*/
async execute<T>(
context: TransactionContext,
operationType: string,
target: string,
operation: () => Promise<T>
): Promise<T> {
const startTime = performance.now();
let success = false;
try {
const result = await operation();
success = true;
return result;
} catch (error) {
throw error;
} finally {
const duration = performance.now() - startTime;
context.operations.push({
type: operationType,
target,
success,
duration,
});
}
}
/**
* Run a transaction with automatic commit/rollback.
*/
async run<T>(
fn: (context: TransactionContext) => Promise<T>
): Promise<TransactionResult<T>> {
const context = await this.begin();
try {
const result = await fn(context);
await this.commit(context);
return { success: true, result, context };
} catch (error) {
await this.rollback(context, (error as Error).message);
return { success: false, error: error as Error, context };
}
}
}
// ============================================================================
// Main Example
// ============================================================================
async function main(): Promise<void> {
console.log('RuVector PostgreSQL Bridge - Transactions Example');
console.log('===================================================\n');
const bridge: RuVectorBridge = createRuVectorBridge({
connectionString: `postgresql://${config.connection.user}:${config.connection.password}@${config.connection.host}:${config.connection.port}/${config.connection.database}`,
poolSize: 5,
});
const txManager = new VectorTransactionManager(bridge);
try {
await bridge.connect();
console.log('Connected to PostgreSQL\n');
// ========================================================================
// 1. Create Test Collection
// ========================================================================
console.log('1. Creating test collection...');
console.log(' ' + '-'.repeat(50));
await bridge.createCollection('transactions_demo', {
dimensions: config.dimensions,
distanceMetric: 'cosine',
indexType: 'hnsw',
});
console.log(' Collection created\n');
// ========================================================================
// 2. Simple Transaction - All or Nothing
// ========================================================================
console.log('2. Simple Transaction (All or Nothing)');
console.log(' ' + '-'.repeat(50));
const simpleResult = await txManager.run(async (ctx) => {
// Insert multiple vectors atomically
for (let i = 0; i < 5; i++) {
await txManager.execute(ctx, 'INSERT', `doc_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `doc_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 1, index: i },
});
});
}
return { inserted: 5 };
});
console.log(` Result: ${simpleResult.success ? 'Committed' : 'Rolled back'}`);
console.log(` Inserted: ${simpleResult.result?.inserted || 0} vectors\n`);
// ========================================================================
// 3. Transaction with Error - Automatic Rollback
// ========================================================================
console.log('3. Transaction with Error (Automatic Rollback)');
console.log(' ' + '-'.repeat(50));
const errorResult = await txManager.run(async (ctx) => {
// Insert some vectors
for (let i = 5; i < 8; i++) {
await txManager.execute(ctx, 'INSERT', `doc_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `doc_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 2, index: i },
});
});
}
// Simulate an error
throw new Error('Simulated processing error');
});
console.log(` Result: ${errorResult.success ? 'Committed' : 'Rolled back'}`);
console.log(` Error: ${errorResult.error?.message}`);
console.log(` Operations attempted: ${errorResult.context.operations.length}\n`);
// ========================================================================
// 4. Transaction with Savepoints
// ========================================================================
console.log('4. Transaction with Savepoints');
console.log(' ' + '-'.repeat(50));
const savepointResult = await txManager.run(async (ctx) => {
const results: string[] = [];
// First batch
for (let i = 10; i < 13; i++) {
await txManager.execute(ctx, 'INSERT', `doc_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `doc_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 3, index: i },
});
});
results.push(`doc_${i}`);
}
// Create savepoint after first batch
await txManager.savepoint(ctx, 'after_batch_1', 'transactions_demo');
// Second batch (will be rolled back)
try {
for (let i = 13; i < 16; i++) {
await txManager.execute(ctx, 'INSERT', `doc_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `doc_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 3, index: i },
});
// Simulate error on specific index
if (i === 14) {
throw new Error('Error in second batch');
}
});
results.push(`doc_${i}`);
}
} catch (error) {
console.log(` Error in second batch: ${(error as Error).message}`);
await txManager.rollbackToSavepoint(ctx, 'after_batch_1');
}
// Third batch (after savepoint rollback)
for (let i = 20; i < 22; i++) {
await txManager.execute(ctx, 'INSERT', `doc_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `doc_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 3, index: i, afterRollback: true },
});
});
results.push(`doc_${i}`);
}
return { inserted: results };
});
console.log(` Result: ${savepointResult.success ? 'Committed' : 'Rolled back'}`);
console.log(` Final inserted: ${savepointResult.result?.inserted?.join(', ')}\n`);
// ========================================================================
// 5. Batch Update Transaction
// ========================================================================
console.log('5. Batch Update Transaction');
console.log(' ' + '-'.repeat(50));
const updateResult = await txManager.run(async (ctx) => {
let updated = 0;
// Get existing documents
const searchResults = await bridge.search(
'transactions_demo',
generateEmbedding(config.dimensions),
{ k: 5, includeMetadata: true }
);
// Update each document with new embedding
for (const result of searchResults) {
await txManager.execute(ctx, 'UPDATE', result.id, async () => {
await bridge.update('transactions_demo', result.id, {
embedding: generateEmbedding(config.dimensions),
metadata: {
...result.metadata,
updatedAt: new Date().toISOString(),
version: ((result.metadata?.version as number) || 0) + 1,
},
});
});
updated++;
}
return { updated };
});
console.log(` Result: ${updateResult.success ? 'Committed' : 'Rolled back'}`);
console.log(` Updated: ${updateResult.result?.updated || 0} vectors\n`);
// ========================================================================
// 6. Conditional Transaction
// ========================================================================
console.log('6. Conditional Transaction (with validation)');
console.log(' ' + '-'.repeat(50));
const conditionalResult = await txManager.run(async (ctx) => {
// Check precondition
const stats = await bridge.getCollectionStats('transactions_demo');
console.log(` Current vector count: ${stats.vectorCount}`);
if (stats.vectorCount > 100) {
throw new Error('Collection already has too many vectors');
}
// Proceed with inserts if validation passes
for (let i = 30; i < 35; i++) {
await txManager.execute(ctx, 'INSERT', `cond_${i}`, async () => {
await bridge.insert('transactions_demo', {
id: `cond_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 'conditional', index: i },
});
});
}
return { inserted: 5 };
});
console.log(` Result: ${conditionalResult.success ? 'Committed' : 'Rolled back'}`);
if (conditionalResult.error) {
console.log(` Reason: ${conditionalResult.error.message}`);
} else {
console.log(` Inserted: ${conditionalResult.result?.inserted || 0} vectors`);
}
console.log();
// ========================================================================
// 7. Retry with Exponential Backoff
// ========================================================================
console.log('7. Transaction with Retry (Exponential Backoff)');
console.log(' ' + '-'.repeat(50));
const maxRetries = 3;
let retryCount = 0;
let finalSuccess = false;
while (retryCount < maxRetries && !finalSuccess) {
const attemptResult = await txManager.run(async (ctx) => {
// Simulate occasional failures
const shouldFail = retryCount < 2 && Math.random() > 0.5;
for (let i = 40; i < 42; i++) {
await txManager.execute(ctx, 'INSERT', `retry_${i}`, async () => {
if (shouldFail && i === 41) {
throw new Error('Transient error');
}
await bridge.insert('transactions_demo', {
id: `retry_${retryCount}_${i}`,
embedding: generateEmbedding(config.dimensions),
metadata: { batch: 'retry', attempt: retryCount },
});
});
}
return { inserted: 2 };
});
if (attemptResult.success) {
finalSuccess = true;
console.log(` Success on attempt ${retryCount + 1}`);
} else {
retryCount++;
if (retryCount < maxRetries) {
const backoffMs = Math.pow(2, retryCount) * 100;
console.log(` Attempt ${retryCount} failed, retrying in ${backoffMs}ms...`);
await sleep(backoffMs);
}
}
}
console.log(` Final result: ${finalSuccess ? 'Success' : 'Failed after ' + maxRetries + ' attempts'}\n`);
// ========================================================================
// 8. Optimistic Locking Pattern
// ========================================================================
console.log('8. Optimistic Locking Pattern');
console.log(' ' + '-'.repeat(50));
// Insert a document with version
await bridge.insert('transactions_demo', {
id: 'optimistic_lock_test',
embedding: generateEmbedding(config.dimensions),
metadata: { version: 1, data: 'initial' },
});
const optimisticResult = await txManager.run(async (ctx) => {
// Read current version
const current = await bridge.get('transactions_demo', 'optimistic_lock_test');
if (!current) throw new Error('Document not found');
const currentVersion = (current.metadata?.version as number) || 0;
console.log(` Current version: ${currentVersion}`);
// Simulate concurrent modification check
// In production, use a WHERE clause with version check
const expectedVersion = currentVersion;
// Update with version increment
await txManager.execute(ctx, 'UPDATE', 'optimistic_lock_test', async () => {
// Verify version hasn't changed (optimistic lock check)
const recheck = await bridge.get('transactions_demo', 'optimistic_lock_test');
if ((recheck?.metadata?.version as number) !== expectedVersion) {
throw new Error('Optimistic lock failed: version mismatch');
}
await bridge.update('transactions_demo', 'optimistic_lock_test', {
embedding: generateEmbedding(config.dimensions),
metadata: {
version: expectedVersion + 1,
data: 'updated',
updatedAt: new Date().toISOString(),
},
});
});
return { newVersion: expectedVersion + 1 };
});
console.log(` Result: ${optimisticResult.success ? 'Committed' : 'Rolled back'}`);
if (optimisticResult.success) {
console.log(` New version: ${optimisticResult.result?.newVersion}`);
}
console.log();
// ========================================================================
// 9. Transaction Metrics
// ========================================================================
console.log('9. Transaction Summary Metrics');
console.log(' ' + '-'.repeat(50));
// Collect metrics from all transactions
const stats = await bridge.getCollectionStats('transactions_demo');
console.log(` Final collection state:`);
console.log(` Total vectors: ${stats.vectorCount}`);
console.log(` Index type: ${stats.indexType}`);
console.log(` Index size: ${(stats.indexSizeBytes / 1024).toFixed(2)} KB`);
console.log();
// ========================================================================
// 10. Cleanup
// ========================================================================
console.log('10. Cleanup');
console.log(' ' + '-'.repeat(50));
// Uncomment to drop the collection
// await bridge.dropCollection('transactions_demo');
// console.log(' Collection dropped');
console.log(' Skipping collection drop (uncomment to enable)');
// ========================================================================
// Done
// ========================================================================
console.log('\n' + '='.repeat(55));
console.log('Transactions example completed!');
console.log('='.repeat(55));
} catch (error) {
console.error('Error:', error);
throw error;
} finally {
await bridge.disconnect();
console.log('\nDisconnected from PostgreSQL.');
}
}
main().catch(console.error);