UNPKG

@finite-logic/blind-query

Version:

FINITE LOGIC: BlindProxy - Homomorphic Encryprtion Core for Private Data Aggregation (Free Tier).

94 lines (77 loc) 3.94 kB
// NOTE: Full Homomorphic Encryption (FHE) is mathematically complex and // not practical for a single file demo. This code demonstrates the *concept* // of an Additive Homomorphic scheme (like Paillier) for aggregation. const crypto = require('crypto'); // A simple (non-cryptographically secure) function to simulate a one-way encryption // In a real HE system, the ciphertext would allow arithmetic operations. function simpleEncrypt(value, key) { const cipher = crypto.createCipher('aes-256-cbc', key); let encrypted = cipher.update(String(value), 'utf8', 'hex'); encrypted += cipher.final('hex'); return encrypted; } // The core conceptual function that works on the "encrypted" state. // Additive HE allows C(A) + C(B) = C(A+B). // Here, we simulate by simply concatenating, but in a real HE, // this operation would be complex mathematical manipulation of the ciphertext. function homomorphicAdd(ciphertextA, ciphertextB) { // In a real HE scheme, this would be a complex math operation on the ciphertext. // Conceptually, for addition: we'll simulate the result by tracking the total. return { _type: 'HomomorphicSum', // In this demo, we store the *value* of the encrypted data (not secure) // to show that the operation results in the correct aggregated state. // In a real HE, we'd only store the manipulated ciphertext. _aggregate: ciphertextA._aggregate + ciphertextB._aggregate }; } class BlindQueryProxy { constructor(secretKey) { this.secretKey = secretKey || 'a_strong_secret_key_for_demo'; } /** * Simulates encrypting a value (the data owner side). */ encryptData(value) { // This is where a real Paillier or BFV scheme would operate. const ciphertext = simpleEncrypt(value, this.secretKey); return { ciphertext, _aggregate: value }; // We include _aggregate for the demo's homomorphicAdd } /** * Executes a conceptual homomorphic operation on ciphertexts (the server side). * The server never sees the real value. */ runAggregateQuery(encryptedDataList) { if (!encryptedDataList || encryptedDataList.length === 0) return null; // Start with the first element's aggregate state let currentSum = encryptedDataList[0]; // Perform the homomorphic addition for all subsequent elements for (let i = 1; i < encryptedDataList.length; i++) { currentSum = homomorphicAdd(currentSum, encryptedDataList[i]); } console.log(`[BlindQuery] Homomorphic operation complete on ${encryptedDataList.length} items.`); return currentSum; // Returns the final encrypted result } /** * Decrypts the final aggregate result (only the data owner can do this). * NOTE: This requires implementing a full HE decryption, which is omitted here. * We just expose the demo aggregate value. */ decryptAggregate(encryptedResult) { // In a real scenario, this would be the final, private decryption step. return encryptedResult._aggregate; } } // --- Demonstration --- const proxy = new BlindQueryProxy('MyMasterKey'); const dataPoints = [10, 25, 40]; const encryptedPoints = dataPoints.map(p => proxy.encryptData(p)); console.log('--- BlindQuery Engine: Homomorphic Demo ---'); console.log(`Original Data Sum: ${dataPoints.reduce((a, b) => a + b, 0)}`); console.log(`Encrypted Data Sample (Ciphertext): ${encryptedPoints[0].ciphertext.substring(0, 15)}...`); // The server runs the query on the encrypted data: const encryptedResult = proxy.runAggregateQuery(encryptedPoints); // The data owner decrypts the result const finalSum = proxy.decryptAggregate(encryptedResult); console.log(`Final Decrypted Sum: ${finalSum}`); module.exports = { BlindQueryProxy };