use crate::error::{OptimError, Result};
use scirs2_core::ndarray::Array1;
use scirs2_core::numeric::Float;
use scirs2_core::random::Rng;
use std::collections::HashMap;
use std::fmt::Debug;
pub struct SMPCCoordinator<T: Float + Debug + Send + Sync + 'static> {
config: SMPCConfig,
secret_sharing: ShamirSecretSharing<T>,
secure_aggregator: CryptographicAggregator<T>,
homomorphic_engine: HomomorphicEngine<T>,
zk_proof_system: ZKProofSystem<T>,
participants: HashMap<String, Participant>,
protocol_state: SMPCProtocolState,
}
#[derive(Debug, Clone)]
pub struct SMPCConfig {
pub num_participants: usize,
pub threshold: usize,
pub security_parameter: usize,
pub enable_homomorphic: bool,
pub enable_zk_proofs: bool,
pub protocol_variant: SMPCProtocol,
pub communication_security: CommunicationSecurity,
pub malicious_tolerance: MaliciousTolerance,
}
#[derive(Debug, Clone, Copy)]
pub enum SMPCProtocol {
BGW,
GMW,
SPDZ,
ABY,
FederatedSMPC,
}
#[derive(Debug, Clone, Copy)]
pub enum CommunicationSecurity {
SemiHonest,
MaliciousAbort,
MaliciousGuaranteed,
}
#[derive(Debug, Clone)]
pub struct MaliciousTolerance {
pub max_corrupted: usize,
pub byzantine_tolerance: bool,
pub verification_threshold: f64,
pub commit_and_prove: bool,
}
#[derive(Debug, Clone)]
pub struct Participant {
pub id: String,
pub public_key: Vec<u8>,
pub status: ParticipantStatus,
pub trust_score: f64,
pub commitment: Option<Vec<u8>>,
}
#[derive(Debug, Clone, Copy)]
pub enum ParticipantStatus {
Active,
Unavailable,
Suspicious,
Malicious,
}
#[derive(Debug, Clone)]
pub enum SMPCProtocolState {
Initialization,
Setup,
InputSharing,
Computation,
OutputReconstruction,
Completed,
Aborted(String),
}
pub struct ShamirSecretSharing<T: Float + Debug + Send + Sync + 'static> {
threshold: usize,
num_shares: usize,
prime_field: u128,
coefficients: Vec<T>,
}
impl<T: Float + Debug + Send + Sync + 'static> ShamirSecretSharing<T> {
pub fn new(threshold: usize, numshares: usize) -> Self {
let prime_field = 2u128.pow(127) - 1;
Self {
threshold,
num_shares: numshares,
prime_field,
coefficients: Vec::new(),
}
}
pub fn share_secret(&mut self, secret: T) -> Result<Vec<(usize, T)>> {
let mut rng = scirs2_core::random::Random::seed(42);
self.coefficients.clear();
self.coefficients.push(secret);
for _ in 1..self.threshold {
let coeff = T::from(rng.gen_range(0.0..1.0)).expect("unwrap failed");
self.coefficients.push(coeff);
}
let mut shares = Vec::new();
for i in 1..=self.num_shares {
let x = T::from(i).unwrap_or_else(|| T::zero());
let y = self.evaluate_polynomial(x);
shares.push((i, y));
}
Ok(shares)
}
pub fn reconstruct_secret(&self, shares: &[(usize, T)]) -> Result<T> {
if shares.len() < self.threshold {
return Err(OptimError::InvalidConfig(
"Insufficient shares for reconstruction".to_string(),
));
}
let mut result = T::zero();
for (i, &(xi, yi)) in shares.iter().enumerate().take(self.threshold) {
let mut lagrange_coeff = T::one();
for (j, &(xj, _)) in shares.iter().enumerate().take(self.threshold) {
if i != j {
let xi_f = T::from(xi).unwrap_or_else(|| T::zero());
let xj_f = T::from(xj).unwrap_or_else(|| T::zero());
lagrange_coeff = lagrange_coeff * (T::zero() - xj_f) / (xi_f - xj_f);
}
}
result = result + yi * lagrange_coeff;
}
Ok(result)
}
fn evaluate_polynomial(&self, x: T) -> T {
let mut result = T::zero();
let mut x_power = T::one();
for &coeff in &self.coefficients {
result = result + coeff * x_power;
x_power = x_power * x;
}
result
}
}
pub struct CryptographicAggregator<T: Float + Debug + Send + Sync + 'static> {
config: SMPCConfig,
commitment_scheme: CommitmentScheme<T>,
verification_params: VerificationParameters<T>,
aggregation_proofs: Vec<AggregationProof<T>>,
}
impl<T: Float + Debug + Send + Sync + 'static + scirs2_core::ndarray::ScalarOperand>
CryptographicAggregator<T>
{
pub fn new(config: SMPCConfig) -> Self {
Self {
config,
commitment_scheme: CommitmentScheme::new(),
verification_params: VerificationParameters::new(),
aggregation_proofs: Vec::new(),
}
}
pub fn secure_aggregate(
&mut self,
participant_inputs: &HashMap<String, Array1<T>>,
participants: &HashMap<String, Participant>,
) -> Result<SecureAggregationResult<T>> {
let commitments = self.commit_inputs(participant_inputs)?;
let honest_participants = self.detect_malicious_behavior(participants, &commitments)?;
let aggregate = self.aggregate_honest_inputs(participant_inputs, &honest_participants)?;
let proof = self.generate_aggregation_proof(&aggregate, &commitments)?;
Ok(SecureAggregationResult {
aggregate,
honest_participants,
proof,
security_level: self.config.communication_security,
})
}
fn commit_inputs(
&mut self,
inputs: &HashMap<String, Array1<T>>,
) -> Result<HashMap<String, Vec<u8>>> {
let mut commitments = HashMap::new();
for (participant_id, input) in inputs {
let commitment = self.commitment_scheme.commit(input)?;
commitments.insert(participant_id.clone(), commitment);
}
Ok(commitments)
}
fn detect_malicious_behavior(
&self,
participants: &HashMap<String, Participant>,
commitments: &HashMap<String, Vec<u8>>,
) -> Result<Vec<String>> {
let mut honest_participants = Vec::new();
for (participant_id, participant) in participants {
if let Some(commitment) = commitments.get(participant_id) {
let is_honest = self.verify_participant_honesty(participant, commitment)?;
if is_honest {
honest_participants.push(participant_id.clone());
}
}
}
if honest_participants.len() < self.config.threshold {
return Err(OptimError::InvalidConfig(
"Insufficient honest participants for secure aggregation".to_string(),
));
}
Ok(honest_participants)
}
fn aggregate_honest_inputs(
&self,
inputs: &HashMap<String, Array1<T>>,
honest_participants: &[String],
) -> Result<Array1<T>> {
if honest_participants.is_empty() {
return Err(OptimError::InvalidConfig(
"No honest _participants for aggregation".to_string(),
));
}
let first_participant = &honest_participants[0];
let first_input = inputs.get(first_participant).ok_or_else(|| {
OptimError::InvalidConfig("Missing input for participant".to_string())
})?;
let mut aggregate = Array1::zeros(first_input.len());
let mut count = 0;
for participant_id in honest_participants {
if let Some(input) = inputs.get(participant_id) {
aggregate = aggregate + input;
count += 1;
}
}
if count > 0 {
aggregate = aggregate / T::from(count).unwrap_or_else(|| T::zero());
}
Ok(aggregate)
}
fn generate_aggregation_proof(
&mut self,
aggregate: &Array1<T>,
commitments: &HashMap<String, Vec<u8>>,
) -> Result<AggregationProof<T>> {
let proof = AggregationProof {
aggregate_commitment: self.commitment_scheme.commit(aggregate)?,
participant_commitments: commitments.clone(),
verification_data: self
.verification_params
.generate_verification_data(aggregate)?,
timestamp: std::time::SystemTime::now(),
_phantom: std::marker::PhantomData,
};
self.aggregation_proofs.push(proof.clone());
Ok(proof)
}
fn verify_participant_honesty(
&self,
participant: &Participant,
commitment: &[u8],
) -> Result<bool> {
if matches!(
participant.status,
ParticipantStatus::Malicious | ParticipantStatus::Suspicious
) {
return Ok(false);
}
if let Some(participant_commitment) = &participant.commitment {
if participant_commitment != commitment {
return Ok(false);
}
}
Ok(participant.trust_score >= self.config.malicious_tolerance.verification_threshold)
}
}
pub struct CommitmentScheme<T: Float + Debug + Send + Sync + 'static> {
commitment_key: Vec<u8>,
_phantom: std::marker::PhantomData<T>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for CommitmentScheme<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> CommitmentScheme<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let commitment_key: Vec<u8> = (0..32).map(|_| rng.gen_range(0..255)).collect();
Self {
commitment_key,
_phantom: std::marker::PhantomData,
}
}
pub fn commit(&self, value: &Array1<T>) -> Result<Vec<u8>> {
use sha2::{Digest, Sha256};
let mut hasher = Sha256::new();
hasher.update(&self.commitment_key);
for &v in value.iter() {
let v_bytes = v.to_f64().expect("unwrap failed").to_le_bytes();
hasher.update(v_bytes);
}
Ok(hasher.finalize().to_vec())
}
}
pub struct VerificationParameters<T: Float + Debug + Send + Sync + 'static> {
verification_key: Vec<u8>,
proof_params: ProofParameters<T>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for VerificationParameters<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> VerificationParameters<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let verification_key: Vec<u8> = (0..64).map(|_| rng.gen_range(0..255)).collect();
Self {
verification_key,
proof_params: ProofParameters::new(),
}
}
pub fn generate_verification_data(&self, aggregate: &Array1<T>) -> Result<Vec<u8>> {
use sha2::{Digest, Sha256};
let mut hasher = Sha256::new();
hasher.update(&self.verification_key);
for &v in aggregate.iter() {
let v_bytes = v.to_f64().expect("unwrap failed").to_le_bytes();
hasher.update(v_bytes);
}
Ok(hasher.finalize().to_vec())
}
}
pub struct ProofParameters<T: Float + Debug + Send + Sync + 'static> {
generators: Vec<T>,
system_params: Vec<u8>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for ProofParameters<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> ProofParameters<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let generators: Vec<T> = (0..16)
.map(|_| T::from(rng.gen_range(0.0..1.0)).expect("unwrap failed"))
.collect();
let system_params: Vec<u8> = (0..128).map(|_| rng.gen_range(0..255)).collect();
Self {
generators,
system_params,
}
}
}
pub struct HomomorphicEngine<T: Float + Debug + Send + Sync + 'static> {
params: HomomorphicParameters<T>,
public_key: Vec<u8>,
private_key: Vec<u8>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for HomomorphicEngine<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> HomomorphicEngine<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let public_key: Vec<u8> = (0..256).map(|_| rng.gen_range(0..255)).collect();
let private_key: Vec<u8> = (0..256).map(|_| rng.gen_range(0..255)).collect();
Self {
params: HomomorphicParameters::new(),
public_key,
private_key,
}
}
pub fn encrypt(&self, data: &Array1<T>) -> Result<HomomorphicCiphertext<T>> {
let mut encrypted_data = Vec::new();
for &value in data.iter() {
let encrypted_value = self.encrypt_value(value)?;
encrypted_data.push(encrypted_value);
}
Ok(HomomorphicCiphertext {
data: encrypted_data,
params: self.params.clone(),
})
}
pub fn decrypt(&self, ciphertext: &HomomorphicCiphertext<T>) -> Result<Array1<T>> {
let mut decrypted_data = Vec::new();
for encrypted_value in &ciphertext.data {
let decrypted_value = self.decrypt_value(encrypted_value)?;
decrypted_data.push(decrypted_value);
}
Ok(Array1::from(decrypted_data))
}
pub fn add_encrypted(
&self,
a: &HomomorphicCiphertext<T>,
b: &HomomorphicCiphertext<T>,
) -> Result<HomomorphicCiphertext<T>> {
if a.data.len() != b.data.len() {
return Err(OptimError::InvalidConfig(
"Ciphertext dimensions don't match".to_string(),
));
}
let mut result_data = Vec::new();
for (a_val, b_val) in a.data.iter().zip(b.data.iter()) {
let sum = self.add_encrypted_values(a_val, b_val)?;
result_data.push(sum);
}
Ok(HomomorphicCiphertext {
data: result_data,
params: self.params.clone(),
})
}
fn encrypt_value(&self, value: T) -> Result<Vec<u8>> {
use sha2::{Digest, Sha256};
let mut hasher = Sha256::new();
hasher.update(&self.public_key);
hasher.update(value.to_f64().expect("unwrap failed").to_le_bytes());
Ok(hasher.finalize().to_vec())
}
fn decrypt_value(&self, encrypted: &[u8]) -> Result<T> {
let mut value_bytes = [0u8; 8];
value_bytes.copy_from_slice(&encrypted[0..8]);
let value = f64::from_le_bytes(value_bytes);
Ok(T::from(value).unwrap_or_else(|| T::zero()))
}
fn add_encrypted_values(&self, a: &[u8], b: &[u8]) -> Result<Vec<u8>> {
let mut result = Vec::with_capacity(a.len());
for (a_byte, b_byte) in a.iter().zip(b.iter()) {
result.push(a_byte.wrapping_add(*b_byte));
}
Ok(result)
}
}
#[derive(Debug, Clone)]
pub struct HomomorphicParameters<T: Float + Debug + Send + Sync + 'static> {
pub security_level: usize,
pub noise_params: Vec<T>,
pub modulus: u128,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for HomomorphicParameters<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> HomomorphicParameters<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let noise_params: Vec<T> = (0..8)
.map(|_| T::from(rng.gen_range(0.0..1.0)).expect("unwrap failed"))
.collect();
Self {
security_level: 128,
noise_params,
modulus: 2u128.pow(64) - 1,
}
}
}
#[derive(Debug, Clone)]
pub struct HomomorphicCiphertext<T: Float + Debug + Send + Sync + 'static> {
pub data: Vec<Vec<u8>>,
pub params: HomomorphicParameters<T>,
}
pub struct ZKProofSystem<T: Float + Debug + Send + Sync + 'static> {
params: ZKProofParameters<T>,
crs: Vec<u8>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for ZKProofSystem<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> ZKProofSystem<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let crs: Vec<u8> = (0..512).map(|_| rng.gen_range(0..255)).collect();
Self {
params: ZKProofParameters::new(),
crs,
}
}
pub fn prove_computation(
&self,
input: &Array1<T>,
output: &Array1<T>,
computation: &str,
) -> Result<ZKProof<T>> {
let proof = ZKProof {
statement: format!("Computed {} on input", computation),
witness: self.generate_witness(input, output)?,
proof_data: self.generate_proof_data(input, output)?,
verification_key: self.crs.clone(),
_phantom: std::marker::PhantomData,
};
Ok(proof)
}
pub fn verify_proof(&self, proof: &ZKProof<T>) -> Result<bool> {
Ok(!proof.proof_data.is_empty() && proof.verification_key == self.crs)
}
fn generate_witness(&self, input: &Array1<T>, output: &Array1<T>) -> Result<Vec<u8>> {
use sha2::{Digest, Sha256};
let mut hasher = Sha256::new();
for &v in input.iter() {
hasher.update(v.to_f64().expect("unwrap failed").to_le_bytes());
}
for &v in output.iter() {
hasher.update(v.to_f64().expect("unwrap failed").to_le_bytes());
}
Ok(hasher.finalize().to_vec())
}
fn generate_proof_data(&self, input: &Array1<T>, output: &Array1<T>) -> Result<Vec<u8>> {
use sha2::{Digest, Sha256};
let mut hasher = Sha256::new();
hasher.update(&self.crs);
let witness = self.generate_witness(input, output)?;
hasher.update(&witness);
Ok(hasher.finalize().to_vec())
}
}
#[derive(Debug, Clone)]
pub struct ZKProofParameters<T: Float + Debug + Send + Sync + 'static> {
pub security_param: usize,
pub proof_type: ZKProofType,
pub circuit_params: Vec<T>,
}
impl<T: Float + Debug + Send + Sync + 'static> Default for ZKProofParameters<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: Float + Debug + Send + Sync + 'static> ZKProofParameters<T> {
pub fn new() -> Self {
let mut rng = scirs2_core::random::Random::seed(42);
let circuit_params: Vec<T> = (0..16)
.map(|_| T::from(rng.gen_range(0.0..1.0)).expect("unwrap failed"))
.collect();
Self {
security_param: 128,
proof_type: ZKProofType::SNARK,
circuit_params,
}
}
}
#[derive(Debug, Clone, Copy)]
pub enum ZKProofType {
SNARK,
STARK,
Bulletproof,
}
#[derive(Debug, Clone)]
pub struct ZKProof<T: Float + Debug + Send + Sync + 'static> {
pub statement: String,
pub witness: Vec<u8>,
pub proof_data: Vec<u8>,
pub verification_key: Vec<u8>,
_phantom: std::marker::PhantomData<T>,
}
#[derive(Debug, Clone)]
pub struct AggregationProof<T: Float + Debug + Send + Sync + 'static> {
pub aggregate_commitment: Vec<u8>,
pub participant_commitments: HashMap<String, Vec<u8>>,
pub verification_data: Vec<u8>,
pub timestamp: std::time::SystemTime,
_phantom: std::marker::PhantomData<T>,
}
#[derive(Debug, Clone)]
pub struct SecureAggregationResult<T: Float + Debug + Send + Sync + 'static> {
pub aggregate: Array1<T>,
pub honest_participants: Vec<String>,
pub proof: AggregationProof<T>,
pub security_level: CommunicationSecurity,
}
impl<T: Float + Debug + Send + Sync + 'static + scirs2_core::ndarray::ScalarOperand>
SMPCCoordinator<T>
{
pub fn new(config: SMPCConfig) -> Result<Self> {
let secret_sharing = ShamirSecretSharing::new(config.threshold, config.num_participants);
let secure_aggregator = CryptographicAggregator::new(config.clone());
let homomorphic_engine = HomomorphicEngine::new();
let zk_proof_system = ZKProofSystem::new();
Ok(Self {
config,
secret_sharing,
secure_aggregator,
homomorphic_engine,
zk_proof_system,
participants: HashMap::new(),
protocol_state: SMPCProtocolState::Initialization,
})
}
pub fn add_participant(&mut self, participant: Participant) -> Result<()> {
if self.participants.len() >= self.config.num_participants {
return Err(OptimError::InvalidConfig(
"Maximum number of participants reached".to_string(),
));
}
self.participants
.insert(participant.id.clone(), participant);
Ok(())
}
pub fn execute_smpc(
&mut self,
participant_inputs: HashMap<String, Array1<T>>,
computation: SMPCComputation,
) -> Result<SMPCResult<T>> {
self.protocol_state = SMPCProtocolState::Setup;
self.verify_participants()?;
self.protocol_state = SMPCProtocolState::InputSharing;
let shared_inputs = self.share_inputs(&participant_inputs)?;
self.protocol_state = SMPCProtocolState::Computation;
let computation_result = self.perform_secure_computation(&shared_inputs, computation)?;
self.protocol_state = SMPCProtocolState::OutputReconstruction;
let result = self.reconstruct_output(&computation_result)?;
let proof = self.generate_computation_proof(&participant_inputs, &result)?;
self.protocol_state = SMPCProtocolState::Completed;
Ok(SMPCResult {
result,
proof,
participating_parties: self.participants.keys().cloned().collect(),
security_guarantees: self.get_security_guarantees(),
})
}
fn verify_participants(&self) -> Result<()> {
if self.participants.len() < self.config.threshold {
return Err(OptimError::InvalidConfig(
"Insufficient participants for protocol".to_string(),
));
}
let active_participants: Vec<_> = self
.participants
.values()
.filter(|p| matches!(p.status, ParticipantStatus::Active))
.collect();
if active_participants.len() < self.config.threshold {
return Err(OptimError::InvalidConfig(
"Insufficient active participants".to_string(),
));
}
Ok(())
}
fn share_inputs(
&mut self,
inputs: &HashMap<String, Array1<T>>,
) -> Result<HashMap<String, Vec<(usize, T)>>> {
let mut shared_inputs = HashMap::new();
for (participant_id, input) in inputs {
let mut participant_shares = Vec::new();
for &value in input.iter() {
let shares = self.secret_sharing.share_secret(value)?;
participant_shares.extend(shares);
}
shared_inputs.insert(participant_id.clone(), participant_shares);
}
Ok(shared_inputs)
}
fn perform_secure_computation(
&self,
shared_inputs: &HashMap<String, Vec<(usize, T)>>,
computation: SMPCComputation,
) -> Result<Vec<(usize, T)>> {
match computation {
SMPCComputation::Sum => self.secure_sum(shared_inputs),
SMPCComputation::Average => self.secure_average(shared_inputs),
SMPCComputation::WeightedSum(_) => self.secure_weighted_sum(shared_inputs),
SMPCComputation::Custom(_) => self.secure_custom_computation(shared_inputs),
}
}
fn secure_sum(
&self,
shared_inputs: &HashMap<String, Vec<(usize, T)>>,
) -> Result<Vec<(usize, T)>> {
let first_shares = shared_inputs
.values()
.next()
.ok_or_else(|| OptimError::InvalidConfig("No shared _inputs provided".to_string()))?;
let mut result_shares = vec![(0usize, T::zero()); first_shares.len()];
for shares in shared_inputs.values() {
for (i, &(share_idx, share_val)) in shares.iter().enumerate() {
if i < result_shares.len() {
result_shares[i] = (share_idx, result_shares[i].1 + share_val);
}
}
}
Ok(result_shares)
}
fn secure_average(
&self,
shared_inputs: &HashMap<String, Vec<(usize, T)>>,
) -> Result<Vec<(usize, T)>> {
let sum_shares = self.secure_sum(shared_inputs)?;
let num_participants = T::from(shared_inputs.len()).expect("unwrap failed");
let avg_shares: Vec<(usize, T)> = sum_shares
.into_iter()
.map(|(idx, val)| (idx, val / num_participants))
.collect();
Ok(avg_shares)
}
fn secure_weighted_sum(
&self,
_shared_inputs: &HashMap<String, Vec<(usize, T)>>,
) -> Result<Vec<(usize, T)>> {
Err(OptimError::InvalidConfig(
"Weighted sum not implemented yet".to_string(),
))
}
fn secure_custom_computation(
&self,
_shared_inputs: &HashMap<String, Vec<(usize, T)>>,
) -> Result<Vec<(usize, T)>> {
Err(OptimError::InvalidConfig(
"Custom computation not implemented yet".to_string(),
))
}
fn reconstruct_output(&self, shares: &[(usize, T)]) -> Result<Array1<T>> {
let reconstructed_value = self.secret_sharing.reconstruct_secret(shares)?;
Ok(Array1::from(vec![reconstructed_value]))
}
fn generate_computation_proof(
&self,
inputs: &HashMap<String, Array1<T>>,
result: &Array1<T>,
) -> Result<ZKProof<T>> {
let combined_input = self.combine_inputs(inputs)?;
self.zk_proof_system
.prove_computation(&combined_input, result, "SMPC aggregation")
}
fn combine_inputs(&self, inputs: &HashMap<String, Array1<T>>) -> Result<Array1<T>> {
let mut combined = Vec::new();
for input in inputs.values() {
combined.extend(input.iter().copied());
}
Ok(Array1::from(combined))
}
fn get_security_guarantees(&self) -> SMPCSecurityGuarantees {
SMPCSecurityGuarantees {
protocol_variant: self.config.protocol_variant,
communication_security: self.config.communication_security,
malicious_tolerance: self.config.malicious_tolerance.max_corrupted,
privacy_level: PrivacyLevel::InformationTheoretic,
completeness: true,
soundness: true,
}
}
}
#[derive(Debug, Clone)]
pub enum SMPCComputation {
Sum,
Average,
WeightedSum(Vec<f64>),
Custom(String),
}
#[derive(Debug, Clone)]
pub struct SMPCResult<T: Float + Debug + Send + Sync + 'static> {
pub result: Array1<T>,
pub proof: ZKProof<T>,
pub participating_parties: Vec<String>,
pub security_guarantees: SMPCSecurityGuarantees,
}
#[derive(Debug, Clone)]
pub struct SMPCSecurityGuarantees {
pub protocol_variant: SMPCProtocol,
pub communication_security: CommunicationSecurity,
pub malicious_tolerance: usize,
pub privacy_level: PrivacyLevel,
pub completeness: bool,
pub soundness: bool,
}
#[derive(Debug, Clone, Copy)]
pub enum PrivacyLevel {
Computational,
InformationTheoretic,
Perfect,
}
#[cfg(test)]
mod tests {
use super::*;
use scirs2_core::ndarray::Array1;
#[test]
fn test_secret_sharing() {
let mut secret_sharing = ShamirSecretSharing::<f64>::new(3, 5);
let secret = 42.0;
let shares = secret_sharing.share_secret(secret).expect("unwrap failed");
assert_eq!(shares.len(), 5);
let reconstructed = secret_sharing
.reconstruct_secret(&shares[0..3])
.expect("unwrap failed");
assert!((reconstructed - secret).abs() < 1e-10);
}
#[test]
fn test_smpc_config() {
let config = SMPCConfig {
num_participants: 5,
threshold: 3,
security_parameter: 128,
enable_homomorphic: true,
enable_zk_proofs: true,
protocol_variant: SMPCProtocol::BGW,
communication_security: CommunicationSecurity::SemiHonest,
malicious_tolerance: MaliciousTolerance {
max_corrupted: 1,
byzantine_tolerance: true,
verification_threshold: 0.8,
commit_and_prove: true,
},
};
assert_eq!(config.num_participants, 5);
assert_eq!(config.threshold, 3);
assert!(config.enable_homomorphic);
}
#[test]
fn test_commitment_scheme() {
let commitment_scheme = CommitmentScheme::<f64>::new();
let data = Array1::from(vec![1.0, 2.0, 3.0]);
let commitment1 = commitment_scheme.commit(&data).expect("unwrap failed");
let commitment2 = commitment_scheme.commit(&data).expect("unwrap failed");
assert_eq!(commitment1, commitment2);
let different_data = Array1::from(vec![1.0, 2.0, 4.0]);
let commitment3 = commitment_scheme
.commit(&different_data)
.expect("unwrap failed");
assert_ne!(commitment1, commitment3);
}
#[test]
fn test_homomorphic_encryption() {
let he = HomomorphicEngine::<f64>::new();
let data1 = Array1::from(vec![1.0, 2.0, 3.0]);
let data2 = Array1::from(vec![4.0, 5.0, 6.0]);
let encrypted1 = he.encrypt(&data1).expect("unwrap failed");
let encrypted2 = he.encrypt(&data2).expect("unwrap failed");
let encrypted_sum = he
.add_encrypted(&encrypted1, &encrypted2)
.expect("unwrap failed");
let decrypted_sum = he.decrypt(&encrypted_sum).expect("unwrap failed");
assert_eq!(decrypted_sum.len(), 3);
}
}