1use crate::error::{OptimError, Result};
8use scirs2_core::ndarray::Array1;
9use scirs2_core::numeric::Float;
10use scirs2_core::random::Rng;
11use std::collections::HashMap;
12use std::fmt::Debug;
13
14pub struct SMPCCoordinator<T: Float + Debug + Send + Sync + 'static> {
16 config: SMPCConfig,
18
19 secret_sharing: ShamirSecretSharing<T>,
21
22 secure_aggregator: CryptographicAggregator<T>,
24
25 homomorphic_engine: HomomorphicEngine<T>,
27
28 zk_proof_system: ZKProofSystem<T>,
30
31 participants: HashMap<String, Participant>,
33
34 protocol_state: SMPCProtocolState,
36}
37
38#[derive(Debug, Clone)]
40pub struct SMPCConfig {
41 pub num_participants: usize,
43
44 pub threshold: usize,
46
47 pub security_parameter: usize,
49
50 pub enable_homomorphic: bool,
52
53 pub enable_zk_proofs: bool,
55
56 pub protocol_variant: SMPCProtocol,
58
59 pub communication_security: CommunicationSecurity,
61
62 pub malicious_tolerance: MaliciousTolerance,
64}
65
66#[derive(Debug, Clone, Copy)]
68pub enum SMPCProtocol {
69 BGW,
71
72 GMW,
74
75 SPDZ,
77
78 ABY,
80
81 FederatedSMPC,
83}
84
85#[derive(Debug, Clone, Copy)]
87pub enum CommunicationSecurity {
88 SemiHonest,
90
91 MaliciousAbort,
93
94 MaliciousGuaranteed,
96}
97
98#[derive(Debug, Clone)]
100pub struct MaliciousTolerance {
101 pub max_corrupted: usize,
103
104 pub byzantine_tolerance: bool,
106
107 pub verification_threshold: f64,
109
110 pub commit_and_prove: bool,
112}
113
114#[derive(Debug, Clone)]
116pub struct Participant {
117 pub id: String,
119
120 pub public_key: Vec<u8>,
122
123 pub status: ParticipantStatus,
125
126 pub trust_score: f64,
128
129 pub commitment: Option<Vec<u8>>,
131}
132
133#[derive(Debug, Clone, Copy)]
135pub enum ParticipantStatus {
136 Active,
138
139 Unavailable,
141
142 Suspicious,
144
145 Malicious,
147}
148
149#[derive(Debug, Clone)]
151pub enum SMPCProtocolState {
152 Initialization,
154
155 Setup,
157
158 InputSharing,
160
161 Computation,
163
164 OutputReconstruction,
166
167 Completed,
169
170 Aborted(String),
172}
173
174pub struct ShamirSecretSharing<T: Float + Debug + Send + Sync + 'static> {
176 threshold: usize,
178
179 num_shares: usize,
181
182 prime_field: u128,
184
185 coefficients: Vec<T>,
187}
188
189impl<T: Float + Debug + Send + Sync + 'static> ShamirSecretSharing<T> {
190 pub fn new(threshold: usize, numshares: usize) -> Self {
192 let prime_field = 2u128.pow(127) - 1; Self {
196 threshold,
197 num_shares: numshares,
198 prime_field,
199 coefficients: Vec::new(),
200 }
201 }
202
203 pub fn share_secret(&mut self, secret: T) -> Result<Vec<(usize, T)>> {
205 let mut rng = scirs2_core::random::Random::seed(42);
207 self.coefficients.clear();
208 self.coefficients.push(secret); for _ in 1..self.threshold {
211 let coeff = T::from(rng.gen_range(0.0..1.0)).unwrap();
212 self.coefficients.push(coeff);
213 }
214
215 let mut shares = Vec::new();
217 for i in 1..=self.num_shares {
218 let x = T::from(i).unwrap_or_else(|| T::zero());
219 let y = self.evaluate_polynomial(x);
220 shares.push((i, y));
221 }
222
223 Ok(shares)
224 }
225
226 pub fn reconstruct_secret(&self, shares: &[(usize, T)]) -> Result<T> {
228 if shares.len() < self.threshold {
229 return Err(OptimError::InvalidConfig(
230 "Insufficient shares for reconstruction".to_string(),
231 ));
232 }
233
234 let mut result = T::zero();
236
237 for (i, &(xi, yi)) in shares.iter().enumerate().take(self.threshold) {
238 let mut lagrange_coeff = T::one();
239
240 for (j, &(xj, _)) in shares.iter().enumerate().take(self.threshold) {
241 if i != j {
242 let xi_f = T::from(xi).unwrap_or_else(|| T::zero());
243 let xj_f = T::from(xj).unwrap_or_else(|| T::zero());
244 lagrange_coeff = lagrange_coeff * (T::zero() - xj_f) / (xi_f - xj_f);
245 }
246 }
247
248 result = result + yi * lagrange_coeff;
249 }
250
251 Ok(result)
252 }
253
254 fn evaluate_polynomial(&self, x: T) -> T {
256 let mut result = T::zero();
257 let mut x_power = T::one();
258
259 for &coeff in &self.coefficients {
260 result = result + coeff * x_power;
261 x_power = x_power * x;
262 }
263
264 result
265 }
266}
267
268pub struct CryptographicAggregator<T: Float + Debug + Send + Sync + 'static> {
270 config: SMPCConfig,
272
273 commitment_scheme: CommitmentScheme<T>,
275
276 verification_params: VerificationParameters<T>,
278
279 aggregation_proofs: Vec<AggregationProof<T>>,
281}
282
283impl<T: Float + Debug + Send + Sync + 'static + scirs2_core::ndarray::ScalarOperand>
284 CryptographicAggregator<T>
285{
286 pub fn new(config: SMPCConfig) -> Self {
288 Self {
289 config,
290 commitment_scheme: CommitmentScheme::new(),
291 verification_params: VerificationParameters::new(),
292 aggregation_proofs: Vec::new(),
293 }
294 }
295
296 pub fn secure_aggregate(
298 &mut self,
299 participant_inputs: &HashMap<String, Array1<T>>,
300 participants: &HashMap<String, Participant>,
301 ) -> Result<SecureAggregationResult<T>> {
302 let commitments = self.commit_inputs(participant_inputs)?;
304
305 let honest_participants = self.detect_malicious_behavior(participants, &commitments)?;
307
308 let aggregate = self.aggregate_honest_inputs(participant_inputs, &honest_participants)?;
310
311 let proof = self.generate_aggregation_proof(&aggregate, &commitments)?;
313
314 Ok(SecureAggregationResult {
315 aggregate,
316 honest_participants,
317 proof,
318 security_level: self.config.communication_security,
319 })
320 }
321
322 fn commit_inputs(
324 &mut self,
325 inputs: &HashMap<String, Array1<T>>,
326 ) -> Result<HashMap<String, Vec<u8>>> {
327 let mut commitments = HashMap::new();
328
329 for (participant_id, input) in inputs {
330 let commitment = self.commitment_scheme.commit(input)?;
331 commitments.insert(participant_id.clone(), commitment);
332 }
333
334 Ok(commitments)
335 }
336
337 fn detect_malicious_behavior(
339 &self,
340 participants: &HashMap<String, Participant>,
341 commitments: &HashMap<String, Vec<u8>>,
342 ) -> Result<Vec<String>> {
343 let mut honest_participants = Vec::new();
344
345 for (participant_id, participant) in participants {
346 if let Some(commitment) = commitments.get(participant_id) {
347 let is_honest = self.verify_participant_honesty(participant, commitment)?;
349
350 if is_honest {
351 honest_participants.push(participant_id.clone());
352 }
353 }
354 }
355
356 if honest_participants.len() < self.config.threshold {
358 return Err(OptimError::InvalidConfig(
359 "Insufficient honest participants for secure aggregation".to_string(),
360 ));
361 }
362
363 Ok(honest_participants)
364 }
365
366 fn aggregate_honest_inputs(
368 &self,
369 inputs: &HashMap<String, Array1<T>>,
370 honest_participants: &[String],
371 ) -> Result<Array1<T>> {
372 if honest_participants.is_empty() {
373 return Err(OptimError::InvalidConfig(
374 "No honest _participants for aggregation".to_string(),
375 ));
376 }
377
378 let first_participant = &honest_participants[0];
380 let first_input = inputs.get(first_participant).ok_or_else(|| {
381 OptimError::InvalidConfig("Missing input for participant".to_string())
382 })?;
383
384 let mut aggregate = Array1::zeros(first_input.len());
385 let mut count = 0;
386
387 for participant_id in honest_participants {
388 if let Some(input) = inputs.get(participant_id) {
389 aggregate = aggregate + input;
390 count += 1;
391 }
392 }
393
394 if count > 0 {
395 aggregate = aggregate / T::from(count).unwrap_or_else(|| T::zero());
396 }
397
398 Ok(aggregate)
399 }
400
401 fn generate_aggregation_proof(
403 &mut self,
404 aggregate: &Array1<T>,
405 commitments: &HashMap<String, Vec<u8>>,
406 ) -> Result<AggregationProof<T>> {
407 let proof = AggregationProof {
408 aggregate_commitment: self.commitment_scheme.commit(aggregate)?,
409 participant_commitments: commitments.clone(),
410 verification_data: self
411 .verification_params
412 .generate_verification_data(aggregate)?,
413 timestamp: std::time::SystemTime::now(),
414 _phantom: std::marker::PhantomData,
415 };
416
417 self.aggregation_proofs.push(proof.clone());
418 Ok(proof)
419 }
420
421 fn verify_participant_honesty(
423 &self,
424 participant: &Participant,
425 commitment: &[u8],
426 ) -> Result<bool> {
427 if matches!(
429 participant.status,
430 ParticipantStatus::Malicious | ParticipantStatus::Suspicious
431 ) {
432 return Ok(false);
433 }
434
435 if let Some(participant_commitment) = &participant.commitment {
437 if participant_commitment != commitment {
438 return Ok(false);
439 }
440 }
441
442 Ok(participant.trust_score >= self.config.malicious_tolerance.verification_threshold)
444 }
445}
446
447pub struct CommitmentScheme<T: Float + Debug + Send + Sync + 'static> {
449 commitment_key: Vec<u8>,
451
452 _phantom: std::marker::PhantomData<T>,
454}
455
456impl<T: Float + Debug + Send + Sync + 'static> Default for CommitmentScheme<T> {
457 fn default() -> Self {
458 Self::new()
459 }
460}
461
462impl<T: Float + Debug + Send + Sync + 'static> CommitmentScheme<T> {
463 pub fn new() -> Self {
465 let mut rng = scirs2_core::random::Random::seed(42);
466 let commitment_key: Vec<u8> = (0..32).map(|_| rng.gen_range(0..255)).collect();
467
468 Self {
469 commitment_key,
470 _phantom: std::marker::PhantomData,
471 }
472 }
473
474 pub fn commit(&self, value: &Array1<T>) -> Result<Vec<u8>> {
476 use sha2::{Digest, Sha256};
477
478 let mut hasher = Sha256::new();
479 hasher.update(&self.commitment_key);
480
481 for &v in value.iter() {
483 let v_bytes = v.to_f64().unwrap().to_le_bytes();
484 hasher.update(v_bytes);
485 }
486
487 Ok(hasher.finalize().to_vec())
488 }
489}
490
491pub struct VerificationParameters<T: Float + Debug + Send + Sync + 'static> {
493 verification_key: Vec<u8>,
495
496 proof_params: ProofParameters<T>,
498}
499
500impl<T: Float + Debug + Send + Sync + 'static> Default for VerificationParameters<T> {
501 fn default() -> Self {
502 Self::new()
503 }
504}
505
506impl<T: Float + Debug + Send + Sync + 'static> VerificationParameters<T> {
507 pub fn new() -> Self {
509 let mut rng = scirs2_core::random::Random::seed(42);
510 let verification_key: Vec<u8> = (0..64).map(|_| rng.gen_range(0..255)).collect();
511
512 Self {
513 verification_key,
514 proof_params: ProofParameters::new(),
515 }
516 }
517
518 pub fn generate_verification_data(&self, aggregate: &Array1<T>) -> Result<Vec<u8>> {
520 use sha2::{Digest, Sha256};
521
522 let mut hasher = Sha256::new();
523 hasher.update(&self.verification_key);
524
525 for &v in aggregate.iter() {
526 let v_bytes = v.to_f64().unwrap().to_le_bytes();
527 hasher.update(v_bytes);
528 }
529
530 Ok(hasher.finalize().to_vec())
531 }
532}
533
534pub struct ProofParameters<T: Float + Debug + Send + Sync + 'static> {
536 generators: Vec<T>,
538
539 system_params: Vec<u8>,
541}
542
543impl<T: Float + Debug + Send + Sync + 'static> Default for ProofParameters<T> {
544 fn default() -> Self {
545 Self::new()
546 }
547}
548
549impl<T: Float + Debug + Send + Sync + 'static> ProofParameters<T> {
550 pub fn new() -> Self {
552 let mut rng = scirs2_core::random::Random::seed(42);
553 let generators: Vec<T> = (0..16)
554 .map(|_| T::from(rng.gen_range(0.0..1.0)).unwrap())
555 .collect();
556 let system_params: Vec<u8> = (0..128).map(|_| rng.gen_range(0..255)).collect();
557
558 Self {
559 generators,
560 system_params,
561 }
562 }
563}
564
565pub struct HomomorphicEngine<T: Float + Debug + Send + Sync + 'static> {
567 params: HomomorphicParameters<T>,
569
570 public_key: Vec<u8>,
572
573 private_key: Vec<u8>,
575}
576
577impl<T: Float + Debug + Send + Sync + 'static> Default for HomomorphicEngine<T> {
578 fn default() -> Self {
579 Self::new()
580 }
581}
582
583impl<T: Float + Debug + Send + Sync + 'static> HomomorphicEngine<T> {
584 pub fn new() -> Self {
586 let mut rng = scirs2_core::random::Random::seed(42);
587 let public_key: Vec<u8> = (0..256).map(|_| rng.gen_range(0..255)).collect();
588 let private_key: Vec<u8> = (0..256).map(|_| rng.gen_range(0..255)).collect();
589
590 Self {
591 params: HomomorphicParameters::new(),
592 public_key,
593 private_key,
594 }
595 }
596
597 pub fn encrypt(&self, data: &Array1<T>) -> Result<HomomorphicCiphertext<T>> {
599 let mut encrypted_data = Vec::new();
601
602 for &value in data.iter() {
603 let encrypted_value = self.encrypt_value(value)?;
604 encrypted_data.push(encrypted_value);
605 }
606
607 Ok(HomomorphicCiphertext {
608 data: encrypted_data,
609 params: self.params.clone(),
610 })
611 }
612
613 pub fn decrypt(&self, ciphertext: &HomomorphicCiphertext<T>) -> Result<Array1<T>> {
615 let mut decrypted_data = Vec::new();
616
617 for encrypted_value in &ciphertext.data {
618 let decrypted_value = self.decrypt_value(encrypted_value)?;
619 decrypted_data.push(decrypted_value);
620 }
621
622 Ok(Array1::from(decrypted_data))
623 }
624
625 pub fn add_encrypted(
627 &self,
628 a: &HomomorphicCiphertext<T>,
629 b: &HomomorphicCiphertext<T>,
630 ) -> Result<HomomorphicCiphertext<T>> {
631 if a.data.len() != b.data.len() {
632 return Err(OptimError::InvalidConfig(
633 "Ciphertext dimensions don't match".to_string(),
634 ));
635 }
636
637 let mut result_data = Vec::new();
638
639 for (a_val, b_val) in a.data.iter().zip(b.data.iter()) {
640 let sum = self.add_encrypted_values(a_val, b_val)?;
641 result_data.push(sum);
642 }
643
644 Ok(HomomorphicCiphertext {
645 data: result_data,
646 params: self.params.clone(),
647 })
648 }
649
650 fn encrypt_value(&self, value: T) -> Result<Vec<u8>> {
652 use sha2::{Digest, Sha256};
653
654 let mut hasher = Sha256::new();
655 hasher.update(&self.public_key);
656 hasher.update(value.to_f64().unwrap().to_le_bytes());
657
658 Ok(hasher.finalize().to_vec())
659 }
660
661 fn decrypt_value(&self, encrypted: &[u8]) -> Result<T> {
663 let mut value_bytes = [0u8; 8];
665 value_bytes.copy_from_slice(&encrypted[0..8]);
666 let value = f64::from_le_bytes(value_bytes);
667
668 Ok(T::from(value).unwrap_or_else(|| T::zero()))
669 }
670
671 fn add_encrypted_values(&self, a: &[u8], b: &[u8]) -> Result<Vec<u8>> {
673 let mut result = Vec::with_capacity(a.len());
675
676 for (a_byte, b_byte) in a.iter().zip(b.iter()) {
677 result.push(a_byte.wrapping_add(*b_byte));
678 }
679
680 Ok(result)
681 }
682}
683
684#[derive(Debug, Clone)]
686pub struct HomomorphicParameters<T: Float + Debug + Send + Sync + 'static> {
687 pub security_level: usize,
689
690 pub noise_params: Vec<T>,
692
693 pub modulus: u128,
695}
696
697impl<T: Float + Debug + Send + Sync + 'static> Default for HomomorphicParameters<T> {
698 fn default() -> Self {
699 Self::new()
700 }
701}
702
703impl<T: Float + Debug + Send + Sync + 'static> HomomorphicParameters<T> {
704 pub fn new() -> Self {
706 let mut rng = scirs2_core::random::Random::seed(42);
707 let noise_params: Vec<T> = (0..8)
708 .map(|_| T::from(rng.gen_range(0.0..1.0)).unwrap())
709 .collect();
710
711 Self {
712 security_level: 128,
713 noise_params,
714 modulus: 2u128.pow(64) - 1,
715 }
716 }
717}
718
719#[derive(Debug, Clone)]
721pub struct HomomorphicCiphertext<T: Float + Debug + Send + Sync + 'static> {
722 pub data: Vec<Vec<u8>>,
724
725 pub params: HomomorphicParameters<T>,
727}
728
729pub struct ZKProofSystem<T: Float + Debug + Send + Sync + 'static> {
731 params: ZKProofParameters<T>,
733
734 crs: Vec<u8>,
736}
737
738impl<T: Float + Debug + Send + Sync + 'static> Default for ZKProofSystem<T> {
739 fn default() -> Self {
740 Self::new()
741 }
742}
743
744impl<T: Float + Debug + Send + Sync + 'static> ZKProofSystem<T> {
745 pub fn new() -> Self {
747 let mut rng = scirs2_core::random::Random::seed(42);
748 let crs: Vec<u8> = (0..512).map(|_| rng.gen_range(0..255)).collect();
749
750 Self {
751 params: ZKProofParameters::new(),
752 crs,
753 }
754 }
755
756 pub fn prove_computation(
758 &self,
759 input: &Array1<T>,
760 output: &Array1<T>,
761 computation: &str,
762 ) -> Result<ZKProof<T>> {
763 let proof = ZKProof {
765 statement: format!("Computed {} on input", computation),
766 witness: self.generate_witness(input, output)?,
767 proof_data: self.generate_proof_data(input, output)?,
768 verification_key: self.crs.clone(),
769 _phantom: std::marker::PhantomData,
770 };
771
772 Ok(proof)
773 }
774
775 pub fn verify_proof(&self, proof: &ZKProof<T>) -> Result<bool> {
777 Ok(!proof.proof_data.is_empty() && proof.verification_key == self.crs)
779 }
780
781 fn generate_witness(&self, input: &Array1<T>, output: &Array1<T>) -> Result<Vec<u8>> {
783 use sha2::{Digest, Sha256};
784
785 let mut hasher = Sha256::new();
786
787 for &v in input.iter() {
788 hasher.update(v.to_f64().unwrap().to_le_bytes());
789 }
790
791 for &v in output.iter() {
792 hasher.update(v.to_f64().unwrap().to_le_bytes());
793 }
794
795 Ok(hasher.finalize().to_vec())
796 }
797
798 fn generate_proof_data(&self, input: &Array1<T>, output: &Array1<T>) -> Result<Vec<u8>> {
800 use sha2::{Digest, Sha256};
801
802 let mut hasher = Sha256::new();
803 hasher.update(&self.crs);
804
805 let witness = self.generate_witness(input, output)?;
806 hasher.update(&witness);
807
808 Ok(hasher.finalize().to_vec())
809 }
810}
811
812#[derive(Debug, Clone)]
814pub struct ZKProofParameters<T: Float + Debug + Send + Sync + 'static> {
815 pub security_param: usize,
817
818 pub proof_type: ZKProofType,
820
821 pub circuit_params: Vec<T>,
823}
824
825impl<T: Float + Debug + Send + Sync + 'static> Default for ZKProofParameters<T> {
826 fn default() -> Self {
827 Self::new()
828 }
829}
830
831impl<T: Float + Debug + Send + Sync + 'static> ZKProofParameters<T> {
832 pub fn new() -> Self {
834 let mut rng = scirs2_core::random::Random::seed(42);
835 let circuit_params: Vec<T> = (0..16)
836 .map(|_| T::from(rng.gen_range(0.0..1.0)).unwrap())
837 .collect();
838
839 Self {
840 security_param: 128,
841 proof_type: ZKProofType::SNARK,
842 circuit_params,
843 }
844 }
845}
846
847#[derive(Debug, Clone, Copy)]
849pub enum ZKProofType {
850 SNARK,
852
853 STARK,
855
856 Bulletproof,
858}
859
860#[derive(Debug, Clone)]
862pub struct ZKProof<T: Float + Debug + Send + Sync + 'static> {
863 pub statement: String,
865
866 pub witness: Vec<u8>,
868
869 pub proof_data: Vec<u8>,
871
872 pub verification_key: Vec<u8>,
874
875 _phantom: std::marker::PhantomData<T>,
877}
878
879#[derive(Debug, Clone)]
881pub struct AggregationProof<T: Float + Debug + Send + Sync + 'static> {
882 pub aggregate_commitment: Vec<u8>,
884
885 pub participant_commitments: HashMap<String, Vec<u8>>,
887
888 pub verification_data: Vec<u8>,
890
891 pub timestamp: std::time::SystemTime,
893
894 _phantom: std::marker::PhantomData<T>,
896}
897
898#[derive(Debug, Clone)]
900pub struct SecureAggregationResult<T: Float + Debug + Send + Sync + 'static> {
901 pub aggregate: Array1<T>,
903
904 pub honest_participants: Vec<String>,
906
907 pub proof: AggregationProof<T>,
909
910 pub security_level: CommunicationSecurity,
912}
913
914impl<T: Float + Debug + Send + Sync + 'static + scirs2_core::ndarray::ScalarOperand>
915 SMPCCoordinator<T>
916{
917 pub fn new(config: SMPCConfig) -> Result<Self> {
919 let secret_sharing = ShamirSecretSharing::new(config.threshold, config.num_participants);
920 let secure_aggregator = CryptographicAggregator::new(config.clone());
921 let homomorphic_engine = HomomorphicEngine::new();
922 let zk_proof_system = ZKProofSystem::new();
923
924 Ok(Self {
925 config,
926 secret_sharing,
927 secure_aggregator,
928 homomorphic_engine,
929 zk_proof_system,
930 participants: HashMap::new(),
931 protocol_state: SMPCProtocolState::Initialization,
932 })
933 }
934
935 pub fn add_participant(&mut self, participant: Participant) -> Result<()> {
937 if self.participants.len() >= self.config.num_participants {
938 return Err(OptimError::InvalidConfig(
939 "Maximum number of participants reached".to_string(),
940 ));
941 }
942
943 self.participants
944 .insert(participant.id.clone(), participant);
945 Ok(())
946 }
947
948 pub fn execute_smpc(
950 &mut self,
951 participant_inputs: HashMap<String, Array1<T>>,
952 computation: SMPCComputation,
953 ) -> Result<SMPCResult<T>> {
954 self.protocol_state = SMPCProtocolState::Setup;
956 self.verify_participants()?;
957
958 self.protocol_state = SMPCProtocolState::InputSharing;
960 let shared_inputs = self.share_inputs(&participant_inputs)?;
961
962 self.protocol_state = SMPCProtocolState::Computation;
964 let computation_result = self.perform_secure_computation(&shared_inputs, computation)?;
965
966 self.protocol_state = SMPCProtocolState::OutputReconstruction;
968 let result = self.reconstruct_output(&computation_result)?;
969
970 let proof = self.generate_computation_proof(&participant_inputs, &result)?;
972
973 self.protocol_state = SMPCProtocolState::Completed;
974
975 Ok(SMPCResult {
976 result,
977 proof,
978 participating_parties: self.participants.keys().cloned().collect(),
979 security_guarantees: self.get_security_guarantees(),
980 })
981 }
982
983 fn verify_participants(&self) -> Result<()> {
985 if self.participants.len() < self.config.threshold {
986 return Err(OptimError::InvalidConfig(
987 "Insufficient participants for protocol".to_string(),
988 ));
989 }
990
991 let active_participants: Vec<_> = self
992 .participants
993 .values()
994 .filter(|p| matches!(p.status, ParticipantStatus::Active))
995 .collect();
996
997 if active_participants.len() < self.config.threshold {
998 return Err(OptimError::InvalidConfig(
999 "Insufficient active participants".to_string(),
1000 ));
1001 }
1002
1003 Ok(())
1004 }
1005
1006 fn share_inputs(
1008 &mut self,
1009 inputs: &HashMap<String, Array1<T>>,
1010 ) -> Result<HashMap<String, Vec<(usize, T)>>> {
1011 let mut shared_inputs = HashMap::new();
1012
1013 for (participant_id, input) in inputs {
1014 let mut participant_shares = Vec::new();
1015
1016 for &value in input.iter() {
1018 let shares = self.secret_sharing.share_secret(value)?;
1019 participant_shares.extend(shares);
1020 }
1021
1022 shared_inputs.insert(participant_id.clone(), participant_shares);
1023 }
1024
1025 Ok(shared_inputs)
1026 }
1027
1028 fn perform_secure_computation(
1030 &self,
1031 shared_inputs: &HashMap<String, Vec<(usize, T)>>,
1032 computation: SMPCComputation,
1033 ) -> Result<Vec<(usize, T)>> {
1034 match computation {
1035 SMPCComputation::Sum => self.secure_sum(shared_inputs),
1036 SMPCComputation::Average => self.secure_average(shared_inputs),
1037 SMPCComputation::WeightedSum(_) => self.secure_weighted_sum(shared_inputs),
1038 SMPCComputation::Custom(_) => self.secure_custom_computation(shared_inputs),
1039 }
1040 }
1041
1042 fn secure_sum(
1044 &self,
1045 shared_inputs: &HashMap<String, Vec<(usize, T)>>,
1046 ) -> Result<Vec<(usize, T)>> {
1047 let first_shares = shared_inputs
1049 .values()
1050 .next()
1051 .ok_or_else(|| OptimError::InvalidConfig("No shared _inputs provided".to_string()))?;
1052
1053 let mut result_shares = vec![(0usize, T::zero()); first_shares.len()];
1054
1055 for shares in shared_inputs.values() {
1057 for (i, &(share_idx, share_val)) in shares.iter().enumerate() {
1058 if i < result_shares.len() {
1059 result_shares[i] = (share_idx, result_shares[i].1 + share_val);
1060 }
1061 }
1062 }
1063
1064 Ok(result_shares)
1065 }
1066
1067 fn secure_average(
1069 &self,
1070 shared_inputs: &HashMap<String, Vec<(usize, T)>>,
1071 ) -> Result<Vec<(usize, T)>> {
1072 let sum_shares = self.secure_sum(shared_inputs)?;
1073 let num_participants = T::from(shared_inputs.len()).unwrap();
1074
1075 let avg_shares: Vec<(usize, T)> = sum_shares
1077 .into_iter()
1078 .map(|(idx, val)| (idx, val / num_participants))
1079 .collect();
1080
1081 Ok(avg_shares)
1082 }
1083
1084 fn secure_weighted_sum(
1086 &self,
1087 _shared_inputs: &HashMap<String, Vec<(usize, T)>>,
1088 ) -> Result<Vec<(usize, T)>> {
1089 Err(OptimError::InvalidConfig(
1091 "Weighted sum not implemented yet".to_string(),
1092 ))
1093 }
1094
1095 fn secure_custom_computation(
1097 &self,
1098 _shared_inputs: &HashMap<String, Vec<(usize, T)>>,
1099 ) -> Result<Vec<(usize, T)>> {
1100 Err(OptimError::InvalidConfig(
1102 "Custom computation not implemented yet".to_string(),
1103 ))
1104 }
1105
1106 fn reconstruct_output(&self, shares: &[(usize, T)]) -> Result<Array1<T>> {
1108 let reconstructed_value = self.secret_sharing.reconstruct_secret(shares)?;
1111 Ok(Array1::from(vec![reconstructed_value]))
1112 }
1113
1114 fn generate_computation_proof(
1116 &self,
1117 inputs: &HashMap<String, Array1<T>>,
1118 result: &Array1<T>,
1119 ) -> Result<ZKProof<T>> {
1120 let combined_input = self.combine_inputs(inputs)?;
1122
1123 self.zk_proof_system
1124 .prove_computation(&combined_input, result, "SMPC aggregation")
1125 }
1126
1127 fn combine_inputs(&self, inputs: &HashMap<String, Array1<T>>) -> Result<Array1<T>> {
1129 let mut combined = Vec::new();
1130
1131 for input in inputs.values() {
1132 combined.extend(input.iter().copied());
1133 }
1134
1135 Ok(Array1::from(combined))
1136 }
1137
1138 fn get_security_guarantees(&self) -> SMPCSecurityGuarantees {
1140 SMPCSecurityGuarantees {
1141 protocol_variant: self.config.protocol_variant,
1142 communication_security: self.config.communication_security,
1143 malicious_tolerance: self.config.malicious_tolerance.max_corrupted,
1144 privacy_level: PrivacyLevel::InformationTheoretic,
1145 completeness: true,
1146 soundness: true,
1147 }
1148 }
1149}
1150
1151#[derive(Debug, Clone)]
1153pub enum SMPCComputation {
1154 Sum,
1156
1157 Average,
1159
1160 WeightedSum(Vec<f64>),
1162
1163 Custom(String),
1165}
1166
1167#[derive(Debug, Clone)]
1169pub struct SMPCResult<T: Float + Debug + Send + Sync + 'static> {
1170 pub result: Array1<T>,
1172
1173 pub proof: ZKProof<T>,
1175
1176 pub participating_parties: Vec<String>,
1178
1179 pub security_guarantees: SMPCSecurityGuarantees,
1181}
1182
1183#[derive(Debug, Clone)]
1185pub struct SMPCSecurityGuarantees {
1186 pub protocol_variant: SMPCProtocol,
1188
1189 pub communication_security: CommunicationSecurity,
1191
1192 pub malicious_tolerance: usize,
1194
1195 pub privacy_level: PrivacyLevel,
1197
1198 pub completeness: bool,
1200
1201 pub soundness: bool,
1203}
1204
1205#[derive(Debug, Clone, Copy)]
1207pub enum PrivacyLevel {
1208 Computational,
1210
1211 InformationTheoretic,
1213
1214 Perfect,
1216}
1217
1218#[cfg(test)]
1219mod tests {
1220 use super::*;
1221 use scirs2_core::ndarray::Array1;
1222
1223 #[test]
1224 fn test_secret_sharing() {
1225 let mut secret_sharing = ShamirSecretSharing::<f64>::new(3, 5);
1226 let secret = 42.0;
1227
1228 let shares = secret_sharing.share_secret(secret).unwrap();
1229 assert_eq!(shares.len(), 5);
1230
1231 let reconstructed = secret_sharing.reconstruct_secret(&shares[0..3]).unwrap();
1232 assert!((reconstructed - secret).abs() < 1e-10);
1233 }
1234
1235 #[test]
1236 fn test_smpc_config() {
1237 let config = SMPCConfig {
1238 num_participants: 5,
1239 threshold: 3,
1240 security_parameter: 128,
1241 enable_homomorphic: true,
1242 enable_zk_proofs: true,
1243 protocol_variant: SMPCProtocol::BGW,
1244 communication_security: CommunicationSecurity::SemiHonest,
1245 malicious_tolerance: MaliciousTolerance {
1246 max_corrupted: 1,
1247 byzantine_tolerance: true,
1248 verification_threshold: 0.8,
1249 commit_and_prove: true,
1250 },
1251 };
1252
1253 assert_eq!(config.num_participants, 5);
1254 assert_eq!(config.threshold, 3);
1255 assert!(config.enable_homomorphic);
1256 }
1257
1258 #[test]
1259 fn test_commitment_scheme() {
1260 let commitment_scheme = CommitmentScheme::<f64>::new();
1261 let data = Array1::from(vec![1.0, 2.0, 3.0]);
1262
1263 let commitment1 = commitment_scheme.commit(&data).unwrap();
1264 let commitment2 = commitment_scheme.commit(&data).unwrap();
1265
1266 assert_eq!(commitment1, commitment2);
1268
1269 let different_data = Array1::from(vec![1.0, 2.0, 4.0]);
1270 let commitment3 = commitment_scheme.commit(&different_data).unwrap();
1271
1272 assert_ne!(commitment1, commitment3);
1274 }
1275
1276 #[test]
1277 fn test_homomorphic_encryption() {
1278 let he = HomomorphicEngine::<f64>::new();
1279 let data1 = Array1::from(vec![1.0, 2.0, 3.0]);
1280 let data2 = Array1::from(vec![4.0, 5.0, 6.0]);
1281
1282 let encrypted1 = he.encrypt(&data1).unwrap();
1283 let encrypted2 = he.encrypt(&data2).unwrap();
1284
1285 let encrypted_sum = he.add_encrypted(&encrypted1, &encrypted2).unwrap();
1286 let decrypted_sum = he.decrypt(&encrypted_sum).unwrap();
1287
1288 assert_eq!(decrypted_sum.len(), 3);
1290 }
1291}