Enterprise-grade decentralized AI infrastructure enabling privacy-preserving model execution with blockchain-verified integrity.
- Local Model Serving: ONNX/TensorRT runtime with GPU acceleration
- Federated Learning: Secure model aggregation (Paillier HE + ZKP)
- Model Marketplace: NFT-based model distribution
- Privacy Swaps: P2P data exchange with zk-SNARKs
- Solana Program: On-chain model registry & inference verification
- Chainlink Adapter: Trustless oracle for real-world data
- DAO Governance: Reputation-weighted voting system
- Proof of Compute: GPU-based consensus mechanism
- Confidential Execution: SGX/TEE support
- Compliance Ready: GDPR/SOC2 audit trails
- Zero-Knowledge ML: zkCNN/zkRNN proof systems
- Runtime Integrity: BLAKE3 + Ed25519 signatures
graph TD
%% User Layer
A[User Client] -->|Submit Task| B{SCORIA Program}
A -->|Query Models| D[[Model Registry]]
A -->|Verify Proofs| J[Proof Explorer]
%% Blockchain Layer
subgraph Solana MainNet
B -->|Record State| C[(State Accounts)]
C -->|Model Metadata| D
B -->|Verify Proof| E[ZK Verifier]
E --> F[Proof Ledger]
end
%% AI Execution Layer
subgraph Local Engine
D --> G[Model Loader]
G --> H[Secure Enclave]
H -->|GPU Acceleration| I[TensorRT/ONNX Runtime]
I -->|Generate Proofs| E
end
%% Privacy Layer
subgraph Privacy Network
K[Federated Nodes] -->|Secure Aggregation| L[[Global Model]]
L -->|Encrypted Updates| M[HE Vault]
M -->|Threshold Decrypt| G
end
%% Infrastructure Layer
subgraph Backend Services
N[(PostgreSQL)] --> O[Analytics API]
P[(Redis Cache)] --> Q[Session Manager]
R[Kafka Streams] --> S[Event Processor]
end
%% Monitoring
subgraph Observability
T[Prometheus] --> U[Grafana Dashboard]
V[ELK Stack] --> W[Audit Trail]
X[Health Check] --> Y[Auto-Scaling]
end
%% Tooling
subgraph Dev Tools
Z[Anchor CLI] --> B
AA[ONNX Toolkit] --> G
AB[Circuit Compiler] --> E
end
%% External Adapters
CC[[Chainlink Oracle]] --> B
DD[[IPFS Storage]] --> D
EE[[Wormhole Bridge]] --> K
style A fill:#4b9be1,color:white
style B fill:#666699,color:white
style D fill:#ff9966
style E fill:#99cc00
style H fill:#c71585
style L fill:#20b2aa
style CC fill:#375bd2
style EE fill:#8a2be2
Layer | Components |
---|---|
Blockchain | Solana CLI 1.14, Anchor Framework, Wormhole Bridge |
AI Runtime | ONNX Runtime 1.15, TensorRT 8.6, CUDA 12.2 |
Privacy | Circom 2.1.5, Halo2, SEAL (Microsoft HE) |
Infrastructure | Redis 7.0, PostgreSQL 15, Kafka 3.4 |
Monitoring | Prometheus 2.45, Grafana 10.1, ELK Stack 8.9 |
- Rust 1.72+ (nightly)
- Solana CLI 1.14.7
- Node.js 18.16+
- CUDA Toolkit 12.2
- PostgreSQL 15
# 1. Clone repository
git clone --recurse-submodules https://github.com/yourorg/scoria-ai.git
# 2. Install core dependencies
./scripts/install_deps.sh --with-gpu --with-chainlink
# 3. Configure environment
cp .env.example .env
# Edit .env with your Solana RPC endpoints and DB credentials
# 4. Build all components
make all
# 5. Run verification tests
make test-e2e
# With GPU acceleration
scoria-node start \
--model-repo ./models \
--gpu 0 \
--privacy-level enterprise
import { ScoriaClient } from '@scoria/client';
const client = new ScoriaClient({
cluster: 'mainnet-beta',
wallet: new AnchorWallet(signer)
});
const result = await client.submitInferenceTask({
model: 'resnet50-v2.1',
inputs: tensorData,
zkParams: {
proofSystem: 'halo2',
visibility: 'private'
}
});
// Submit local model update
let update = ModelUpdate::new(
local_model,
ZkProof::generate(
training_data_stats,
ComplianceProof::gdpr_compliant()
)
);
let tx = client.build_fl_update_transaction(update);
tx.sign(&wallet).await?;
- Cryptography: FIPS 140-3 Level 2 certified modules
- Smart Contracts: Certora formal verification
- Data Pipeline: GDPR Article 32 encryption
- SOC2 Type II (AI Inference Pipeline)
- ISO 27001 (Model Serving Infrastructure)
- HIPAA (Medical Use Cases)
Metric | Value (A100 80GB) |
---|---|
Inference Throughput | 12,500 TPS |
Proof Generation Time | 850 ms |
Model Load Latency | 120 ms |
Privacy Swap Bandwidth | 9.2 Gbps |
- Fork the repository
- Create feature branch (git checkout -b feature/amazing)
- Commit changes (git commit -m 'Add amazing feature')
- Push to branch (git push origin feature/amazing)
- Open Pull Request
- 100% test coverage for core components
- Zero unsafe code outside crypto modules
- Strict Clippy linter rules