unlearning-TEE

The sgx implementation of paper: Proof of Unlearning: Definitions and Instantiation

Prerequisite

1. Install SGX SDK and Driver

   Follow the instructions of linux-sgx to build and install SGX SDK and Driver

2. Install SGX SSL Library

   Follow the instructions of intel-sgx-ssl to build and install SGX SSL Library

3. Install SGX DNNL Library

   Follow the instructions of sgx-dnnl to build and install SGX DNNL Library

Test

1. Data Preparation

   cd datasets/purchase && python3 prepare_data.py
   

2. Data Shard

   cd python && python3 distribution.py
   

3. Build

   make SGX_MODE=HW
   

4. Running Test

   python3 python/test.py
   

Implementation Detail

1. Data structure implementation and basic data/memory operation is in Enclave/Enclave.cpp

2. Neural Network structure implementation for Purchase Dataset is in Enclave/purchase_arch.cpp

3. Outside operation API implementation is in APP/App.cpp