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GitHub - calanquee/PP-Stream-Project: Source code of our ICDE'24 paper, "PP-Stream: Toward High-Performance Privacy-Preserving Neural Network Inference via Distributed Stream Processing"

What is this repository for?

  • [ICDE'24] PP-Stream: Toward High-Performance Privacy-Preserving Neural Network Inference via Distributed Stream Processing

Dependencies

  • c++17
  • cmake (3.20.0)
  • m4 (1.4.18)
  • gmp (6.2.0)
  • zeromq (4.2.2)
  • boost (1.73+)
  • NumCpp
  • AF-Stream

How to run it?

Step 1: code preparation

  • source code
    • modelprovider/afstream-0.2.0/apps/paillier_worker/
    • dataprovider/afstream-0.2.0/apps/paillier_worker/
    • dataprovider/SP
  • configuration files
    • modelprovider/afstream-0.2.0/conf/paillier_worker/paillier_worker.ini
    • dataprovider/afstream-0.2.0/conf/paillier_worker/paillier_worker.ini
  • key files
    • publicdata/paillier_pub_key.txt
    • publicdata/paillier_priv_key.txt

Step 2: build and compile executable files

cd modelprovider/afstream-0.2.0/apps/paillier_worker
make

cd dataprovider/afstream-0.2.0/apps/paillier_worker
make

cd dataprovider/SP
make

Step 3: execute

# In modelprovider/afstream-0.2.0/apps/paillier_worker/:
# In terminal 1: 
./conv_cm_worker ../../conf/paillier_worker/paillier_worker.ini CONV_CM_Worker1 0

# In terminal 2:
./fc2_cm_worker ../../conf/paillier_worker/paillier_worker.ini FC2_CM_Worker1 0

# Interminal 3:
./fc3_cm_worker ../../conf/paillier_worker/paillier_worker.ini FC3_CM_Worker1 0

# In dataprovider/afstream-0.2.0/apps/paillier_worker/:
# In terminal 4:
./relu_cm_worker ../../conf/paillier_worker/paillier_worker.ini ReLU_CM_Worker1 0

# In terminal 5:
./relu_merge_worker ../../conf/paillier_worker/paillier_worker.ini ReLU_Merge_Worker1 0

# In terminal 6:
./relu_cm_worker ../../conf/paillier_worker/paillier_worker.ini ReLU2_CM_Worker1 0

# In terminal 7:
./relu_merge_worker ../../conf/paillier_worker/paillier_worker.ini ReLU2_Merge_Worker1 0

# In terminal 8:
./fc3_merge_worker ../../conf/paillier_worker/paillier_worker.ini FC3_Merge_Worker1 0

In dataprovider/SP (send encrypted tensor to model provider):
# In terminal 9:
./service_provider1

Acknowledgement

  • Thank Boyang Xia for his contributions and comments to the early version of this project.