Open Task RFP for Replicating circom-MP-SPDZ to support tfhe-rs

[mhchia]

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Open Task RFP for Replicating circom-MP-SPDZ to support tfhe-rs

Executive Summary

• Project Overview: Replicating circom-MP-SPDZ to support tfhe-rs.

Project Details

• Motivation:
  • This project will allow people to write Circom code and run FHE with the tfhe-rs framework, enabling more options for benchmarks and different use cases.
  • How to do it?
    • We can reuse the code in the circom-MP-SPDZ repo. Since the input files are generic and not limited to MP-SPDZ, we should be able to adapt the functions to generate circuits and inputs for tfhe-rs, allowing parties to easily run the tfhe-rs framework with the generated files.
• Scope of Work:
  • Task 0: Understand circom-MP-SPDZ
    • Read the circom-MP-SPDZ write-up and understand how it works.
    • Understand the circom-MP-SPDZ repo.
  • Task 1: Understand tfhe-rs and produce documentation for:
    • Supported features:
      • Types of gates (e.g., +, -, *, /, etc.)
      • Types of input (e.g., secret/constant integer, secret/constant fixed-point, etc.)
      • Security parameters
      • Number of parties supported
      • Best practices
      • etc.
    • How to use it with an example.
  • Task 2: Replicate circom-MP-SPDZ to circom-tfhe-rs
    • Fork the circom-MP-SPDZ repo and replace the dependency on MP-SPDZ with tfhe-rs.
    • Modify the code to generate circuits and inputs for tfhe-rs.
    • Modify the code to run the generated circuits and inputs with tfhe-rs.
    • Write unit tests for circuit generation, input generation, and circuit execution.
    • Write integration tests for the entire workflow for the example circuits: two_outputs and nn_circuit_small.
    • Write documentation for the entire workflow.
• Expected Outcomes: [Clearly state what successful completion of the project looks like.]
  • A library for people to run FHE with tfhe-rs, supporting the same functionality as circom-MP-SPDZ:
    • All operators defined here are supported.
      • If any operation is not supported, discuss with the grant liaison.
    • Documentation on how to use the library.
    • Tests that run example circuits correctly.
    • Support for secret integers and fixed-points, unless limited by the framework.

Qualifications

• Skills Required:
  • Circom, python
  • Knowledge in MPC/FHE, e.g. attended a course or similar experience
• Preferred Qualifications:
  • Experience in using tfhe-rs or other MPC/FHE frameworks

Administrative Details

• Grant Liaison(s):
  • Nam
    • GitHub
  • Kevin
    • GitHub
• Estimated Project Duration:
  • Estimation: 150 hours in total
    • Task 0 (30 hours): Understand circom-MP-SPDZ and how to adapt it to work with tfhe-rs.
    • Task 1 (30 hours): Understand tfhe-rs and produce documentation for what is supported and how to use it (with an example).
    • Task 2 (90 hours): Replicate circom-MP-SPDZ to circom-tfhe-rs.
• Project Complexity: Hard The grantee will need to
  • Understand the entire flow of circom-MP-SPDZ.
  • Know how tfhe-rs works from a high-level perspective and learn how to write circuits properly.

Additional Information

• Reference Material:
  • circom-MP-SPDZ write-up
  • circom-MP-SPDZ repo
  • tfhe-rs

Submission Details

• Proposal Deadline: The deadline for submitting proposals is the end of this round of the Acceleration Program. Refer to current round
• Submission Instructions: Please submit your proposal as an issue and link back to this issue in your proposal. Refer to proposal template for more details.

[hanbu97]

Hi, I'm interested in this project, but I'm a bit confused - how does tfhe-rs support MPC?

[mhchia]

@hanbu97

how does tfhe-rs support MPC

Ah, that's my mistake. I meant to say FHE instead of MPC.

[nooma-42]

@hanbu97 @mhchia Feel free to use discord channel to have a more real-time discussion

[mhchia]

Added milestones.

Milestones

Milestone 1: Understanding tfhe-rs and Documentation

• Estimated Duration: 45 hours
• FTE: 1
• Estimated Delivery Date: [Insert Date]

Deliverables and Specifications

1a. Documentation

• A comprehensive tutorial explaining tfhe-rs's domains, supported operations and data types (and how they are compatible with circom's operations, paying special attention to binary, arithmetic in prime field and ring $2^k$), security parameters, and number of parties supported.
• Best practices and caveats.
• Step-by-step guide on executing example scenarios (covering as much of the discovered knowledge above as possible for demonstration purposes) with tfhe-rs.

Milestone 2: Adaptation of circom-MP-SPDZ to circom-tfhe-rs

• Estimated Duration: 105 hours
• FTE: 1
• Estimated Delivery Date: [Insert Date]

Deliverables and Specifications

2a. Functionality: Generate Circuits for tfhe-rs from Bristol Circuit

Modify circom-MP-SPDZ code to generate tfhe-rs circuit output from circom-2-arithc.

2b. Functionality: Generate Inputs for tfhe-rs from circom-MP-SPDZ Inputs

Modify circom-MP-SPDZ code to generate inputs for tfhe-rs from the inputs defined in circom-MP-SPDZ.

2c. Functionality: Run the Generated tfhe-rs Circuits and Inputs

Modify circom-MP-SPDZ code to run tfhe-rs and get parsed outputs.

Application

Component 2c runs tfhe-rs with the circuits generated by component 2a with the inputs generated from component 2b.

2d. Testing Guide

• Proper unit test coverage (e.g., above 90%) for circuit generation, input generation, and circuit execution.
• Integration tests for example circuits like op_tests, naive_search, two_outputs, and nn_circuit_small (notice that you should expect some tricky issues here due to incompatibility between circom front end and tfhe-rs backend, and also some configurations are needed, see the original circom-MP-SPDZ for reference).

2e. Documentation

• Inline documentation of the code.
• Comprehensive documentation covering the entire workflow, from code modification to testing and execution.