concrete/backends/concrete-cuda/implementation

Concrete Cuda

Introduction

Concrete-cuda holds the code for GPU acceleration of Zama's variant of TFHE. It is one of the backends of the Concrete Compiler. It implements CUDA/C++ functions to perform homomorphic operations on LWE ciphertexts.

It provides functions to allocate memory on the GPU, to copy data back and forth between the CPU and the GPU, to create and destroy Cuda streams, etc.:

• cuda_create_stream, cuda_destroy_stream
• cuda_malloc, cuda_check_valid_malloc
• cuda_memcpy_async_to_cpu, cuda_memcpy_async_to_gpu
• cuda_get_number_of_gpus
• cuda_synchronize_device The cryptographic operations it provides are:
• an amortized implementation of the TFHE programmable bootstrap: cuda_bootstrap_amortized_lwe_ciphertext_vector_32 and cuda_bootstrap_amortized_lwe_ciphertext_vector_64
• a low latency implementation of the TFHE programmable bootstrap: cuda_bootstrap_low latency_lwe_ciphertext_vector_32 and cuda_bootstrap_low_latency_lwe_ciphertext_vector_64
• the keyswitch: cuda_keyswitch_lwe_ciphertext_vector_32 and cuda_keyswitch_lwe_ciphertext_vector_64
• the larger precision programmable bootstrap (wop PBS, which supports up to 16 bits of message while the classical PBS only supports up to 8 bits of message) and its sub-components: cuda_wop_pbs_64, cuda_extract_bits_64, cuda_circuit_bootstrap_64, cuda_cmux_tree_64, cuda_blind_rotation_sample_extraction_64
• acceleration for leveled operations: cuda_negate_lwe_ciphertext_vector_64, cuda_add_lwe_ciphertext_vector_64, cuda_add_lwe_ciphertext_vector_plaintext_vector_64, cuda_mult_lwe_ciphertext_vector_cleartext_vector.

Dependencies

Disclaimer: Compilation on Windows/Mac is not supported yet. Only Nvidia GPUs are supported.

• nvidia driver - for example, if you're running Ubuntu 20.04 check this page for installation
• nvcc >= 10.0
• gcc >= 8.0 - check this page for more details about nvcc/gcc compatible versions
• cmake >= 3.24

Build

The Cuda project held in concrete-cuda can be compiled independently from Concrete in the following way:

git clone git@github.com:zama-ai/concrete
cd backends/concrete-cuda/implementation
mkdir build
cd build
cmake ..
make

The compute capability is detected automatically (with the first GPU information) and set accordingly.

Links

• TFHE

License

This software is distributed under the BSD-3-Clause-Clear license. If you have any questions, please contact us at hello@zama.ai.