This document explains how to compress ciphertexts using the GPU - even after homomorphic computations - just like on the .
Compressing ciphertexts after computation using GPU is very similar to how it's done on the CPU. The following example shows how to compress and decompress a list containing 4 messages:
One 32-bits integer
One 64-bit integer
One Boolean
One 2-bit integer
use tfhe::prelude::*;
use tfhe::shortint::parameters::{
COMP_PARAM_GPU_MULTI_BIT_GROUP_4_MESSAGE_2_CARRY_2_KS_PBS, PARAM_GPU_MULTI_BIT_GROUP_4_MESSAGE_2_CARRY_2_KS_PBS,
};
use tfhe::{
set_server_key, CompressedCiphertextList, CompressedCiphertextListBuilder, FheBool,
FheInt64, FheUint16, FheUint2, FheUint32,
};
fn main() {
let config =
tfhe::ConfigBuilder::with_custom_parameters(PARAM_GPU_MULTI_BIT_GROUP_4_MESSAGE_2_CARRY_2_KS_PBS)
.enable_compression(COMP_PARAM_GPU_MULTI_BIT_GROUP_4_MESSAGE_2_CARRY_2_KS_PBS)
.build();
let ck = tfhe::ClientKey::generate(config);
let compressed_server_key = tfhe::CompressedServerKey::new(&ck);
let gpu_key = compressed_server_key.decompress_to_gpu();
set_server_key(gpu_key);
let ct1 = FheUint32::encrypt(17_u32, &ck);
let ct2 = FheInt64::encrypt(-1i64, &ck);
let ct3 = FheBool::encrypt(false, &ck);
let ct4 = FheUint2::encrypt(3u8, &ck);
let compressed_list = CompressedCiphertextListBuilder::new()
.push(ct1)
.push(ct2)
.push(ct3)
.push(ct4)
.build()
.unwrap();
let serialized = bincode::serialize(&compressed_list).unwrap();
println!("Serialized size: {} bytes", serialized.len());
let compressed_list: CompressedCiphertextList = bincode::deserialize(&serialized).unwrap();
let a: FheUint32 = compressed_list.get(0).unwrap().unwrap();
let b: FheInt64 = compressed_list.get(1).unwrap().unwrap();
let c: FheBool = compressed_list.get(2).unwrap().unwrap();
let d: FheUint2 = compressed_list.get(3).unwrap().unwrap();
let a: u32 = a.decrypt(&ck);
assert_eq!(a, 17);
let b: i64 = b.decrypt(&ck);
assert_eq!(b, -1);
let c = c.decrypt(&ck);
assert!(!c);
let d: u8 = d.decrypt(&ck);
assert_eq!(d, 3);
}