Files
poulpy/poulpy-schemes/src/tfhe/circuit_bootstrapping/tests/circuit_bootstrapping.rs

396 lines
13 KiB
Rust

use std::time::Instant;
use poulpy_hal::{
api::{ModuleN, ScratchOwnedAlloc, ScratchOwnedBorrow, VecZnxRotateInplace},
layouts::{Backend, ScalarZnx, Scratch, ScratchOwned, ZnxView, ZnxViewMut},
source::Source,
};
use crate::tfhe::{
blind_rotation::{BlindRotationAlgo, BlindRotationKey, BlindRotationKeyFactory, BlindRotationKeyLayout},
circuit_bootstrapping::{
CircuitBootstrappingKey, CircuitBootstrappingKeyEncryptSk, CircuitBootstrappingKeyLayout,
CircuitBootstrappingKeyPrepared, CircuitBootstrappingKeyPreparedFactory, CirtuitBootstrappingExecute,
},
};
use poulpy_core::{
GGSWNoise, GLWEDecrypt, GLWEEncryptSk, GLWEExternalProduct, LWEEncryptSk, ScratchTakeCore,
layouts::{
Dsize, GGLWEToGGSWKeyLayout, GGSWLayout, GGSWPreparedFactory, GLWEAutomorphismKeyLayout, GLWESecretPreparedFactory,
LWELayout,
},
};
use poulpy_core::layouts::{
GGSW, GLWE, GLWEPlaintext, GLWESecret, LWE, LWEPlaintext, LWESecret,
prepared::{GGSWPrepared, GLWESecretPrepared},
};
pub fn test_circuit_bootstrapping_to_exponent<BE: Backend, M, BRA: BlindRotationAlgo>(module: &M)
where
M: ModuleN
+ GLWESecretPreparedFactory<BE>
+ GLWEExternalProduct<BE>
+ GLWEDecrypt<BE>
+ LWEEncryptSk<BE>
+ CircuitBootstrappingKeyEncryptSk<BRA, BE>
+ CircuitBootstrappingKeyPreparedFactory<BRA, BE>
+ CirtuitBootstrappingExecute<BRA, BE>
+ GGSWPreparedFactory<BE>
+ GGSWNoise<BE>
+ GLWEEncryptSk<BE>
+ VecZnxRotateInplace<BE>,
BlindRotationKey<Vec<u8>, BRA>: BlindRotationKeyFactory<BRA>, // TODO find a way to remove this bound or move it to CBT KEY
ScratchOwned<BE>: ScratchOwnedAlloc<BE> + ScratchOwnedBorrow<BE>,
Scratch<BE>: ScratchTakeCore<BE>,
{
let n_glwe: usize = module.n();
let base2k: usize = 17;
let extension_factor: usize = 1;
let rank: usize = 1;
let n_lwe: usize = 77;
let k_lwe_pt: usize = 4;
let k_lwe_ct: usize = 22;
let block_size: usize = 7;
let k_brk: usize = 5 * base2k;
let rows_brk: usize = 4;
let k_atk: usize = 5 * base2k;
let rows_atk: usize = 4;
let k_tsk: usize = 5 * base2k;
let rows_tsk: usize = 4;
let k_ggsw_res: usize = 4 * base2k;
let rows_ggsw_res: usize = 2;
let lwe_infos: LWELayout = LWELayout {
n: n_lwe.into(),
k: k_lwe_ct.into(),
base2k: base2k.into(),
};
let cbt_infos: CircuitBootstrappingKeyLayout = CircuitBootstrappingKeyLayout {
layout_brk: BlindRotationKeyLayout {
n_glwe: n_glwe.into(),
n_lwe: n_lwe.into(),
base2k: base2k.into(),
k: k_brk.into(),
dnum: rows_brk.into(),
rank: rank.into(),
},
layout_atk: GLWEAutomorphismKeyLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_atk.into(),
dnum: rows_atk.into(),
rank: rank.into(),
dsize: Dsize(1),
},
layout_tsk: GGLWEToGGSWKeyLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_tsk.into(),
dnum: rows_tsk.into(),
dsize: Dsize(1),
rank: rank.into(),
},
};
let ggsw_infos: GGSWLayout = GGSWLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_ggsw_res.into(),
dnum: rows_ggsw_res.into(),
dsize: Dsize(1),
rank: rank.into(),
};
let mut scratch: ScratchOwned<BE> = ScratchOwned::alloc(1 << 23);
let mut source_xs: Source = Source::new([1u8; 32]);
let mut source_xa: Source = Source::new([1u8; 32]);
let mut source_xe: Source = Source::new([1u8; 32]);
let mut sk_lwe: LWESecret<Vec<u8>> = LWESecret::alloc(n_lwe.into());
sk_lwe.fill_binary_block(block_size, &mut source_xs);
let mut sk_glwe: GLWESecret<Vec<u8>> = GLWESecret::alloc(n_glwe.into(), rank.into());
sk_glwe.fill_ternary_prob(0.5, &mut source_xs);
let mut sk_glwe_prepared: GLWESecretPrepared<Vec<u8>, BE> = GLWESecretPrepared::alloc(module, rank.into());
sk_glwe_prepared.prepare(module, &sk_glwe);
let data: i64 = 1;
let mut pt_lwe: LWEPlaintext<Vec<u8>> = LWEPlaintext::alloc(base2k.into(), k_lwe_pt.into());
pt_lwe.encode_i64(data, (k_lwe_pt + 1).into());
println!("pt_lwe: {pt_lwe}");
let mut ct_lwe: LWE<Vec<u8>> = LWE::alloc_from_infos(&lwe_infos);
ct_lwe.encrypt_sk(
module,
&pt_lwe,
&sk_lwe,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
let now: Instant = Instant::now();
let mut cbt_key: CircuitBootstrappingKey<Vec<u8>, BRA> = CircuitBootstrappingKey::alloc_from_infos(&cbt_infos);
println!("CBT-ALLOC: {} ms", now.elapsed().as_millis());
let now: Instant = Instant::now();
cbt_key.encrypt_sk(
module,
&sk_lwe,
&sk_glwe,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
println!("CBT-ENCRYPT: {} ms", now.elapsed().as_millis());
let mut res: GGSW<Vec<u8>> = GGSW::alloc_from_infos(&ggsw_infos);
let log_gap_out = 1;
let mut cbt_prepared: CircuitBootstrappingKeyPrepared<Vec<u8>, BRA, BE> =
CircuitBootstrappingKeyPrepared::alloc_from_infos(module, &cbt_infos);
cbt_prepared.prepare(module, &cbt_key, scratch.borrow());
let now: Instant = Instant::now();
cbt_prepared.execute_to_exponent(
module,
log_gap_out,
&mut res,
&ct_lwe,
k_lwe_pt,
extension_factor,
scratch.borrow(),
);
println!("CBT: {} ms", now.elapsed().as_millis());
// X^{data * 2^log_gap_out}
let mut pt_ggsw: ScalarZnx<Vec<u8>> = ScalarZnx::alloc(n_glwe, 1);
pt_ggsw.at_mut(0, 0)[0] = 1;
module.vec_znx_rotate_inplace(
data * (1 << log_gap_out),
&mut pt_ggsw.as_vec_znx_mut(),
0,
scratch.borrow(),
);
res.print_noise(module, &sk_glwe_prepared, &pt_ggsw);
let mut ct_glwe: GLWE<Vec<u8>> = GLWE::alloc_from_infos(&ggsw_infos);
let mut pt_glwe: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc_from_infos(&ggsw_infos);
pt_glwe.data.at_mut(0, 0)[0] = 1 << (base2k - 2);
ct_glwe.encrypt_sk(
module,
&pt_glwe,
&sk_glwe_prepared,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
let mut res_prepared: GGSWPrepared<Vec<u8>, BE> = GGSWPrepared::alloc_from_infos(module, &res);
res_prepared.prepare(module, &res, scratch.borrow());
ct_glwe.external_product_inplace(module, &res_prepared, scratch.borrow());
let mut pt_res: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc_from_infos(&ggsw_infos);
ct_glwe.decrypt(module, &mut pt_res, &sk_glwe_prepared, scratch.borrow());
// Parameters are set such that the first limb should be noiseless.
let mut pt_want: Vec<i64> = vec![0i64; module.n()];
pt_want[data as usize * (1 << log_gap_out)] = pt_glwe.data.at(0, 0)[0];
assert_eq!(pt_res.data.at(0, 0), pt_want);
}
pub fn test_circuit_bootstrapping_to_constant<BE: Backend, M, BRA: BlindRotationAlgo>(module: &M)
where
M: ModuleN
+ GLWESecretPreparedFactory<BE>
+ GLWEExternalProduct<BE>
+ GLWEDecrypt<BE>
+ LWEEncryptSk<BE>
+ CircuitBootstrappingKeyEncryptSk<BRA, BE>
+ CircuitBootstrappingKeyPreparedFactory<BRA, BE>
+ CirtuitBootstrappingExecute<BRA, BE>
+ GGSWPreparedFactory<BE>
+ GGSWNoise<BE>
+ GLWEEncryptSk<BE>
+ VecZnxRotateInplace<BE>,
BlindRotationKey<Vec<u8>, BRA>: BlindRotationKeyFactory<BRA>, // TODO find a way to remove this bound or move it to CBT KEY
ScratchOwned<BE>: ScratchOwnedAlloc<BE> + ScratchOwnedBorrow<BE>,
Scratch<BE>: ScratchTakeCore<BE>,
{
let n_glwe: usize = module.n();
let base2k: usize = 14;
let extension_factor: usize = 1;
let rank: usize = 1;
let n_lwe: usize = 77;
let k_lwe_pt: usize = 1;
let k_lwe_ct: usize = 13;
let block_size: usize = 7;
let k_brk: usize = 5 * base2k;
let rows_brk: usize = 3;
let k_atk: usize = 5 * base2k;
let rows_atk: usize = 4;
let k_tsk: usize = 5 * base2k;
let rows_tsk: usize = 4;
let k_ggsw_res: usize = 4 * base2k;
let rows_ggsw_res: usize = 3;
let lwe_infos: LWELayout = LWELayout {
n: n_lwe.into(),
k: k_lwe_ct.into(),
base2k: base2k.into(),
};
let cbt_infos: CircuitBootstrappingKeyLayout = CircuitBootstrappingKeyLayout {
layout_brk: BlindRotationKeyLayout {
n_glwe: n_glwe.into(),
n_lwe: n_lwe.into(),
base2k: base2k.into(),
k: k_brk.into(),
dnum: rows_brk.into(),
rank: rank.into(),
},
layout_atk: GLWEAutomorphismKeyLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_atk.into(),
dnum: rows_atk.into(),
rank: rank.into(),
dsize: Dsize(1),
},
layout_tsk: GGLWEToGGSWKeyLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_tsk.into(),
dnum: rows_tsk.into(),
dsize: Dsize(1),
rank: rank.into(),
},
};
let ggsw_infos: GGSWLayout = GGSWLayout {
n: n_glwe.into(),
base2k: base2k.into(),
k: k_ggsw_res.into(),
dnum: rows_ggsw_res.into(),
dsize: Dsize(1),
rank: rank.into(),
};
let mut scratch: ScratchOwned<BE> = ScratchOwned::alloc(1 << 23);
let mut source_xs: Source = Source::new([1u8; 32]);
let mut source_xa: Source = Source::new([1u8; 32]);
let mut source_xe: Source = Source::new([1u8; 32]);
let mut sk_lwe: LWESecret<Vec<u8>> = LWESecret::alloc(n_lwe.into());
sk_lwe.fill_binary_block(block_size, &mut source_xs);
let mut sk_glwe: GLWESecret<Vec<u8>> = GLWESecret::alloc(n_glwe.into(), rank.into());
sk_glwe.fill_ternary_prob(0.5, &mut source_xs);
let mut sk_glwe_prepared: GLWESecretPrepared<Vec<u8>, BE> = GLWESecretPrepared::alloc(module, rank.into());
sk_glwe_prepared.prepare(module, &sk_glwe);
let data: i64 = 1;
let mut pt_lwe: LWEPlaintext<Vec<u8>> = LWEPlaintext::alloc(base2k.into(), k_lwe_pt.into());
pt_lwe.encode_i64(data, (k_lwe_pt + 1).into());
println!("pt_lwe: {pt_lwe}");
let mut ct_lwe: LWE<Vec<u8>> = LWE::alloc_from_infos(&lwe_infos);
ct_lwe.encrypt_sk(
module,
&pt_lwe,
&sk_lwe,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
let now: Instant = Instant::now();
let mut cbt_key: CircuitBootstrappingKey<Vec<u8>, BRA> = CircuitBootstrappingKey::alloc_from_infos(&cbt_infos);
println!("CBT-ALLOC: {} ms", now.elapsed().as_millis());
let now: Instant = Instant::now();
cbt_key.encrypt_sk(
module,
&sk_lwe,
&sk_glwe,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
println!("CBT-ENCRYPT: {} ms", now.elapsed().as_millis());
let mut res: GGSW<Vec<u8>> = GGSW::alloc_from_infos(&ggsw_infos);
let mut cbt_prepared: CircuitBootstrappingKeyPrepared<Vec<u8>, BRA, BE> =
CircuitBootstrappingKeyPrepared::alloc_from_infos(module, &cbt_infos);
cbt_prepared.prepare(module, &cbt_key, scratch.borrow());
let now: Instant = Instant::now();
cbt_prepared.execute_to_constant(
module,
&mut res,
&ct_lwe,
k_lwe_pt,
extension_factor,
scratch.borrow(),
);
println!("CBT: {} ms", now.elapsed().as_millis());
// X^{data * 2^log_gap_out}
let mut pt_ggsw: ScalarZnx<Vec<u8>> = ScalarZnx::alloc(n_glwe, 1);
pt_ggsw.at_mut(0, 0)[0] = data;
res.print_noise(module, &sk_glwe_prepared, &pt_ggsw);
let mut ct_glwe: GLWE<Vec<u8>> = GLWE::alloc_from_infos(&ggsw_infos);
let mut pt_glwe: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc_from_infos(&ggsw_infos);
pt_glwe.data.at_mut(0, 0)[0] = 1 << (base2k - k_lwe_pt - 1);
ct_glwe.encrypt_sk(
module,
&pt_glwe,
&sk_glwe_prepared,
&mut source_xa,
&mut source_xe,
scratch.borrow(),
);
let mut res_prepared: GGSWPrepared<Vec<u8>, BE> = GGSWPrepared::alloc_from_infos(module, &res);
res_prepared.prepare(module, &res, scratch.borrow());
ct_glwe.external_product_inplace(module, &res_prepared, scratch.borrow());
let mut pt_res: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc_from_infos(&ggsw_infos);
ct_glwe.decrypt(module, &mut pt_res, &sk_glwe_prepared, scratch.borrow());
// Parameters are set such that the first limb should be noiseless.
let mut pt_want: Vec<i64> = vec![0i64; module.n()];
pt_want[0] = pt_glwe.data.at(0, 0)[0] * data;
assert_eq!(pt_res.data.at(0, 0), pt_want);
}