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chore(all): add tuniform params for GPU, make TUNIFORM params default…
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… whenever we have them

Also remove some aliases for parameters
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@agnesLeroy
agnesLeroy committed Oct 7, 2024
1 parent 28c86b3 commit 37649f4
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53 changes: 28 additions & 25 deletions tfhe/benches/core_crypto/ks_bench.rs
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Original file line number Diff line number Diff line change
Expand Up @@ -8,53 +8,49 @@ use tfhe::boolean::prelude::*;
use tfhe::core_crypto::prelude::*;
use tfhe::keycache::NamedParam;
#[cfg(feature = "gpu")]
use tfhe::shortint::parameters::{
PARAM_GPU_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS,
};
use tfhe::shortint::parameters::PARAM_GPU_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS;
#[cfg(not(feature = "gpu"))]
use tfhe::shortint::parameters::{
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS_GAUSSIAN_2M64,
};
use tfhe::shortint::prelude::*;
use tfhe::shortint::{MultiBitPBSParameters, PBSParameters};

#[cfg(not(feature = "gpu"))]
const SHORTINT_BENCH_PARAMS: [ClassicPBSParameters; 4] = [
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_4_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_KS_PBS_GAUSSIAN_2M64,
];

#[cfg(feature = "gpu")]
const SHORTINT_BENCH_PARAMS: [ClassicPBSParameters; 3] = [
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
];

#[cfg(not(feature = "gpu"))]
const SHORTINT_MULTI_BIT_BENCH_PARAMS: [MultiBitPBSParameters; 6] = [
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_2_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS_GAUSSIAN_2M64,
];

#[cfg(feature = "gpu")]
const SHORTINT_MULTI_BIT_BENCH_PARAMS: [MultiBitPBSParameters; 3] = [
PARAM_GPU_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_GPU_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
];

const BOOLEAN_BENCH_PARAMS: [(&str, BooleanParameters); 2] = [
Expand Down Expand Up @@ -402,6 +398,13 @@ mod cuda {

#[cfg(feature = "gpu")]
use cuda::cuda_keyswitch_group;
use tfhe::shortint::parameters::multi_bit::gaussian::p_fail_2_minus_64::ks_pbs_gpu::{
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
};
use tfhe::shortint::parameters::{
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
};

pub fn keyswitch_group() {
let mut criterion: Criterion<_> =
Expand Down
92 changes: 48 additions & 44 deletions tfhe/benches/core_crypto/pbs_bench.rs
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Original file line number Diff line number Diff line change
Expand Up @@ -14,25 +14,25 @@ use tfhe::keycache::NamedParam;
use tfhe::shortint::parameters::*;

const SHORTINT_BENCH_PARAMS: [ClassicPBSParameters; 19] = [
PARAM_MESSAGE_1_CARRY_0_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_0_KS_PBS,
PARAM_MESSAGE_2_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_0_KS_PBS,
PARAM_MESSAGE_4_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_4_KS_PBS,
PARAM_MESSAGE_5_CARRY_0_KS_PBS,
PARAM_MESSAGE_6_CARRY_0_KS_PBS,
PARAM_MESSAGE_7_CARRY_0_KS_PBS,
PARAM_MESSAGE_8_CARRY_0_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_PBS_KS,
PARAM_MESSAGE_2_CARRY_2_PBS_KS,
PARAM_MESSAGE_3_CARRY_3_PBS_KS,
PARAM_MESSAGE_4_CARRY_4_PBS_KS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_5_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_6_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_7_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_8_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_1_CARRY_1_PBS_KS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_PBS_KS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_3_PBS_KS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_PBS_KS_GAUSSIAN_2M64,
];

const BOOLEAN_BENCH_PARAMS: [(&str, BooleanParameters); 2] = [
Expand Down Expand Up @@ -67,16 +67,16 @@ fn benchmark_parameters_32bits() -> Vec<(String, CryptoParametersRecord<u32>)> {
fn throughput_benchmark_parameters_64bits() -> Vec<(String, CryptoParametersRecord<u64>)> {
let parameters = if cfg!(feature = "gpu") {
vec![
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
]
} else {
vec![
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_4_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_KS_PBS_GAUSSIAN_2M64,
]
};

Expand Down Expand Up @@ -104,9 +104,9 @@ fn multi_bit_benchmark_parameters_64bits(
) -> Vec<(String, CryptoParametersRecord<u64>, LweBskGroupingFactor)> {
let parameters = if cfg!(feature = "gpu") {
vec![
PARAM_GPU_MULTI_BIT_MESSAGE_1_CARRY_1_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_GPU_MULTI_BIT_MESSAGE_2_CARRY_2_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_MESSAGE_3_CARRY_3_GROUP_3_KS_PBS,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
]
} else {
vec![
Expand Down Expand Up @@ -710,30 +710,30 @@ mod cuda {
use tfhe::core_crypto::prelude::*;
use tfhe::keycache::NamedParam;
use tfhe::shortint::parameters::{
PARAM_MESSAGE_1_CARRY_0_KS_PBS, PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_0_KS_PBS, PARAM_MESSAGE_2_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_2_KS_PBS, PARAM_MESSAGE_3_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_2_KS_PBS, PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_0_KS_PBS, PARAM_MESSAGE_4_CARRY_3_KS_PBS,
PARAM_MESSAGE_5_CARRY_0_KS_PBS, PARAM_MESSAGE_6_CARRY_0_KS_PBS,
PARAM_MESSAGE_7_CARRY_0_KS_PBS,
PARAM_MESSAGE_1_CARRY_0_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_0_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_2_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS, PARAM_MESSAGE_3_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_2_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_0_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_4_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_5_CARRY_0_KS_PBS_GAUSSIAN_2M64, PARAM_MESSAGE_6_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_7_CARRY_0_KS_PBS_GAUSSIAN_2M64,
};
use tfhe::shortint::{ClassicPBSParameters, PBSParameters};

const SHORTINT_CUDA_BENCH_PARAMS: [ClassicPBSParameters; 13] = [
PARAM_MESSAGE_1_CARRY_0_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_0_KS_PBS,
PARAM_MESSAGE_2_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_0_KS_PBS,
PARAM_MESSAGE_4_CARRY_3_KS_PBS,
PARAM_MESSAGE_5_CARRY_0_KS_PBS,
PARAM_MESSAGE_6_CARRY_0_KS_PBS,
PARAM_MESSAGE_7_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_5_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_6_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_7_CARRY_0_KS_PBS_GAUSSIAN_2M64,
];

fn cuda_benchmark_parameters_64bits() -> Vec<(String, CryptoParametersRecord<u64>)> {
Expand Down Expand Up @@ -1304,6 +1304,10 @@ use cuda::{
cuda_multi_bit_pbs_group, cuda_multi_bit_pbs_throughput_group, cuda_pbs_group,
cuda_pbs_throughput_group,
};
use tfhe::shortint::parameters::multi_bit::gaussian::p_fail_2_minus_64::ks_pbs_gpu::{
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_GPU_MULTI_BIT_GROUP_3_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
};

pub fn pbs_group() {
let mut criterion: Criterion<_> = (Criterion::default()).configure_from_args();
Expand Down
34 changes: 17 additions & 17 deletions tfhe/benches/shortint/bench.rs
View file
Original file line number Diff line number Diff line change
Expand Up @@ -11,28 +11,28 @@ use tfhe::shortint::parameters::*;
use tfhe::shortint::{Ciphertext, CompressedServerKey, ServerKey};

const SERVER_KEY_BENCH_PARAMS: [ClassicPBSParameters; 4] = [
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_4_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_KS_PBS_GAUSSIAN_2M64,
];

const SERVER_KEY_BENCH_PARAMS_EXTENDED: [ClassicPBSParameters; 15] = [
PARAM_MESSAGE_1_CARRY_0_KS_PBS,
PARAM_MESSAGE_1_CARRY_1_KS_PBS,
PARAM_MESSAGE_2_CARRY_0_KS_PBS,
PARAM_MESSAGE_2_CARRY_1_KS_PBS,
PARAM_MESSAGE_1_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_1_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_2_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_2_KS_PBS,
PARAM_MESSAGE_3_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_0_KS_PBS,
PARAM_MESSAGE_4_CARRY_3_KS_PBS,
PARAM_MESSAGE_4_CARRY_4_KS_PBS,
PARAM_MESSAGE_5_CARRY_0_KS_PBS,
PARAM_MESSAGE_6_CARRY_0_KS_PBS,
PARAM_MESSAGE_7_CARRY_0_KS_PBS,
PARAM_MESSAGE_8_CARRY_0_KS_PBS,
PARAM_MESSAGE_3_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_2_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_3_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_3_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_4_CARRY_4_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_5_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_6_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_7_CARRY_0_KS_PBS_GAUSSIAN_2M64,
PARAM_MESSAGE_8_CARRY_0_KS_PBS_GAUSSIAN_2M64,
];

const SERVER_KEY_MULTI_BIT_BENCH_PARAMS: [MultiBitPBSParameters; 2] = [
Expand Down
7 changes: 4 additions & 3 deletions tfhe/benches/shortint/casting.rs
View file
Original file line number Diff line number Diff line change
@@ -1,14 +1,15 @@
use crate::utilities::{write_to_json, OperatorType};
use criterion::Criterion;
use rayon::prelude::*;
use tfhe::shortint::parameters::PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64;
use tfhe::shortint::prelude::*;

pub fn pack_cast_64(c: &mut Criterion) {
let bench_name = "shortint::pack_cast_64";
let mut bench_group = c.benchmark_group(bench_name);

let (client_key_1, server_key_1): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS);
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64);
let (client_key_2, server_key_2): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_2_CARRY_2_KS_PBS);

Expand Down Expand Up @@ -59,7 +60,7 @@ pub fn pack_cast(c: &mut Criterion) {
let mut bench_group = c.benchmark_group(bench_name);

let (client_key_1, server_key_1): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS);
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64);
let (client_key_2, server_key_2): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_2_CARRY_2_KS_PBS);

Expand Down Expand Up @@ -100,7 +101,7 @@ pub fn cast(c: &mut Criterion) {
let mut bench_group = c.benchmark_group(bench_name);

let (client_key_1, server_key_1): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS);
gen_keys(PARAM_MESSAGE_1_CARRY_1_KS_PBS_GAUSSIAN_2M64);
let (client_key_2, server_key_2): (ClientKey, ServerKey) =
gen_keys(PARAM_MESSAGE_2_CARRY_2_KS_PBS);

Expand Down
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