Files
concrete/backends/concrete-cuda/implementation/test/test_keyswitch.cpp
Agnes Leroy fbba02472f test(concrete_cuda): enhance the keyswitch test
It now tests execution on a vector of inputs. The noise is reduced so
the test is not as flaky as before.
2023-03-16 14:33:19 +01:00

211 lines
7.8 KiB
C++

#include "../include/device.h"
#include "../include/keyswitch.h"
#include "concrete-cpu.h"
#include "utils.h"
#include "gtest/gtest.h"
#include <cstdint>
#include <functional>
#include <stdio.h>
#include <stdlib.h>
const unsigned REPETITIONS = 2;
const unsigned SAMPLES = 50;
typedef struct {
int input_lwe_dimension;
int output_lwe_dimension;
double noise_variance;
int ksk_base_log;
int ksk_level;
int message_modulus;
int carry_modulus;
int number_of_inputs;
} KeyswitchTestParams;
class KeyswitchTestPrimitives_u64
: public ::testing::TestWithParam<KeyswitchTestParams> {
protected:
int input_lwe_dimension;
int output_lwe_dimension;
double noise_variance;
int ksk_base_log;
int ksk_level;
int message_modulus;
int carry_modulus;
int number_of_inputs;
int payload_modulus;
uint64_t delta;
Csprng *csprng;
cudaStream_t *stream;
int gpu_index = 0;
uint64_t *lwe_sk_in_array;
uint64_t *lwe_sk_out_array;
uint64_t *plaintexts;
uint64_t *d_ksk_array;
uint64_t *d_lwe_out_ct;
uint64_t *d_lwe_in_ct;
uint64_t *lwe_in_ct;
uint64_t *lwe_out_ct;
public:
// Test arithmetic functions
void SetUp() {
stream = cuda_create_stream(0);
void *v_stream = (void *)stream;
// TestParams
input_lwe_dimension = (int)GetParam().input_lwe_dimension;
output_lwe_dimension = (int)GetParam().output_lwe_dimension;
noise_variance = (double)GetParam().noise_variance;
ksk_base_log = (int)GetParam().ksk_base_log;
ksk_level = (int)GetParam().ksk_level;
message_modulus = (int)GetParam().message_modulus;
carry_modulus = (int)GetParam().carry_modulus;
number_of_inputs = (int)GetParam().number_of_inputs;
payload_modulus = message_modulus * carry_modulus;
// Value of the shift we multiply our messages by
delta = ((uint64_t)(1) << 63) / (uint64_t)(payload_modulus);
// Create a Csprng
csprng =
(Csprng *)aligned_alloc(CONCRETE_CSPRNG_ALIGN, CONCRETE_CSPRNG_SIZE);
uint8_t seed[16] = {(uint8_t)0};
concrete_cpu_construct_concrete_csprng(
csprng, Uint128{.little_endian_bytes = {*seed}});
// Generate the keys
generate_lwe_secret_keys(&lwe_sk_in_array, input_lwe_dimension, csprng,
REPETITIONS);
generate_lwe_secret_keys(&lwe_sk_out_array, output_lwe_dimension, csprng,
REPETITIONS);
generate_lwe_keyswitch_keys(
stream, gpu_index, &d_ksk_array, lwe_sk_in_array, lwe_sk_out_array,
input_lwe_dimension, output_lwe_dimension, ksk_level, ksk_base_log,
csprng, noise_variance, REPETITIONS);
plaintexts = generate_plaintexts(payload_modulus, delta, number_of_inputs,
REPETITIONS, SAMPLES);
d_lwe_out_ct = (uint64_t *)cuda_malloc_async(
number_of_inputs * (output_lwe_dimension + 1) * sizeof(uint64_t),
stream, gpu_index);
d_lwe_in_ct = (uint64_t *)cuda_malloc_async(
number_of_inputs * (input_lwe_dimension + 1) * sizeof(uint64_t), stream,
gpu_index);
lwe_in_ct = (uint64_t *)malloc(
number_of_inputs * (input_lwe_dimension + 1) * sizeof(uint64_t));
lwe_out_ct = (uint64_t *)malloc(
number_of_inputs * (output_lwe_dimension + 1) * sizeof(uint64_t));
cuda_synchronize_stream(v_stream);
}
void TearDown() {
void *v_stream = (void *)stream;
cuda_synchronize_stream(v_stream);
concrete_cpu_destroy_concrete_csprng(csprng);
free(csprng);
cuda_drop_async(d_lwe_in_ct, stream, gpu_index);
cuda_drop_async(d_lwe_out_ct, stream, gpu_index);
free(lwe_in_ct);
free(lwe_out_ct);
free(lwe_sk_in_array);
free(lwe_sk_out_array);
free(plaintexts);
cuda_drop_async(d_ksk_array, stream, gpu_index);
cuda_destroy_stream(stream, gpu_index);
}
};
TEST_P(KeyswitchTestPrimitives_u64, keyswitch) {
void *v_stream = (void *)stream;
for (uint r = 0; r < REPETITIONS; r++) {
uint64_t *lwe_in_sk =
lwe_sk_in_array + (ptrdiff_t)(r * input_lwe_dimension);
uint64_t *lwe_out_sk =
lwe_sk_out_array + (ptrdiff_t)(r * output_lwe_dimension);
int ksk_size = ksk_level * (output_lwe_dimension + 1) * input_lwe_dimension;
uint64_t *d_ksk = d_ksk_array + (ptrdiff_t)(ksk_size * r);
for (uint s = 0; s < SAMPLES; s++) {
for (int i = 0; i < number_of_inputs; i++) {
uint64_t plaintext = plaintexts[r * SAMPLES * number_of_inputs +
s * number_of_inputs + i];
concrete_cpu_encrypt_lwe_ciphertext_u64(
lwe_in_sk, lwe_in_ct + i * (input_lwe_dimension + 1), plaintext,
input_lwe_dimension, noise_variance, csprng,
&CONCRETE_CSPRNG_VTABLE);
}
cuda_synchronize_stream(v_stream);
cuda_memcpy_async_to_gpu(d_lwe_in_ct, lwe_in_ct,
number_of_inputs * (input_lwe_dimension + 1) *
sizeof(uint64_t),
stream, gpu_index);
// Execute keyswitch
cuda_keyswitch_lwe_ciphertext_vector_64(
stream, gpu_index, (void *)d_lwe_out_ct, (void *)d_lwe_in_ct,
(void *)d_ksk, input_lwe_dimension, output_lwe_dimension,
ksk_base_log, ksk_level, number_of_inputs);
// Copy result back
cuda_memcpy_async_to_cpu(lwe_out_ct, d_lwe_out_ct,
number_of_inputs * (output_lwe_dimension + 1) *
sizeof(uint64_t),
stream, gpu_index);
for (int i = 0; i < number_of_inputs; i++) {
uint64_t plaintext = plaintexts[r * SAMPLES * number_of_inputs +
s * number_of_inputs + i];
uint64_t decrypted = 0;
concrete_cpu_decrypt_lwe_ciphertext_u64(
lwe_out_sk, lwe_out_ct + i * (output_lwe_dimension + 1),
output_lwe_dimension, &decrypted);
EXPECT_NE(decrypted, plaintext);
// let err = (decrypted >= plaintext) ? decrypted - plaintext :
// plaintext
// - decrypted;
// error_sample_vec.push(err);
// The bit before the message
uint64_t rounding_bit = delta >> 1;
// Compute the rounding bit
uint64_t rounding = (decrypted & rounding_bit) << 1;
uint64_t decoded = (decrypted + rounding) / delta;
EXPECT_EQ(decoded, plaintext / delta);
}
}
}
}
// Defines for which parameters set the PBS will be tested.
// It executes each test for all pairs on phis X qs (Cartesian product)
::testing::internal::ParamGenerator<KeyswitchTestParams> ksk_params_u64 =
::testing::Values(
// n, k*N, noise_variance, ks_base_log, ks_level,
// message_modulus, carry_modulus, number_of_inputs
(KeyswitchTestParams){567, 1280, 2.9802322387695312e-18, 3, 3, 2, 1,
10},
(KeyswitchTestParams){694, 1536, 2.9802322387695312e-18, 4, 3, 2, 1,
10},
(KeyswitchTestParams){769, 2048, 2.9802322387695312e-18, 4, 3, 2, 1,
10},
(KeyswitchTestParams){754, 2048, 2.9802322387695312e-18, 3, 5, 2, 1,
10},
(KeyswitchTestParams){847, 4096, 2.9802322387695312e-18, 4, 4, 2, 1,
10},
(KeyswitchTestParams){881, 8192, 2.9802322387695312e-18, 3, 6, 2, 1,
10});
std::string printParamName(::testing::TestParamInfo<KeyswitchTestParams> p) {
KeyswitchTestParams params = p.param;
return "na_" + std::to_string(params.input_lwe_dimension) + "_nb_" +
std::to_string(params.output_lwe_dimension) + "_baselog_" +
std::to_string(params.ksk_base_log) + "_ksk_level_" +
std::to_string(params.ksk_level);
}
INSTANTIATE_TEST_CASE_P(KeyswitchInstantiation, KeyswitchTestPrimitives_u64,
ksk_params_u64, printParamName);