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| 1 | +use cm_fft64::programmable_bootstrap_cm_lwe_ciphertext; |
| 2 | +use criterion::{black_box, criterion_main, Criterion}; |
| 3 | +use itertools::Itertools; |
| 4 | +use tfhe::core_crypto::experimental::prelude::cm_lwe_keyswitch_key_generation::allocate_and_generate_new_cm_lwe_keyswitch_key; |
| 5 | +use tfhe::core_crypto::experimental::prelude::cm_modulus_switch_noise_reduction::improve_lwe_ciphertext_modulus_switch_noise_for_binary_key_cm; |
| 6 | +use tfhe::core_crypto::experimental::prelude::*; |
| 7 | +use tfhe::core_crypto::prelude::*; |
| 8 | + |
| 9 | +fn cm_bench(c: &mut Criterion) { |
| 10 | + let bench_cm_params_2_minus_64: Vec<CmApParams> = vec![ |
| 11 | + CM_PARAM_2_2_MINUS_64, |
| 12 | + CM_PARAM_4_2_MINUS_64, |
| 13 | + CM_PARAM_6_2_MINUS_64, |
| 14 | + CM_PARAM_8_2_MINUS_64, |
| 15 | + CM_PARAM_10_2_MINUS_64, |
| 16 | + CM_PARAM_2_4_MINUS_64, |
| 17 | + CM_PARAM_4_4_MINUS_64, |
| 18 | + CM_PARAM_6_4_MINUS_64, |
| 19 | + CM_PARAM_8_4_MINUS_64, |
| 20 | + CM_PARAM_10_4_MINUS_64, |
| 21 | + CM_PARAM_2_6_MINUS_64, |
| 22 | + CM_PARAM_4_6_MINUS_64, |
| 23 | + CM_PARAM_6_6_MINUS_64, |
| 24 | + CM_PARAM_8_6_MINUS_64, |
| 25 | + CM_PARAM_10_6_MINUS_64, |
| 26 | + CM_PARAM_2_8_MINUS_64, |
| 27 | + CM_PARAM_4_8_MINUS_64, |
| 28 | + CM_PARAM_6_8_MINUS_64, |
| 29 | + CM_PARAM_8_8_MINUS_64, |
| 30 | + CM_PARAM_10_8_MINUS_64, |
| 31 | + ]; |
| 32 | + |
| 33 | + cm_bench_for_pfail(c, &bench_cm_params_2_minus_64, "2^-64"); |
| 34 | + |
| 35 | + let bench_cm_params_2_minus_128: Vec<CmApParams> = vec![ |
| 36 | + CM_PARAM_2_2_MINUS_128, |
| 37 | + CM_PARAM_4_2_MINUS_128, |
| 38 | + CM_PARAM_6_2_MINUS_128, |
| 39 | + CM_PARAM_8_2_MINUS_128, |
| 40 | + CM_PARAM_10_2_MINUS_128, |
| 41 | + CM_PARAM_2_4_MINUS_128, |
| 42 | + CM_PARAM_4_4_MINUS_128, |
| 43 | + CM_PARAM_6_4_MINUS_128, |
| 44 | + CM_PARAM_8_4_MINUS_128, |
| 45 | + CM_PARAM_10_4_MINUS_128, |
| 46 | + CM_PARAM_2_6_MINUS_128, |
| 47 | + CM_PARAM_4_6_MINUS_128, |
| 48 | + CM_PARAM_6_6_MINUS_128, |
| 49 | + CM_PARAM_8_6_MINUS_128, |
| 50 | + CM_PARAM_10_6_MINUS_128, |
| 51 | + CM_PARAM_2_8_MINUS_128, |
| 52 | + CM_PARAM_4_8_MINUS_128, |
| 53 | + CM_PARAM_6_8_MINUS_128, |
| 54 | + CM_PARAM_8_8_MINUS_128, |
| 55 | + CM_PARAM_10_8_MINUS_128, |
| 56 | + ]; |
| 57 | + |
| 58 | + cm_bench_for_pfail(c, &bench_cm_params_2_minus_128, "2^-128"); |
| 59 | +} |
| 60 | + |
| 61 | +fn cm_bench_for_pfail(c: &mut Criterion, bench_cm_params: &[CmApParams], p_fail: &str) { |
| 62 | + let mut bench_group = c.benchmark_group("Common Mask Benchmarks"); |
| 63 | + bench_group.sample_size(10); |
| 64 | + |
| 65 | + // Create the PRNG |
| 66 | + let mut seeder = new_seeder(); |
| 67 | + let seeder = seeder.as_mut(); |
| 68 | + let mut encryption_generator = |
| 69 | + EncryptionRandomGenerator::<DefaultRandomGenerator>::new(seeder.seed(), seeder); |
| 70 | + let mut secret_generator = SecretRandomGenerator::<DefaultRandomGenerator>::new(seeder.seed()); |
| 71 | + |
| 72 | + for cm_param in bench_cm_params { |
| 73 | + let cm_dimension = cm_param.cm_dimension; |
| 74 | + |
| 75 | + let total_number = cm_dimension.0; |
| 76 | + |
| 77 | + let bench_name = format!( |
| 78 | + "KS-CM-PBS_p={}_w={}_pfail={p_fail}", |
| 79 | + cm_param.precision, cm_dimension.0, |
| 80 | + ); |
| 81 | + |
| 82 | + let lwe_noise_distribution = DynamicDistribution::<u64>::new_gaussian_from_std_dev( |
| 83 | + StandardDev(cm_param.lwe_std_dev), |
| 84 | + ); |
| 85 | + |
| 86 | + let ciphertext_modulus = CiphertextModulus::<u64>::new_native(); |
| 87 | + let encoding_with_padding = 1 << 63; |
| 88 | + let glwe_dimension = cm_param.glwe_dimension; |
| 89 | + let polynomial_size = cm_param.polynomial_size; |
| 90 | + |
| 91 | + let msg_modulus = 1u64 << cm_param.precision; |
| 92 | + let delta = encoding_with_padding / msg_modulus; |
| 93 | + |
| 94 | + let f = |x| x; |
| 95 | + |
| 96 | + let accumulator = cm_generate_programmable_bootstrap_glwe_lut( |
| 97 | + polynomial_size, |
| 98 | + glwe_dimension, |
| 99 | + cm_dimension, |
| 100 | + msg_modulus.cast_into(), |
| 101 | + ciphertext_modulus, |
| 102 | + delta, |
| 103 | + f, |
| 104 | + ); |
| 105 | + |
| 106 | + let CmBootstrapKeys { |
| 107 | + small_lwe_sk, |
| 108 | + big_lwe_sk, |
| 109 | + bsk, |
| 110 | + fbsk, |
| 111 | + } = generate_cm_pbs_keys(cm_param, &mut encryption_generator, &mut secret_generator); |
| 112 | + drop(bsk); |
| 113 | + |
| 114 | + let cm_lwe_keyswitch_key = allocate_and_generate_new_cm_lwe_keyswitch_key( |
| 115 | + &big_lwe_sk, |
| 116 | + &small_lwe_sk, |
| 117 | + cm_dimension, |
| 118 | + cm_param.base_log_ks, |
| 119 | + cm_param.level_ks, |
| 120 | + lwe_noise_distribution, |
| 121 | + ciphertext_modulus, |
| 122 | + &mut encryption_generator, |
| 123 | + ); |
| 124 | + |
| 125 | + let plaintexts = |
| 126 | + PlaintextList::from_container((0..cm_dimension.0).map(|_| 0).collect_vec()); |
| 127 | + |
| 128 | + let ct_in = allocate_and_encrypt_new_cm_lwe_ciphertext( |
| 129 | + &big_lwe_sk, |
| 130 | + &plaintexts, |
| 131 | + lwe_noise_distribution, |
| 132 | + ciphertext_modulus, |
| 133 | + &mut encryption_generator, |
| 134 | + ); |
| 135 | + |
| 136 | + let mut ct_after_ks = CmLweCiphertext::new( |
| 137 | + 0u64, |
| 138 | + fbsk.input_lwe_dimension(), |
| 139 | + cm_dimension, |
| 140 | + ciphertext_modulus, |
| 141 | + ); |
| 142 | + |
| 143 | + let mut ct_out = CmLweCiphertext::new( |
| 144 | + 0u64, |
| 145 | + fbsk.output_lwe_dimension(), |
| 146 | + cm_dimension, |
| 147 | + ciphertext_modulus, |
| 148 | + ); |
| 149 | + |
| 150 | + let max_nb_zeros_n = (cm_param.max_nb_zeros_n + 1.) as usize; |
| 151 | + |
| 152 | + let mut encryptions_of_zero = CmLweCiphertextList::new( |
| 153 | + 0, |
| 154 | + cm_param.lwe_dimension, |
| 155 | + cm_dimension, |
| 156 | + CmLweCiphertextCount(max_nb_zeros_n), |
| 157 | + ciphertext_modulus, |
| 158 | + ); |
| 159 | + |
| 160 | + let plaintext_list = PlaintextList::new(0, PlaintextCount(cm_dimension.0)); |
| 161 | + |
| 162 | + let plaintext_lists: Vec<_> = (0..max_nb_zeros_n) |
| 163 | + .map(|_| plaintext_list.clone()) |
| 164 | + .collect(); |
| 165 | + |
| 166 | + encrypt_cm_lwe_ciphertext_list( |
| 167 | + &small_lwe_sk, |
| 168 | + &mut encryptions_of_zero, |
| 169 | + &plaintext_lists, |
| 170 | + lwe_noise_distribution, |
| 171 | + &mut encryption_generator, |
| 172 | + ); |
| 173 | + |
| 174 | + let log_modulus = polynomial_size.to_blind_rotation_input_modulus_log(); |
| 175 | + |
| 176 | + { |
| 177 | + let id: String = format!("{bench_name}"); |
| 178 | + bench_group.bench_function(&id, |b| { |
| 179 | + b.iter(|| { |
| 180 | + (0..total_number / cm_dimension.0).for_each(|_| { |
| 181 | + cm_keyswitch_lwe_ciphertext( |
| 182 | + &cm_lwe_keyswitch_key, |
| 183 | + &ct_in, |
| 184 | + &mut ct_after_ks, |
| 185 | + ); |
| 186 | + |
| 187 | + improve_lwe_ciphertext_modulus_switch_noise_for_binary_key_cm( |
| 188 | + &mut ct_after_ks, |
| 189 | + &encryptions_of_zero, |
| 190 | + cm_param.r_sigma_factor_n, |
| 191 | + cm_param.ms_bound_n, |
| 192 | + cm_param.ms_input_variance_n, |
| 193 | + log_modulus, |
| 194 | + ); |
| 195 | + |
| 196 | + programmable_bootstrap_cm_lwe_ciphertext( |
| 197 | + &ct_after_ks, |
| 198 | + &mut ct_out, |
| 199 | + &accumulator.as_view(), |
| 200 | + &fbsk, |
| 201 | + ); |
| 202 | + |
| 203 | + black_box(&mut ct_out); |
| 204 | + }) |
| 205 | + }) |
| 206 | + }); |
| 207 | + } |
| 208 | + } |
| 209 | + |
| 210 | + bench_group.finish(); |
| 211 | +} |
| 212 | + |
| 213 | +pub fn cm_group() { |
| 214 | + let mut criterion: Criterion<_> = (Criterion::default()).configure_from_args(); |
| 215 | + |
| 216 | + cm_bench(&mut criterion); |
| 217 | +} |
| 218 | + |
| 219 | +criterion_main!(cm_group); |
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