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https://github.com/arnaucube/poulpy.git
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Added support for packing GLWE
This commit is contained in:
158
core/src/test_fft64/glwe_packing.rs
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158
core/src/test_fft64/glwe_packing.rs
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@@ -0,0 +1,158 @@
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use crate::{
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automorphism::AutomorphismKey,
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glwe_ciphertext::GLWECiphertext,
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glwe_ops::GLWEOps,
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glwe_packing::StreamPacker,
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glwe_plaintext::GLWEPlaintext,
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keys::{SecretKey, SecretKeyFourier},
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};
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use std::collections::HashMap;
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use backend::{Encoding, FFT64, Module, ScratchOwned, Stats};
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use sampling::source::Source;
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use std::time::Instant;
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#[test]
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fn packing() {
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let log_n: usize = 5;
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let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
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let mut source_xs: Source = Source::new([0u8; 32]);
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let mut source_xe: Source = Source::new([0u8; 32]);
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let mut source_xa: Source = Source::new([0u8; 32]);
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let basek: usize = 18;
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let k_ct: usize = 36;
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let k_auto_key: usize = k_ct + basek;
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let k_pt: usize = 18;
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let rank: usize = 3;
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let rows: usize = (k_ct + basek - 1) / basek;
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let sigma: f64 = 3.2;
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let ct_size: usize = rows;
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let auto_key_size: usize = (k_auto_key + basek - 1) / basek;
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let mut scratch: ScratchOwned = ScratchOwned::new(
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GLWECiphertext::encrypt_sk_scratch_space(&module, ct_size)
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| GLWECiphertext::decrypt_scratch_space(&module, ct_size)
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| AutomorphismKey::generate_from_sk_scratch_space(&module, rank, auto_key_size)
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| StreamPacker::scratch_space(&module, ct_size, auto_key_size, rank),
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);
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let mut sk: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
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sk.fill_ternary_prob(0.5, &mut source_xs);
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let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
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sk_dft.dft(&module, &sk);
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let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
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let mut data: Vec<i64> = vec![0i64; module.n()];
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data.iter_mut().enumerate().for_each(|(i, x)| {
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*x = i as i64;
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});
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pt.data.encode_vec_i64(0, basek, k_pt, &data, 32);
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let gal_els: Vec<i64> = StreamPacker::galois_elements(&module);
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let mut auto_keys: HashMap<i64, AutomorphismKey<Vec<u8>, FFT64>> = HashMap::new();
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gal_els.iter().for_each(|gal_el| {
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let mut key: AutomorphismKey<Vec<u8>, FFT64> = AutomorphismKey::alloc(&module, basek, k_auto_key, rows, rank);
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key.generate_from_sk(
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&module,
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*gal_el,
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&sk,
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&mut source_xa,
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&mut source_xe,
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sigma,
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scratch.borrow(),
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);
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auto_keys.insert(*gal_el, key);
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});
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let log_batch: usize = 0;
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let mut packer: StreamPacker = StreamPacker::new(&module, log_batch, basek, k_ct, rank);
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let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct, rank);
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ct.encrypt_sk(
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&module,
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&pt,
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&sk_dft,
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&mut source_xa,
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&mut source_xe,
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sigma,
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scratch.borrow(),
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);
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let mut res: Vec<GLWECiphertext<Vec<u8>>> = Vec::new();
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let start = Instant::now();
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(0..module.n() >> log_batch).for_each(|i| {
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println!("pt {}", pt.data);
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ct.encrypt_sk(
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&module,
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&pt,
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&sk_dft,
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&mut source_xa,
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&mut source_xe,
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sigma,
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scratch.borrow(),
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);
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pt.rotate_inplace(&module, -(1 << log_batch)); // X^-batch * pt
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if reverse_bits_msb(i, log_n as u32) % 5 == 0 {
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packer.add(&module, &mut res, Some(&ct), &auto_keys, scratch.borrow());
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} else {
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packer.add(
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&module,
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&mut res,
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None::<&GLWECiphertext<Vec<u8>>>,
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&auto_keys,
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scratch.borrow(),
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)
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}
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});
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let duration = start.elapsed();
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println!("Elapsed time: {} ms", duration.as_millis());
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packer.flush(&module, &mut res, &auto_keys, scratch.borrow());
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packer.reset();
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let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
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println!("{}", res.len());
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res.iter().enumerate().for_each(|(i, res_i)| {
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let mut data: Vec<i64> = vec![0i64; module.n()];
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data.iter_mut().enumerate().for_each(|(i, x)| {
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if i % 5 == 0 {
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*x = reverse_bits_msb(i, log_n as u32) as i64;
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}
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});
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pt_want.data.encode_vec_i64(0, basek, k_pt, &data, 32);
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res_i.decrypt(&module, &mut pt, &sk_dft, scratch.borrow());
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println!("{}", pt.data);
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if i & 1 == 0 {
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pt.sub_inplace_ab(&module, &pt_want);
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} else {
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pt.add_inplace(&module, &pt_want);
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}
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let noise_have = pt.data.std(0, basek).log2();
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println!("noise_have: {}", noise_have);
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assert!(
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noise_have < -((k_ct - basek) as f64),
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"noise: {}",
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noise_have
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);
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});
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}
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#[inline(always)]
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fn reverse_bits_msb(x: usize, n: u32) -> usize {
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x.reverse_bits() >> (usize::BITS - n)
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}
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@@ -3,6 +3,6 @@ mod gglwe;
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mod ggsw;
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mod glwe;
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mod glwe_fourier;
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mod glwe_packing;
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mod tensor_key;
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mod trace;
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