arnaucube
arnaucube/poulpyPublic Self-hosted repository
poulpy/core/src/keyswitching/glwe_ct.rs
core/src/keyswitching/glwe_ct.rsRaw
  1use backend::hal::{
  2    api::{
  3        DataViewMut, ScratchAvailable, TakeVecZnxDft, VecZnxBigAddSmallInplace, VecZnxBigNormalize, VecZnxBigNormalizeTmpBytes,
  4        VecZnxDftAllocBytes, VecZnxDftFromVecZnx, VecZnxDftToVecZnxBigConsume, VmpApply, VmpApplyAdd, VmpApplyTmpBytes, ZnxInfos,
  5    },
  6    layouts::{Backend, DataMut, DataRef, Module, Scratch, VecZnx, VecZnxBig, VecZnxDft, VmpPMat},
  7};
  8
  9use crate::{
 10    layouts::{GLWECiphertext, Infos, prepared::GGLWESwitchingKeyExec},
 11    trait_families::GLWEKeyswitchFamily,
 12};
 13
 14impl GLWECiphertext<Vec<u8>> {
 15    pub fn keyswitch_scratch_space<B: Backend>(
 16        module: &Module<B>,
 17        n: usize,
 18        basek: usize,
 19        k_out: usize,
 20        k_in: usize,
 21        k_ksk: usize,
 22        digits: usize,
 23        rank_in: usize,
 24        rank_out: usize,
 25    ) -> usize
 26    where
 27        Module<B>: GLWEKeyswitchFamily<B>,
 28    {
 29        let in_size: usize = k_in.div_ceil(basek).div_ceil(digits);
 30        let out_size: usize = k_out.div_ceil(basek);
 31        let ksk_size: usize = k_ksk.div_ceil(basek);
 32        let res_dft: usize = module.vec_znx_dft_alloc_bytes(n, rank_out + 1, ksk_size); // TODO OPTIMIZE
 33        let ai_dft: usize = module.vec_znx_dft_alloc_bytes(n, rank_in, in_size);
 34        let vmp: usize = module.vmp_apply_tmp_bytes(
 35            n,
 36            out_size,
 37            in_size,
 38            in_size,
 39            rank_in,
 40            rank_out + 1,
 41            ksk_size,
 42        ) + module.vec_znx_dft_alloc_bytes(n, rank_in, in_size);
 43        let normalize: usize = module.vec_znx_big_normalize_tmp_bytes(n);
 44        return res_dft + ((ai_dft + vmp) | normalize);
 45    }
 46
 47    pub fn keyswitch_inplace_scratch_space<B: Backend>(
 48        module: &Module<B>,
 49        n: usize,
 50        basek: usize,
 51        k_out: usize,
 52        k_ksk: usize,
 53        digits: usize,
 54        rank: usize,
 55    ) -> usize
 56    where
 57        Module<B>: GLWEKeyswitchFamily<B>,
 58    {
 59        Self::keyswitch_scratch_space(module, n, basek, k_out, k_out, k_ksk, digits, rank, rank)
 60    }
 61}
 62
 63impl<DataSelf: DataRef> GLWECiphertext<DataSelf> {
 64    pub(crate) fn assert_keyswitch<B: Backend, DataLhs, DataRhs>(
 65        &self,
 66        module: &Module<B>,
 67        lhs: &GLWECiphertext<DataLhs>,
 68        rhs: &GGLWESwitchingKeyExec<DataRhs, B>,
 69        scratch: &Scratch<B>,
 70    ) where
 71        DataLhs: DataRef,
 72        DataRhs: DataRef,
 73        Module<B>: GLWEKeyswitchFamily<B>,
 74        Scratch<B>: ScratchAvailable,
 75    {
 76        let basek: usize = self.basek();
 77        assert_eq!(
 78            lhs.rank(),
 79            rhs.rank_in(),
 80            "lhs.rank(): {} != rhs.rank_in(): {}",
 81            lhs.rank(),
 82            rhs.rank_in()
 83        );
 84        assert_eq!(
 85            self.rank(),
 86            rhs.rank_out(),
 87            "self.rank(): {} != rhs.rank_out(): {}",
 88            self.rank(),
 89            rhs.rank_out()
 90        );
 91        assert_eq!(self.basek(), basek);
 92        assert_eq!(lhs.basek(), basek);
 93        assert_eq!(rhs.n(), self.n());
 94        assert_eq!(lhs.n(), self.n());
 95        assert!(
 96            scratch.available()
 97                >= GLWECiphertext::keyswitch_scratch_space(
 98                    module,
 99                    self.n(),
100                    self.basek(),
101                    self.k(),
102                    lhs.k(),
103                    rhs.k(),
104                    rhs.digits(),
105                    rhs.rank_in(),
106                    rhs.rank_out(),
107                ),
108            "scratch.available()={} < GLWECiphertext::keyswitch_scratch_space(
109                    module,
110                    self.basek(),
111                    self.k(),
112                    lhs.k(),
113                    rhs.k(),
114                    rhs.digits(),
115                    rhs.rank_in(),
116                    rhs.rank_out(),
117                )={}",
118            scratch.available(),
119            GLWECiphertext::keyswitch_scratch_space(
120                module,
121                self.n(),
122                self.basek(),
123                self.k(),
124                lhs.k(),
125                rhs.k(),
126                rhs.digits(),
127                rhs.rank_in(),
128                rhs.rank_out(),
129            )
130        );
131    }
132}
133
134impl<DataSelf: DataMut> GLWECiphertext<DataSelf> {
135    pub fn keyswitch<DataLhs: DataRef, DataRhs: DataRef, B: Backend>(
136        &mut self,
137        module: &Module<B>,
138        lhs: &GLWECiphertext<DataLhs>,
139        rhs: &GGLWESwitchingKeyExec<DataRhs, B>,
140        scratch: &mut Scratch<B>,
141    ) where
142        Module<B>: GLWEKeyswitchFamily<B>,
143        Scratch<B>: TakeVecZnxDft<B> + ScratchAvailable,
144    {
145        #[cfg(debug_assertions)]
146        {
147            self.assert_keyswitch(module, lhs, rhs, scratch);
148        }
149        let (res_dft, scratch1) = scratch.take_vec_znx_dft(self.n(), self.cols(), rhs.size()); // Todo optimise
150        let res_big: VecZnxBig<_, B> = lhs.keyswitch_internal(module, res_dft, rhs, scratch1);
151        (0..self.cols()).for_each(|i| {
152            module.vec_znx_big_normalize(self.basek(), &mut self.data, i, &res_big, i, scratch1);
153        })
154    }
155
156    pub fn keyswitch_inplace<DataRhs: DataRef, B: Backend>(
157        &mut self,
158        module: &Module<B>,
159        rhs: &GGLWESwitchingKeyExec<DataRhs, B>,
160        scratch: &mut Scratch<B>,
161    ) where
162        Module<B>: GLWEKeyswitchFamily<B>,
163        Scratch<B>: TakeVecZnxDft<B> + ScratchAvailable,
164    {
165        unsafe {
166            let self_ptr: *mut GLWECiphertext<DataSelf> = self as *mut GLWECiphertext<DataSelf>;
167            self.keyswitch(&module, &*self_ptr, rhs, scratch);
168        }
169    }
170}
171
172impl<D: DataRef> GLWECiphertext<D> {
173    pub(crate) fn keyswitch_internal<B: Backend, DataRes, DataKey>(
174        &self,
175        module: &Module<B>,
176        res_dft: VecZnxDft<DataRes, B>,
177        rhs: &GGLWESwitchingKeyExec<DataKey, B>,
178        scratch: &mut Scratch<B>,
179    ) -> VecZnxBig<DataRes, B>
180    where
181        DataRes: DataMut,
182        DataKey: DataRef,
183        Module<B>: GLWEKeyswitchFamily<B>,
184        Scratch<B>: TakeVecZnxDft<B>,
185    {
186        if rhs.digits() == 1 {
187            return keyswitch_vmp_one_digit(module, res_dft, &self.data, &rhs.key.data, scratch);
188        }
189
190        keyswitch_vmp_multiple_digits(
191            module,
192            res_dft,
193            &self.data,
194            &rhs.key.data,
195            rhs.digits(),
196            scratch,
197        )
198    }
199}
200
201fn keyswitch_vmp_one_digit<B: Backend, DataRes, DataIn, DataVmp>(
202    module: &Module<B>,
203    mut res_dft: VecZnxDft<DataRes, B>,
204    a: &VecZnx<DataIn>,
205    mat: &VmpPMat<DataVmp, B>,
206    scratch: &mut Scratch<B>,
207) -> VecZnxBig<DataRes, B>
208where
209    DataRes: DataMut,
210    DataIn: DataRef,
211    DataVmp: DataRef,
212    Module<B>:
213        VecZnxDftAllocBytes + VecZnxDftFromVecZnx<B> + VmpApply<B> + VecZnxDftToVecZnxBigConsume<B> + VecZnxBigAddSmallInplace<B>,
214    Scratch<B>: TakeVecZnxDft<B>,
215{
216    let cols: usize = a.cols();
217    let (mut ai_dft, scratch1) = scratch.take_vec_znx_dft(a.n(), cols - 1, a.size());
218    (0..cols - 1).for_each(|col_i| {
219        module.vec_znx_dft_from_vec_znx(1, 0, &mut ai_dft, col_i, a, col_i + 1);
220    });
221    module.vmp_apply(&mut res_dft, &ai_dft, mat, scratch1);
222    let mut res_big: VecZnxBig<DataRes, B> = module.vec_znx_dft_to_vec_znx_big_consume(res_dft);
223    module.vec_znx_big_add_small_inplace(&mut res_big, 0, a, 0);
224    res_big
225}
226
227fn keyswitch_vmp_multiple_digits<B: Backend, DataRes, DataIn, DataVmp>(
228    module: &Module<B>,
229    mut res_dft: VecZnxDft<DataRes, B>,
230    a: &VecZnx<DataIn>,
231    mat: &VmpPMat<DataVmp, B>,
232    digits: usize,
233    scratch: &mut Scratch<B>,
234) -> VecZnxBig<DataRes, B>
235where
236    DataRes: DataMut,
237    DataIn: DataRef,
238    DataVmp: DataRef,
239    Module<B>: VecZnxDftAllocBytes
240        + VecZnxDftFromVecZnx<B>
241        + VmpApply<B>
242        + VmpApplyAdd<B>
243        + VecZnxDftToVecZnxBigConsume<B>
244        + VecZnxBigAddSmallInplace<B>,
245    Scratch<B>: TakeVecZnxDft<B>,
246{
247    let cols: usize = a.cols();
248    let size: usize = a.size();
249    let (mut ai_dft, scratch1) = scratch.take_vec_znx_dft(a.n(), cols - 1, size.div_ceil(digits));
250
251    ai_dft.data_mut().fill(0);
252
253    (0..digits).for_each(|di| {
254        ai_dft.set_size((size + di) / digits);
255
256        // Small optimization for digits > 2
257        // VMP produce some error e, and since we aggregate vmp * 2^{di * B}, then
258        // we also aggregate ei * 2^{di * B}, with the largest error being ei * 2^{(digits-1) * B}.
259        // As such we can ignore the last digits-2 limbs safely of the sum of vmp products.
260        // It is possible to further ignore the last digits-1 limbs, but this introduce
261        // ~0.5 to 1 bit of additional noise, and thus not chosen here to ensure that the same
262        // noise is kept with respect to the ideal functionality.
263        res_dft.set_size(mat.size() - ((digits - di) as isize - 2).max(0) as usize);
264
265        (0..cols - 1).for_each(|col_i| {
266            module.vec_znx_dft_from_vec_znx(digits, digits - di - 1, &mut ai_dft, col_i, a, col_i + 1);
267        });
268
269        if di == 0 {
270            module.vmp_apply(&mut res_dft, &ai_dft, mat, scratch1);
271        } else {
272            module.vmp_apply_add(&mut res_dft, &ai_dft, mat, di, scratch1);
273        }
274    });
275
276    res_dft.set_size(res_dft.max_size());
277    let mut res_big: VecZnxBig<DataRes, B> = module.vec_znx_dft_to_vec_znx_big_consume(res_dft);
278    module.vec_znx_big_add_small_inplace(&mut res_big, 0, a, 0);
279    res_big
280}