1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
use crate::core_crypto::prelude::{Numeric, SignedInteger};
use crate::integer::block_decomposition::{BlockDecomposer, DecomposableInto};
use crate::integer::ciphertext::{IntegerRadixCiphertext, RadixCiphertext};
use crate::integer::server_key::CheckError;
use crate::integer::ServerKey;
use std::collections::BTreeMap;
pub trait ScalarMultiplier: Numeric {
fn is_power_of_two(self) -> bool;
fn ilog2(self) -> u32;
}
macro_rules! impl_scalar_multiplier_for_unsigned {
($($type:ty),*) => {
$(
impl ScalarMultiplier for $type {
fn is_power_of_two(self) -> bool {
<$type>::is_power_of_two(self)
}
fn ilog2(self) -> u32 {
self.ilog2()
}
}
)*
}
}
macro_rules! impl_scalar_multiplier_for_signed {
($($type:ty),*) => {
$(
impl ScalarMultiplier for $type {
// i8, i18, etc do not have their is_power_of_two
fn is_power_of_two(self) -> bool {
self > 0 && <Self as SignedInteger>::into_unsigned(self).is_power_of_two()
}
// Panics is self is <= 0
fn ilog2(self) -> u32 {
self.ilog2()
}
}
)*
}
}
impl_scalar_multiplier_for_unsigned!(u8, u16, u32, u64, u128);
impl_scalar_multiplier_for_signed!(i8, i16, i32, i64, i128);
impl<const N: usize> ScalarMultiplier
for crate::integer::bigint::static_signed::StaticSignedBigInt<N>
{
fn is_power_of_two(self) -> bool {
self.is_power_of_two()
}
fn ilog2(self) -> u32 {
self.ilog2()
}
}
impl<const N: usize> ScalarMultiplier
for crate::integer::bigint::static_unsigned::StaticUnsignedBigInt<N>
{
fn is_power_of_two(self) -> bool {
self.is_power_of_two()
}
fn ilog2(self) -> u32 {
self.ilog2()
}
}
impl ServerKey {
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
/// This function computes the operation without checking if it exceeds the capacity of the
/// ciphertext.
///
/// The result is returned as a new ciphertext.
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 30;
/// let scalar = 3;
///
/// let ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// let ct_res = sks.unchecked_small_scalar_mul(&ct, scalar);
///
/// let clear: u64 = cks.decrypt(&ct_res);
/// assert_eq!(scalar * msg, clear);
/// ```
pub fn unchecked_small_scalar_mul(
&self,
ctxt: &RadixCiphertext,
scalar: u64,
) -> RadixCiphertext {
let mut ct_result = ctxt.clone();
self.unchecked_small_scalar_mul_assign(&mut ct_result, scalar);
ct_result
}
pub fn unchecked_small_scalar_mul_assign(&self, ctxt: &mut RadixCiphertext, scalar: u64) {
for ct_i in ctxt.blocks.iter_mut() {
self.key.unchecked_scalar_mul_assign(ct_i, scalar as u8);
}
}
///Verifies if ct1 can be multiplied by scalar.
///
/// # Example
///
///```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 25u64;
/// let scalar1 = 3;
///
/// let ct = cks.encrypt(msg);
///
/// // Verification if the scalar multiplication can be computed:
/// sks.is_small_scalar_mul_possible(&ct, scalar1).unwrap();
///
/// let scalar2 = 7;
/// // Verification if the scalar multiplication can be computed:
/// let res = sks.is_small_scalar_mul_possible(&ct, scalar2);
/// assert!(res.is_err());
/// ```
pub fn is_small_scalar_mul_possible(
&self,
ctxt: &RadixCiphertext,
scalar: u64,
) -> Result<(), CheckError> {
for ct_i in ctxt.blocks.iter() {
self.key
.is_scalar_mul_possible(ct_i.noise_degree(), scalar as u8)?;
}
Ok(())
}
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
/// If the operation can be performed, the result is returned in a new ciphertext.
/// Otherwise a [CheckError] is returned.
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 33;
/// let scalar = 3;
///
/// let ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// let ct_res = sks.checked_small_scalar_mul(&ct, scalar);
///
/// match ct_res {
/// Err(x) => panic!("{x:?}"),
/// Ok(y) => {
/// let clear: u64 = cks.decrypt(&y);
/// assert_eq!(msg * scalar, clear);
/// }
/// }
/// ```
pub fn checked_small_scalar_mul(
&self,
ct: &RadixCiphertext,
scalar: u64,
) -> Result<RadixCiphertext, CheckError> {
let mut ct_result = ct.clone();
// If the ciphertext cannot be multiplied without exceeding the capacity of a ciphertext
self.is_small_scalar_mul_possible(ct, scalar)?;
ct_result = self.unchecked_small_scalar_mul(&ct_result, scalar);
Ok(ct_result)
}
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
/// If the operation can be performed, the result is assigned to the ciphertext given
/// as parameter.
/// Otherwise a [CheckError] is returned.
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 33;
/// let scalar = 3;
///
/// let mut ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// sks.checked_small_scalar_mul_assign(&mut ct, scalar)
/// .unwrap();
///
/// let clear_res: u64 = cks.decrypt(&ct);
/// assert_eq!(clear_res, msg * scalar);
/// ```
pub fn checked_small_scalar_mul_assign(
&self,
ct: &mut RadixCiphertext,
scalar: u64,
) -> Result<(), CheckError> {
// If the ciphertext cannot be multiplied without exceeding the capacity of a ciphertext
self.is_small_scalar_mul_possible(ct, scalar)?;
self.unchecked_small_scalar_mul_assign(ct, scalar);
Ok(())
}
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
/// `small` means the scalar value shall fit in a __shortint block__.
/// For example, if the parameters are PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128,
/// the scalar should fit in 2 bits.
///
/// The result is returned as a new ciphertext.
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let modulus = 1 << 8;
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 13;
/// let scalar = 2;
///
/// let mut ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// let ct_res = sks.smart_small_scalar_mul(&mut ct, scalar);
///
/// // Decrypt:
/// let clear: u64 = cks.decrypt(&ct_res);
/// assert_eq!(msg * scalar % modulus, clear);
/// ```
pub fn smart_small_scalar_mul(
&self,
ctxt: &mut RadixCiphertext,
scalar: u64,
) -> RadixCiphertext {
if self.is_small_scalar_mul_possible(ctxt, scalar).is_err() {
self.full_propagate(ctxt);
}
self.is_small_scalar_mul_possible(ctxt, scalar).unwrap();
self.unchecked_small_scalar_mul(ctxt, scalar)
}
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
/// `small` means the scalar shall value fit in a __shortint block__.
/// For example, if the parameters are PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128,
/// the scalar should fit in 2 bits.
///
/// The result is assigned to the input ciphertext
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let modulus = 1 << 8;
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 9;
/// let scalar = 3;
///
/// let mut ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// sks.smart_small_scalar_mul_assign(&mut ct, scalar);
///
/// // Decrypt:
/// let clear: u64 = cks.decrypt(&ct);
/// assert_eq!(msg * scalar % modulus, clear);
/// ```
pub fn smart_small_scalar_mul_assign(&self, ctxt: &mut RadixCiphertext, scalar: u64) {
if self.is_small_scalar_mul_possible(ctxt, scalar).is_err() {
self.full_propagate(ctxt);
}
self.is_small_scalar_mul_possible(ctxt, scalar).unwrap();
self.unchecked_small_scalar_mul_assign(ctxt, scalar);
}
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 1u64;
/// let power = 2;
///
/// let ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// let ct_res = sks.blockshift(&ct, power);
///
/// // Decrypt:
/// let clear: u64 = cks.decrypt(&ct_res);
/// assert_eq!(16, clear);
/// ```
pub fn blockshift<T>(&self, ctxt: &T, shift: usize) -> T
where
T: IntegerRadixCiphertext,
{
let mut result = ctxt.clone();
result.blocks_mut().rotate_right(shift);
for block in &mut result.blocks_mut()[..shift] {
self.key.create_trivial_assign(block, 0);
}
result
}
/// Computes homomorphically a multiplication between a scalar and a ciphertext.
///
///
/// # Example
///
/// ```rust
/// use tfhe::integer::gen_keys_radix;
/// use tfhe::shortint::parameters::PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128;
///
/// // We have 4 * 2 = 8 bits of message
/// let modulus = 1 << 8;
/// let size = 4;
/// let (cks, sks) = gen_keys_radix(PARAM_MESSAGE_2_CARRY_2_KS_PBS_GAUSSIAN_2M128, size);
///
/// let msg = 230;
/// let scalar = 376;
///
/// let mut ct = cks.encrypt(msg);
///
/// // Compute homomorphically a scalar multiplication:
/// let ct_res = sks.smart_scalar_mul(&mut ct, scalar);
///
/// // Decrypt:
/// let clear: u64 = cks.decrypt(&ct_res);
/// assert_eq!(msg * scalar % modulus, clear);
/// ```
pub fn smart_scalar_mul<T>(&self, ctxt: &mut RadixCiphertext, scalar: T) -> RadixCiphertext
where
T: ScalarMultiplier + DecomposableInto<u8>,
{
if scalar == T::ZERO {
return self.create_trivial_zero_radix(ctxt.blocks.len());
}
if scalar == T::ONE {
return ctxt.clone();
}
//Propagate the carries before doing the multiplications
self.full_propagate(ctxt);
//Store the computations
let mut map: BTreeMap<u64, RadixCiphertext> = BTreeMap::new();
let mut result = self.create_trivial_zero_radix(ctxt.blocks.len());
let mut tmp;
let decomposer =
BlockDecomposer::with_early_stop_at_zero(scalar, self.key.message_modulus.0.ilog2())
.iter_as::<u8>()
.take(ctxt.blocks.len());
for (i, scalar_block) in decomposer.enumerate() {
if scalar_block == 0 {
continue;
}
if scalar_block == 1 {
// tmp = ctxt * 1 * b^i
tmp = self.blockshift(ctxt, i);
} else {
tmp = map
.entry(scalar_block as u64)
.or_insert_with(|| self.smart_small_scalar_mul(ctxt, scalar_block as u64))
.clone();
//tmp = ctxt* u_i * b^i
tmp = self.blockshift(&tmp, i);
}
//update the result
self.smart_add_assign(&mut result, &mut tmp);
}
result
}
pub fn smart_scalar_mul_assign<T>(&self, ctxt: &mut RadixCiphertext, scalar: T)
where
T: ScalarMultiplier + DecomposableInto<u8>,
{
*ctxt = self.smart_scalar_mul(ctxt, scalar);
}
}