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Better scalar multiplication for Short Weierstrass curves (#40)

Co-authored-by: Dev Ojha <ValarDragon@users.noreply.github.com>
Co-authored-by: Pratyush Mishra <pratyushmishra@berkeley.edu>
master
Pratyush Mishra 3 years ago
committed by GitHub
parent
commit
5e4114b19c
No known key found for this signature in database GPG Key ID: 4AEE18F83AFDEB23
5 changed files with 294 additions and 107 deletions
  1. +11
    -10
      CHANGELOG.md
  2. +125
    -43
      src/groups/curves/short_weierstrass/mod.rs
  3. +132
    -0
      src/groups/curves/short_weierstrass/non_zero_affine.rs
  4. +14
    -23
      src/groups/curves/twisted_edwards/mod.rs
  5. +12
    -31
      src/groups/mod.rs

+ 11
- 10
CHANGELOG.md

@ -1,26 +1,27 @@
## Pending ## Pending
### Breaking changes ### Breaking changes
- #12 Make FpVar's ToBitsGadget output constant length bit vectors.
- #12 Make the `ToBitsGadget` impl for `FpVar` output fixed-size
### Features ### Features
### Improvements ### Improvements
- #5 Speedup BLS-12 pairing - #5 Speedup BLS-12 pairing
- #13 Add ToConstraintFieldGadget to ProjectiveVar
- #15, #16 Allow cs to be none when converting a montgomery point into a twisted edwards point
- #20 Add conditional select gadget to Uints
- #21 Add Uint128
- #13 Add `ToConstraintFieldGadget` to `ProjectiveVar`
- #15, #16 Allow `cs` to be `None` when converting a Montgomery point into a Twisted Edwards point
- #20 Add `CondSelectGadget` impl for `UInt`s
- #21 Add `UInt128`
- #22 Reduce density of `three_bit_cond_neg_lookup` - #22 Reduce density of `three_bit_cond_neg_lookup`
- #23 Reduce allocations in Uints
- #23 Reduce allocations in `UInt`s
- #33 Speedup scalar multiplication by a constant - #33 Speedup scalar multiplication by a constant
- #35 Construct a FpVar from bits
- #36 ImplementToConstraintFieldGadget for `Vec<Uint8>`
- #35 Construct a `FpVar` from bits
- #36 Implement `ToConstraintFieldGadget` for `Vec<Uint8>`
- #40 Faster scalar multiplication for Short Weierstrass curves by relying on affine formulae
### Bug fixes ### Bug fixes
- #8 Fix bug in three_bit_cond_neg_lookup when using a constant lookup bit
- #9 Fix bug in short weierstrass projective curve point's to_affine method
- #8 Fix bug in `three_bit_cond_neg_lookup` when using a constant lookup bit
- #9 Fix bug in `short_weierstrass::ProjectiveVar::to_affine`
- #29 Fix `to_non_unique_bytes` for `BLS12::G1Prepared` - #29 Fix `to_non_unique_bytes` for `BLS12::G1Prepared`
- #34 Fix `mul_by_inverse` for constants - #34 Fix `mul_by_inverse` for constants
- #42 Fix regression in `mul_by_inverse` constraint count - #42 Fix regression in `mul_by_inverse` constraint count

+ 125
- 43
src/groups/curves/short_weierstrass/mod.rs

@ -2,9 +2,10 @@ use ark_ec::{
short_weierstrass_jacobian::{GroupAffine as SWAffine, GroupProjective as SWProjective}, short_weierstrass_jacobian::{GroupAffine as SWAffine, GroupProjective as SWProjective},
AffineCurve, ProjectiveCurve, SWModelParameters, AffineCurve, ProjectiveCurve, SWModelParameters,
}; };
use ark_ff::{BigInteger, BitIteratorBE, Field, One, PrimeField, Zero};
use ark_ff::{BigInteger, BitIteratorBE, Field, FpParameters, One, PrimeField, Zero};
use ark_relations::r1cs::{ConstraintSystemRef, Namespace, SynthesisError}; use ark_relations::r1cs::{ConstraintSystemRef, Namespace, SynthesisError};
use core::{borrow::Borrow, marker::PhantomData}; use core::{borrow::Borrow, marker::PhantomData};
use non_zero_affine::NonZeroAffineVar;
use crate::{fields::fp::FpVar, prelude::*, ToConstraintFieldGadget, Vec}; use crate::{fields::fp::FpVar, prelude::*, ToConstraintFieldGadget, Vec};
@ -21,6 +22,7 @@ pub mod mnt4;
/// family of bilinear groups. /// family of bilinear groups.
pub mod mnt6; pub mod mnt6;
mod non_zero_affine;
/// An implementation of arithmetic for Short Weierstrass curves that relies on /// An implementation of arithmetic for Short Weierstrass curves that relies on
/// the complete formulae derived in the paper of /// the complete formulae derived in the paper of
/// [[Renes, Costello, Batina 2015]](https://eprint.iacr.org/2015/1060). /// [[Renes, Costello, Batina 2015]](https://eprint.iacr.org/2015/1060).
@ -223,8 +225,8 @@ where
} }
/// Mixed addition, which is useful when `other = (x2, y2)` is known to have z = 1. /// Mixed addition, which is useful when `other = (x2, y2)` is known to have z = 1.
#[tracing::instrument(target = "r1cs", skip(self, x2, y2))]
pub(crate) fn add_mixed(&self, (x2, y2): (&F, &F)) -> Result<Self, SynthesisError> {
#[tracing::instrument(target = "r1cs", skip(self, other))]
pub(crate) fn add_mixed(&self, other: &NonZeroAffineVar<P, F>) -> Result<Self, SynthesisError> {
// Complete mixed addition formula from Renes-Costello-Batina 2015 // Complete mixed addition formula from Renes-Costello-Batina 2015
// Algorithm 2 // Algorithm 2
// (https://eprint.iacr.org/2015/1060). // (https://eprint.iacr.org/2015/1060).
@ -235,6 +237,7 @@ where
// https://github.com/RustCrypto/elliptic-curves/blob/master/p256/src/arithmetic/projective.rs // https://github.com/RustCrypto/elliptic-curves/blob/master/p256/src/arithmetic/projective.rs
let three_b = P::COEFF_B.double() + &P::COEFF_B; let three_b = P::COEFF_B.double() + &P::COEFF_B;
let (x1, y1, z1) = (&self.x, &self.y, &self.z); let (x1, y1, z1) = (&self.x, &self.y, &self.z);
let (x2, y2) = (&other.x, &other.y);
let xx = x1 * x2; // 1 let xx = x1 * x2; // 1
let yy = y1 * y2; // 2 let yy = y1 * y2; // 2
@ -261,6 +264,80 @@ where
Ok(ProjectiveVar::new(x, y, z)) Ok(ProjectiveVar::new(x, y, z))
} }
/// Computes a scalar multiplication with a little-endian scalar of size `P::ScalarField::MODULUS_BITS`.
#[tracing::instrument(
target = "r1cs",
skip(self, mul_result, multiple_of_power_of_two, bits)
)]
fn fixed_scalar_mul_le(
&self,
mul_result: &mut Self,
multiple_of_power_of_two: &mut NonZeroAffineVar<P, F>,
bits: &[&Boolean<<P::BaseField as Field>::BasePrimeField>],
) -> Result<(), SynthesisError> {
let scalar_modulus_bits = <<P::ScalarField as PrimeField>::Params>::MODULUS_BITS as usize;
assert!(scalar_modulus_bits >= bits.len());
let split_len = ark_std::cmp::min(scalar_modulus_bits - 2, bits.len());
let (affine_bits, proj_bits) = bits.split_at(split_len);
// Computes the standard little-endian double-and-add algorithm
// (Algorithm 3.26, Guide to Elliptic Curve Cryptography)
//
// We rely on *incomplete* affine formulae for partially computing this.
// However, we avoid exceptional edge cases because we partition the scalar
// into two chunks: one guaranteed to be less than p - 2, and the rest.
// We only use incomplete formulae for the first chunk, which means we avoid exceptions:
//
// `add_unchecked(a, b)` is incomplete when either `b.is_zero()`, or when
// `b = ±a`. During scalar multiplication, we don't hit either case:
// * `b = ±a`: `b = accumulator = k * a`, where `2 <= k < p - 1`.
// This implies that `k != p ± 1`, and so `b != (p ± 1) * a`.
// Because the group is finite, this in turn means that `b != ±a`, as required.
// * `a` or `b` is zero: for `a`, we handle the zero case after the loop; for `b`, notice
// that it is monotonically increasing, and furthermore, equals `k * a`, where
// `k != p = 0 mod p`.
// Unlike normal double-and-add, here we start off with a non-zero `accumulator`,
// because `NonZeroAffineVar::add_unchecked` doesn't support addition with `zero`.
// In more detail, we initialize `accumulator` to be the initial value of
// `multiple_of_power_of_two`. This ensures that all unchecked additions of `accumulator`
// with later values of `multiple_of_power_of_two` are safe.
// However, to do this correctly, we need to perform two steps:
// * We must skip the LSB, and instead proceed assuming that it was 1. Later, we will
// conditionally subtract the initial value of `accumulator`:
// if LSB == 0: subtract initial_acc_value; else, subtract 0.
// * Because we are assuming the first bit, we must double `multiple_of_power_of_two`.
let mut accumulator = multiple_of_power_of_two.clone();
let initial_acc_value = accumulator.into_projective();
// The powers start at 2 (instead of 1) because we're skipping the first bit.
multiple_of_power_of_two.double_in_place()?;
// As mentioned, we will skip the LSB, and will later handle it via a conditional subtraction.
for bit in affine_bits.iter().skip(1) {
let temp = accumulator.add_unchecked(&multiple_of_power_of_two)?;
accumulator = bit.select(&temp, &accumulator)?;
multiple_of_power_of_two.double_in_place()?;
}
// Perform conditional subtraction:
// We can convert to projective safely because the result is guaranteed to be non-zero
// by the condition on `affine_bits.len()`, and by the fact that `accumulator` is non-zero
let result = accumulator.into_projective();
// If bits[0] is 0, then we have to subtract `self`; else, we subtract zero.
let subtrahend = bits[0].select(&Self::zero(), &initial_acc_value)?;
*mul_result += result - subtrahend;
// Now, let's finish off the rest of the bits using our complete formulae
for bit in proj_bits {
let temp = &*mul_result + &multiple_of_power_of_two.into_projective();
*mul_result = bit.select(&temp, &mul_result)?;
multiple_of_power_of_two.double_in_place()?;
}
Ok(())
}
} }
impl<P, F> CurveVar<SWProjective<P>, <P::BaseField as Field>::BasePrimeField> impl<P, F> CurveVar<SWProjective<P>, <P::BaseField as Field>::BasePrimeField>
@ -398,47 +475,52 @@ where
bits: impl Iterator<Item = &'a Boolean<<P::BaseField as Field>::BasePrimeField>>, bits: impl Iterator<Item = &'a Boolean<<P::BaseField as Field>::BasePrimeField>>,
) -> Result<Self, SynthesisError> { ) -> Result<Self, SynthesisError> {
if self.is_constant() { if self.is_constant() {
// Compute 2^i * self for i in 0..bits.len()
// (these will be used by`precomputed_base_scalar_mul_le`, to perform
// a conditional addition.).
//
// TODO: if `bits.len()` is small n, it might be cheaper to
// conditionally select between 2^n options.
let mut value = self.value()?;
let bits_and_multiples = bits
.map(|b| {
let multiple = value;
value.double_in_place();
(b, multiple)
})
.collect::<ark_std::vec::Vec<_>>();
let mut result = self.clone();
result.precomputed_base_scalar_mul_le(
bits_and_multiples.iter().map(|&(ref b, ref c)| (*b, c)),
)?;
Ok(result)
} else {
// Computes the standard big-endian double-and-add algorithm
// (Algorithm 3.27, Guide to Elliptic Curve Cryptography)
// the input is little-endian, so we need to reverse it to get it in
// big-endian.
let mut bits = bits.collect::<Vec<_>>();
bits.reverse();
let mut res = Self::zero();
let self_affine = self.to_affine()?;
for bit in bits {
res.double_in_place()?;
let tmp = res.add_mixed((&self_affine.x, &self_affine.y))?;
res = bit.select(&tmp, &res)?;
if self.value().unwrap().is_zero() {
return Ok(self.clone());
} }
// The foregoing algorithm relies on mixed addition, and so does not
// work when the input (`self`) is zero. We hence have to perform
// a check to ensure that if the input is zero, then so is the output.
// The cost of this check should be less than the benefit of using
// mixed addition in almost all cases.
self_affine.infinity.select(&Self::zero(), &res)
} }
let self_affine = self.to_affine()?;
let (x, y, infinity) = (self_affine.x, self_affine.y, self_affine.infinity);
// We first handle the non-zero case, and then later
// will conditionally select zero if `self` was zero.
let non_zero_self = NonZeroAffineVar::new(x, y);
let bits = bits.collect::<Vec<_>>();
if bits.len() == 0 {
return Ok(Self::zero());
}
let scalar_modulus_bits = <<P::ScalarField as PrimeField>::Params>::MODULUS_BITS as usize;
let mut mul_result = Self::zero();
let mut power_of_two_times_self = non_zero_self;
// We chunk up `bits` into `p`-sized chunks.
for bits in bits.chunks(scalar_modulus_bits) {
self.fixed_scalar_mul_le(&mut mul_result, &mut power_of_two_times_self, bits)?;
}
// The foregoing algorithms rely on mixed/incomplete addition, and so do not
// work when the input (`self`) is zero. We hence have to perform
// a check to ensure that if the input is zero, then so is the output.
// The cost of this check should be less than the benefit of using
// mixed addition in almost all cases.
infinity.select(&Self::zero(), &mul_result)
}
#[tracing::instrument(target = "r1cs", skip(scalar_bits_with_bases))]
fn precomputed_base_scalar_mul_le<'a, I, B>(
&mut self,
scalar_bits_with_bases: I,
) -> Result<(), SynthesisError>
where
I: Iterator<Item = (B, &'a SWProjective<P>)>,
B: Borrow<Boolean<<P::BaseField as Field>::BasePrimeField>>,
{
// We just ignore the provided bases and use the faster scalar multiplication.
let (bits, bases): (Vec<_>, Vec<_>) = scalar_bits_with_bases
.map(|(b, c)| (b.borrow().clone(), *c))
.unzip();
let base = bases[0];
*self = Self::constant(base).scalar_mul_le(bits.iter())?;
Ok(())
} }
} }
@ -500,7 +582,7 @@ impl_bounded_ops!(
// We'll use mixed addition to add non-zero constants. // We'll use mixed addition to add non-zero constants.
let x = F::constant(other.x); let x = F::constant(other.x);
let y = F::constant(other.y); let y = F::constant(other.y);
this.add_mixed((&x, &y)).unwrap()
this.add_mixed(&NonZeroAffineVar::new(x, y)).unwrap()
} }
} else { } else {
// Complete addition formula from Renes-Costello-Batina 2015 // Complete addition formula from Renes-Costello-Batina 2015

+ 132
- 0
src/groups/curves/short_weierstrass/non_zero_affine.rs

@ -0,0 +1,132 @@
use super::*;
/// An affine representation of a prime order curve point that is guaranteed
/// to *not* be the point at infinity.
#[derive(Derivative)]
#[derivative(Debug, Clone)]
#[must_use]
pub struct NonZeroAffineVar<
P: SWModelParameters,
F: FieldVar<P::BaseField, <P::BaseField as Field>::BasePrimeField>,
> where
for<'a> &'a F: FieldOpsBounds<'a, P::BaseField, F>,
{
/// The x-coordinate.
pub x: F,
/// The y-coordinate.
pub y: F,
#[derivative(Debug = "ignore")]
_params: PhantomData<P>,
}
impl<P, F> NonZeroAffineVar<P, F>
where
P: SWModelParameters,
F: FieldVar<P::BaseField, <P::BaseField as Field>::BasePrimeField>,
for<'a> &'a F: FieldOpsBounds<'a, P::BaseField, F>,
{
pub(crate) fn new(x: F, y: F) -> Self {
Self {
x,
y,
_params: PhantomData,
}
}
/// Converts self into a non-zero projective point.
#[tracing::instrument(target = "r1cs", skip(self))]
pub(crate) fn into_projective(&self) -> ProjectiveVar<P, F> {
ProjectiveVar::new(self.x.clone(), self.y.clone(), F::one())
}
/// Performs an addition without checking that other != ±self.
#[tracing::instrument(target = "r1cs", skip(self, other))]
pub(crate) fn add_unchecked(&self, other: &Self) -> Result<Self, SynthesisError> {
if [self, other].is_constant() {
let result =
(self.value()?.into_projective() + other.value()?.into_projective()).into_affine();
Ok(Self::new(F::constant(result.x), F::constant(result.y)))
} else {
let (x1, y1) = (&self.x, &self.y);
let (x2, y2) = (&other.x, &other.y);
// Then,
// slope lambda := (y2 - y1)/(x2 - x1);
// x3 = lambda^2 - x1 - x2;
// y3 = lambda * (x1 - x3) - y1
let numerator = y2 - y1;
let denominator = x2 - x1;
let lambda = numerator.mul_by_inverse(&denominator)?;
let x3 = lambda.square()? - x1 - x2;
let y3 = lambda * &(x1 - &x3) - y1;
Ok(Self::new(x3, y3))
}
}
/// Doubles `self`. As this is a prime order curve point,
/// the output is guaranteed to not be the point at infinity.
#[tracing::instrument(target = "r1cs", skip(self))]
pub(crate) fn double(&self) -> Result<Self, SynthesisError> {
if [self].is_constant() {
let result = self.value()?.into_projective().double().into_affine();
// Panic if the result is zero.
assert!(!result.is_zero());
Ok(Self::new(F::constant(result.x), F::constant(result.y)))
} else {
let (x1, y1) = (&self.x, &self.y);
let x1_sqr = x1.square()?;
// Then,
// tangent lambda := (3 * x1^2 + a) / y1·;
// x3 = lambda^2 - 2x1
// y3 = lambda * (x1 - x3) - y1
let numerator = x1_sqr.double()? + &x1_sqr + P::COEFF_A;
let denominator = y1.double()?;
let lambda = numerator.mul_by_inverse(&denominator)?;
let x3 = lambda.square()? - x1.double()?;
let y3 = lambda * &(x1 - &x3) - y1;
Ok(Self::new(x3, y3))
}
}
/// Doubles `self` in place.
#[tracing::instrument(target = "r1cs", skip(self))]
pub(crate) fn double_in_place(&mut self) -> Result<(), SynthesisError> {
*self = self.double()?;
Ok(())
}
}
impl<P, F> R1CSVar<<P::BaseField as Field>::BasePrimeField> for NonZeroAffineVar<P, F>
where
P: SWModelParameters,
F: FieldVar<P::BaseField, <P::BaseField as Field>::BasePrimeField>,
for<'a> &'a F: FieldOpsBounds<'a, P::BaseField, F>,
{
type Value = SWAffine<P>;
fn cs(&self) -> ConstraintSystemRef<<P::BaseField as Field>::BasePrimeField> {
self.x.cs().or(self.y.cs())
}
fn value(&self) -> Result<SWAffine<P>, SynthesisError> {
Ok(SWAffine::new(self.x.value()?, self.y.value()?, false))
}
}
impl<P, F> CondSelectGadget<<P::BaseField as Field>::BasePrimeField> for NonZeroAffineVar<P, F>
where
P: SWModelParameters,
F: FieldVar<P::BaseField, <P::BaseField as Field>::BasePrimeField>,
for<'a> &'a F: FieldOpsBounds<'a, P::BaseField, F>,
{
#[inline]
#[tracing::instrument(target = "r1cs")]
fn conditionally_select(
cond: &Boolean<<P::BaseField as Field>::BasePrimeField>,
true_value: &Self,
false_value: &Self,
) -> Result<Self, SynthesisError> {
let x = cond.select(&true_value.x, &false_value.x)?;
let y = cond.select(&true_value.y, &false_value.y)?;
Ok(Self::new(x, y))
}
}

+ 14
- 23
src/groups/curves/twisted_edwards/mod.rs

@ -523,43 +523,34 @@ where
Ok(Self::new(self.x.negate()?, self.y.clone())) Ok(Self::new(self.x.negate()?, self.y.clone()))
} }
#[tracing::instrument(target = "r1cs", skip(scalar_bits_with_base_powers))]
#[tracing::instrument(target = "r1cs", skip(scalar_bits_with_base_multiples))]
fn precomputed_base_scalar_mul_le<'a, I, B>( fn precomputed_base_scalar_mul_le<'a, I, B>(
&mut self, &mut self,
scalar_bits_with_base_powers: I,
scalar_bits_with_base_multiples: I,
) -> Result<(), SynthesisError> ) -> Result<(), SynthesisError>
where where
I: Iterator<Item = (B, &'a TEProjective<P>)>, I: Iterator<Item = (B, &'a TEProjective<P>)>,
B: Borrow<Boolean<<P::BaseField as Field>::BasePrimeField>>, B: Borrow<Boolean<<P::BaseField as Field>::BasePrimeField>>,
{ {
let scalar_bits_with_base_powers = scalar_bits_with_base_powers
let (bits, multiples): (Vec<_>, Vec<_>) = scalar_bits_with_base_multiples
.map(|(bit, base)| (bit.borrow().clone(), *base)) .map(|(bit, base)| (bit.borrow().clone(), *base))
.collect::<Vec<(_, TEProjective<P>)>>();
let zero = TEProjective::zero();
for bits_base_powers in scalar_bits_with_base_powers.chunks(2) {
if bits_base_powers.len() == 2 {
let bits = [bits_base_powers[0].0.clone(), bits_base_powers[1].0.clone()];
let base_powers = [&bits_base_powers[0].1, &bits_base_powers[1].1];
let mut table = [
zero,
*base_powers[0],
*base_powers[1],
*base_powers[0] + base_powers[1],
];
.unzip();
let zero: TEAffine<P> = TEProjective::zero().into_affine();
for (bits, multiples) in bits.chunks(2).zip(multiples.chunks(2)) {
if bits.len() == 2 {
let mut table = [multiples[0], multiples[1], multiples[0] + multiples[1]];
TEProjective::batch_normalization(&mut table); TEProjective::batch_normalization(&mut table);
let x_s = [table[0].x, table[1].x, table[2].x, table[3].x];
let y_s = [table[0].y, table[1].y, table[2].y, table[3].y];
let x_s = [zero.x, table[0].x, table[1].x, table[2].x];
let y_s = [zero.y, table[0].y, table[1].y, table[2].y];
let x = F::two_bit_lookup(&bits, &x_s)?; let x = F::two_bit_lookup(&bits, &x_s)?;
let y = F::two_bit_lookup(&bits, &y_s)?; let y = F::two_bit_lookup(&bits, &y_s)?;
*self += Self::new(x, y); *self += Self::new(x, y);
} else if bits_base_powers.len() == 1 {
let bit = bits_base_powers[0].0.clone();
let base_power = bits_base_powers[0].1;
let new_encoded = &*self + base_power;
*self = bit.select(&new_encoded, &self)?;
} else if bits.len() == 1 {
let bit = &bits[0];
let tmp = &*self + multiples[0];
*self = bit.select(&tmp, &*self)?;
} }
} }

+ 12
- 31
src/groups/mod.rs

@ -92,38 +92,19 @@ pub trait CurveVar:
&self, &self,
bits: impl Iterator<Item = &'a Boolean<ConstraintF>>, bits: impl Iterator<Item = &'a Boolean<ConstraintF>>,
) -> Result<Self, SynthesisError> { ) -> Result<Self, SynthesisError> {
if self.is_constant() {
// Compute 2^i * self for i in 0..bits.len()
// (these will be used by`precomputed_base_scalar_mul_le`, to perform
// a conditional addition.).
//
// TODO: if `bits.len()` is small n, it might be cheaper to
// conditinally select between 2^n options.
let mut value = self.value().unwrap();
let bits_and_multiples = bits
.map(|b| {
let multiple = value;
value.double_in_place();
(b, multiple)
})
.collect::<ark_std::vec::Vec<_>>();
let mut result = self.clone();
result.precomputed_base_scalar_mul_le(
bits_and_multiples.iter().map(|&(ref b, ref c)| (*b, c)),
)?;
Ok(result)
} else {
// Computes the standard little-endian double-and-add algorithm
// (Algorithm 3.27, Guide to Elliptic Curve Cryptography)
let mut res = Self::zero();
let mut multiple = self.clone();
for bit in bits {
let tmp = res.clone() + &multiple;
res = bit.select(&tmp, &res)?;
multiple.double_in_place()?;
}
Ok(res)
// TODO: in the constant case we should call precomputed_scalar_mul_le,
// but rn there's a bug when doing this with TE curves.
// Computes the standard little-endian double-and-add algorithm
// (Algorithm 3.26, Guide to Elliptic Curve Cryptography)
let mut res = Self::zero();
let mut multiple = self.clone();
for bit in bits {
let tmp = res.clone() + &multiple;
res = bit.select(&tmp, &res)?;
multiple.double_in_place()?;
} }
Ok(res)
} }
/// Computes a `I * self` in place, where `I` is a `Boolean` *little-endian* /// Computes a `I * self` in place, where `I` is a `Boolean` *little-endian*

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