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curve.go
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curve.go
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//
// Copyright Coinbase, Inc. All Rights Reserved.
//
// SPDX-License-Identifier: Apache-2.0
//
package curves
import (
"crypto/elliptic"
"encoding/hex"
"encoding/json"
"fmt"
"hash"
"io"
"math/big"
"sync"
"github.com/coinbase/kryptology/pkg/core/curves/native/bls12381"
)
var (
k256Initonce sync.Once
k256 Curve
bls12381g1Initonce sync.Once
bls12381g1 Curve
bls12381g2Initonce sync.Once
bls12381g2 Curve
bls12377g1Initonce sync.Once
bls12377g1 Curve
bls12377g2Initonce sync.Once
bls12377g2 Curve
p256Initonce sync.Once
p256 Curve
ed25519Initonce sync.Once
ed25519 Curve
pallasInitonce sync.Once
pallas Curve
)
const (
K256Name = "secp256k1"
BLS12381G1Name = "BLS12381G1"
BLS12381G2Name = "BLS12381G2"
BLS12831Name = "BLS12831"
P256Name = "P-256"
ED25519Name = "ed25519"
PallasName = "pallas"
BLS12377G1Name = "BLS12377G1"
BLS12377G2Name = "BLS12377G2"
BLS12377Name = "BLS12377"
)
const scalarBytes = 32
// Scalar represents an element of the scalar field \mathbb{F}_q
// of the elliptic curve construction.
type Scalar interface {
// Random returns a random scalar using the provided reader
// to retrieve bytes
Random(reader io.Reader) Scalar
// Hash the specific bytes in a manner to yield a
// uniformly distributed scalar
Hash(bytes []byte) Scalar
// Zero returns the additive identity element
Zero() Scalar
// One returns the multiplicative identity element
One() Scalar
// IsZero returns true if this element is the additive identity element
IsZero() bool
// IsOne returns true if this element is the multiplicative identity element
IsOne() bool
// IsOdd returns true if this element is odd
IsOdd() bool
// IsEven returns true if this element is even
IsEven() bool
// New returns an element with the value equal to `value`
New(value int) Scalar
// Cmp returns
// -2 if this element is in a different field than rhs
// -1 if this element is less than rhs
// 0 if this element is equal to rhs
// 1 if this element is greater than rhs
Cmp(rhs Scalar) int
// Square returns element*element
Square() Scalar
// Double returns element+element
Double() Scalar
// Invert returns element^-1 mod p
Invert() (Scalar, error)
// Sqrt computes the square root of this element if it exists.
Sqrt() (Scalar, error)
// Cube returns element*element*element
Cube() Scalar
// Add returns element+rhs
Add(rhs Scalar) Scalar
// Sub returns element-rhs
Sub(rhs Scalar) Scalar
// Mul returns element*rhs
Mul(rhs Scalar) Scalar
// MulAdd returns element * y + z mod p
MulAdd(y, z Scalar) Scalar
// Div returns element*rhs^-1 mod p
Div(rhs Scalar) Scalar
// Neg returns -element mod p
Neg() Scalar
// SetBigInt returns this element set to the value of v
SetBigInt(v *big.Int) (Scalar, error)
// BigInt returns this element as a big integer
BigInt() *big.Int
// Point returns the associated point for this scalar
Point() Point
// Bytes returns the canonical byte representation of this scalar
Bytes() []byte
// SetBytes creates a scalar from the canonical representation expecting the exact number of bytes needed to represent the scalar
SetBytes(bytes []byte) (Scalar, error)
// SetBytesWide creates a scalar expecting double the exact number of bytes needed to represent the scalar which is reduced by the modulus
SetBytesWide(bytes []byte) (Scalar, error)
// Clone returns a cloned Scalar of this value
Clone() Scalar
}
type PairingScalar interface {
Scalar
SetPoint(p Point) PairingScalar
}
func unmarshalScalar(input []byte) (*Curve, []byte, error) {
sep := byte(':')
i := 0
for ; i < len(input); i++ {
if input[i] == sep {
break
}
}
name := string(input[:i])
curve := GetCurveByName(name)
if curve == nil {
return nil, nil, fmt.Errorf("unrecognized curve")
}
return curve, input[i+1:], nil
}
func scalarMarshalBinary(scalar Scalar) ([]byte, error) {
// All scalars are 32 bytes long
// The last 32 bytes are the actual value
// The first remaining bytes are the curve name
// separated by a colon
name := []byte(scalar.Point().CurveName())
output := make([]byte, len(name)+1+scalarBytes)
copy(output[:len(name)], name)
output[len(name)] = byte(':')
copy(output[len(name)+1:], scalar.Bytes())
return output, nil
}
func scalarUnmarshalBinary(input []byte) (Scalar, error) {
// All scalars are 32 bytes long
// The first 32 bytes are the actual value
// The remaining bytes are the curve name
if len(input) < scalarBytes+1+len(P256Name) {
return nil, fmt.Errorf("invalid byte sequence")
}
sc, data, err := unmarshalScalar(input)
if err != nil {
return nil, err
}
return sc.Scalar.SetBytes(data)
}
func scalarMarshalText(scalar Scalar) ([]byte, error) {
// All scalars are 32 bytes long
// For text encoding we put the curve name first for readability
// separated by a colon, then the hex encoding of the scalar
// which avoids the base64 weakness with strict mode or not
name := []byte(scalar.Point().CurveName())
output := make([]byte, len(name)+1+scalarBytes*2)
copy(output[:len(name)], name)
output[len(name)] = byte(':')
_ = hex.Encode(output[len(name)+1:], scalar.Bytes())
return output, nil
}
func scalarUnmarshalText(input []byte) (Scalar, error) {
if len(input) < scalarBytes*2+len(P256Name)+1 {
return nil, fmt.Errorf("invalid byte sequence")
}
curve, data, err := unmarshalScalar(input)
if err != nil {
return nil, err
}
var t [scalarBytes]byte
_, err = hex.Decode(t[:], data)
if err != nil {
return nil, err
}
return curve.Scalar.SetBytes(t[:])
}
func scalarMarshalJson(scalar Scalar) ([]byte, error) {
m := make(map[string]string, 2)
m["type"] = scalar.Point().CurveName()
m["value"] = hex.EncodeToString(scalar.Bytes())
return json.Marshal(m)
}
func scalarUnmarshalJson(input []byte) (Scalar, error) {
var m map[string]string
err := json.Unmarshal(input, &m)
if err != nil {
return nil, err
}
curve := GetCurveByName(m["type"])
if curve == nil {
return nil, fmt.Errorf("invalid type")
}
s, err := hex.DecodeString(m["value"])
if err != nil {
return nil, err
}
S, err := curve.Scalar.SetBytes(s)
if err != nil {
return nil, err
}
return S, nil
}
// Point represents an elliptic curve point
type Point interface {
Random(reader io.Reader) Point
Hash(bytes []byte) Point
Identity() Point
Generator() Point
IsIdentity() bool
IsNegative() bool
IsOnCurve() bool
Double() Point
Scalar() Scalar
Neg() Point
Add(rhs Point) Point
Sub(rhs Point) Point
Mul(rhs Scalar) Point
Equal(rhs Point) bool
Set(x, y *big.Int) (Point, error)
ToAffineCompressed() []byte
ToAffineUncompressed() []byte
FromAffineCompressed(bytes []byte) (Point, error)
FromAffineUncompressed(bytes []byte) (Point, error)
CurveName() string
SumOfProducts(points []Point, scalars []Scalar) Point
}
type PairingPoint interface {
Point
OtherGroup() PairingPoint
Pairing(rhs PairingPoint) Scalar
MultiPairing(...PairingPoint) Scalar
}
func pointMarshalBinary(point Point) ([]byte, error) {
// Always stores points in compressed form
// The first bytes are the curve name
// separated by a colon followed by the compressed point
// bytes
t := point.ToAffineCompressed()
name := []byte(point.CurveName())
output := make([]byte, len(name)+1+len(t))
copy(output[:len(name)], name)
output[len(name)] = byte(':')
copy(output[len(output)-len(t):], t)
return output, nil
}
func pointUnmarshalBinary(input []byte) (Point, error) {
if len(input) < scalarBytes+1+len(P256Name) {
return nil, fmt.Errorf("invalid byte sequence")
}
sep := byte(':')
i := 0
for ; i < len(input); i++ {
if input[i] == sep {
break
}
}
name := string(input[:i])
curve := GetCurveByName(name)
if curve == nil {
return nil, fmt.Errorf("unrecognized curve")
}
return curve.Point.FromAffineCompressed(input[i+1:])
}
func pointMarshalText(point Point) ([]byte, error) {
// Always stores points in compressed form
// The first bytes are the curve name
// separated by a colon followed by the compressed point
// bytes
t := point.ToAffineCompressed()
name := []byte(point.CurveName())
output := make([]byte, len(name)+1+len(t)*2)
copy(output[:len(name)], name)
output[len(name)] = byte(':')
hex.Encode(output[len(output)-len(t)*2:], t)
return output, nil
}
func pointUnmarshalText(input []byte) (Point, error) {
if len(input) < scalarBytes*2+1+len(P256Name) {
return nil, fmt.Errorf("invalid byte sequence")
}
sep := byte(':')
i := 0
for ; i < len(input); i++ {
if input[i] == sep {
break
}
}
name := string(input[:i])
curve := GetCurveByName(name)
if curve == nil {
return nil, fmt.Errorf("unrecognized curve")
}
buffer := make([]byte, (len(input)-i)/2)
_, err := hex.Decode(buffer, input[i+1:])
if err != nil {
return nil, err
}
return curve.Point.FromAffineCompressed(buffer)
}
func pointMarshalJson(point Point) ([]byte, error) {
m := make(map[string]string, 2)
m["type"] = point.CurveName()
m["value"] = hex.EncodeToString(point.ToAffineCompressed())
return json.Marshal(m)
}
func pointUnmarshalJson(input []byte) (Point, error) {
var m map[string]string
err := json.Unmarshal(input, &m)
if err != nil {
return nil, err
}
curve := GetCurveByName(m["type"])
if curve == nil {
return nil, fmt.Errorf("invalid type")
}
p, err := hex.DecodeString(m["value"])
if err != nil {
return nil, err
}
P, err := curve.Point.FromAffineCompressed(p)
if err != nil {
return nil, err
}
return P, nil
}
// Curve represents a named elliptic curve with a scalar field and point group
type Curve struct {
Scalar Scalar
Point Point
Name string
}
func (c Curve) ScalarBaseMult(sc Scalar) Point {
return c.Point.Generator().Mul(sc)
}
func (c Curve) NewGeneratorPoint() Point {
return c.Point.Generator()
}
func (c Curve) NewIdentityPoint() Point {
return c.Point.Identity()
}
func (c Curve) NewScalar() Scalar {
return c.Scalar.Zero()
}
// ToEllipticCurve returns the equivalent of this curve as the go interface `elliptic.Curve`
func (c Curve) ToEllipticCurve() (elliptic.Curve, error) {
err := fmt.Errorf("can't convert %s", c.Name)
switch c.Name {
case K256Name:
return K256Curve(), nil
case BLS12381G1Name:
return nil, err
case BLS12381G2Name:
return nil, err
case BLS12831Name:
return nil, err
case P256Name:
return NistP256Curve(), nil
case ED25519Name:
return nil, err
case PallasName:
return nil, err
case BLS12377G1Name:
return nil, err
case BLS12377G2Name:
return nil, err
case BLS12377Name:
return nil, err
default:
return nil, err
}
}
// PairingCurve represents a named elliptic curve
// that supports pairings
type PairingCurve struct {
Scalar PairingScalar
PointG1 PairingPoint
PointG2 PairingPoint
GT Scalar
Name string
}
func (c PairingCurve) ScalarG1BaseMult(sc Scalar) PairingPoint {
return c.PointG1.Generator().Mul(sc).(PairingPoint)
}
func (c PairingCurve) ScalarG2BaseMult(sc Scalar) PairingPoint {
return c.PointG2.Generator().Mul(sc).(PairingPoint)
}
func (c PairingCurve) NewG1GeneratorPoint() PairingPoint {
return c.PointG1.Generator().(PairingPoint)
}
func (c PairingCurve) NewG2GeneratorPoint() PairingPoint {
return c.PointG2.Generator().(PairingPoint)
}
func (c PairingCurve) NewG1IdentityPoint() PairingPoint {
return c.PointG1.Identity().(PairingPoint)
}
func (c PairingCurve) NewG2IdentityPoint() PairingPoint {
return c.PointG2.Identity().(PairingPoint)
}
func (c PairingCurve) NewScalar() PairingScalar {
return c.Scalar.Zero().(PairingScalar)
}
// GetCurveByName returns the correct `Curve` given the name
func GetCurveByName(name string) *Curve {
switch name {
case K256Name:
return K256()
case BLS12381G1Name:
return BLS12381G1()
case BLS12381G2Name:
return BLS12381G2()
case BLS12831Name:
return BLS12381G1()
case P256Name:
return P256()
case ED25519Name:
return ED25519()
case PallasName:
return PALLAS()
case BLS12377G1Name:
return BLS12377G1()
case BLS12377G2Name:
return BLS12377G2()
case BLS12377Name:
return BLS12377G1()
default:
return nil
}
}
func GetPairingCurveByName(name string) *PairingCurve {
switch name {
case BLS12381G1Name:
return BLS12381(BLS12381G1().NewIdentityPoint())
case BLS12381G2Name:
return BLS12381(BLS12381G2().NewIdentityPoint())
case BLS12831Name:
return BLS12381(BLS12381G1().NewIdentityPoint())
default:
return nil
}
}
// BLS12381G1 returns the BLS12-381 curve with points in G1
func BLS12381G1() *Curve {
bls12381g1Initonce.Do(bls12381g1Init)
return &bls12381g1
}
func bls12381g1Init() {
bls12381g1 = Curve{
Scalar: &ScalarBls12381{
Value: bls12381.Bls12381FqNew(),
point: new(PointBls12381G1),
},
Point: new(PointBls12381G1).Identity(),
Name: BLS12381G1Name,
}
}
// BLS12381G2 returns the BLS12-381 curve with points in G2
func BLS12381G2() *Curve {
bls12381g2Initonce.Do(bls12381g2Init)
return &bls12381g2
}
func bls12381g2Init() {
bls12381g2 = Curve{
Scalar: &ScalarBls12381{
Value: bls12381.Bls12381FqNew(),
point: new(PointBls12381G2),
},
Point: new(PointBls12381G2).Identity(),
Name: BLS12381G2Name,
}
}
func BLS12381(preferredPoint Point) *PairingCurve {
return &PairingCurve{
Scalar: &ScalarBls12381{
Value: bls12381.Bls12381FqNew(),
point: preferredPoint,
},
PointG1: &PointBls12381G1{
Value: new(bls12381.G1).Identity(),
},
PointG2: &PointBls12381G2{
Value: new(bls12381.G2).Identity(),
},
GT: &ScalarBls12381Gt{
Value: new(bls12381.Gt).SetOne(),
},
Name: BLS12831Name,
}
}
// BLS12377G1 returns the BLS12-377 curve with points in G1
func BLS12377G1() *Curve {
bls12377g1Initonce.Do(bls12377g1Init)
return &bls12377g1
}
func bls12377g1Init() {
bls12377g1 = Curve{
Scalar: &ScalarBls12377{
value: new(big.Int),
point: new(PointBls12377G1),
},
Point: new(PointBls12377G1).Identity(),
Name: BLS12377G1Name,
}
}
// BLS12377G2 returns the BLS12-377 curve with points in G2
func BLS12377G2() *Curve {
bls12377g2Initonce.Do(bls12377g2Init)
return &bls12377g2
}
func bls12377g2Init() {
bls12377g2 = Curve{
Scalar: &ScalarBls12377{
value: new(big.Int),
point: new(PointBls12377G2),
},
Point: new(PointBls12377G2).Identity(),
Name: BLS12377G2Name,
}
}
// K256 returns the secp256k1 curve
func K256() *Curve {
k256Initonce.Do(k256Init)
return &k256
}
func k256Init() {
k256 = Curve{
Scalar: new(ScalarK256).Zero(),
Point: new(PointK256).Identity(),
Name: K256Name,
}
}
func P256() *Curve {
p256Initonce.Do(p256Init)
return &p256
}
func p256Init() {
p256 = Curve{
Scalar: new(ScalarP256).Zero(),
Point: new(PointP256).Identity(),
Name: P256Name,
}
}
func ED25519() *Curve {
ed25519Initonce.Do(ed25519Init)
return &ed25519
}
func ed25519Init() {
ed25519 = Curve{
Scalar: new(ScalarEd25519).Zero(),
Point: new(PointEd25519).Identity(),
Name: ED25519Name,
}
}
func PALLAS() *Curve {
pallasInitonce.Do(pallasInit)
return &pallas
}
func pallasInit() {
pallas = Curve{
Scalar: new(ScalarPallas).Zero(),
Point: new(PointPallas).Identity(),
Name: PallasName,
}
}
// https://tools.ietf.org/html/draft-irtf-cfrg-hash-to-curve-11#appendix-G.2.1
func osswu3mod4(u *big.Int, p *sswuParams) (x, y *big.Int) {
params := p.Params
field := NewField(p.Params.P)
tv1 := field.NewElement(u)
tv1 = tv1.Mul(tv1) // tv1 = u^2
tv3 := field.NewElement(p.Z).Mul(tv1) // tv3 = Z * tv1
tv2 := tv3.Mul(tv3) // tv2 = tv3^2
xd := tv2.Add(tv3) // xd = tv2 + tv3
x1n := xd.Add(field.One()) // x1n = (xd + 1)
x1n = x1n.Mul(field.NewElement(p.B)) // x1n * B
aNeg := field.NewElement(p.A).Neg()
xd = xd.Mul(aNeg) // xd = -A * xd
if xd.Value.Cmp(big.NewInt(0)) == 0 {
xd = field.NewElement(p.Z).Mul(field.NewElement(p.A)) // xd = Z * A
}
tv2 = xd.Mul(xd) // tv2 = xd^2
gxd := tv2.Mul(xd) // gxd = tv2 * xd
tv2 = tv2.Mul(field.NewElement(p.A)) // tv2 = A * tv2
gx1 := x1n.Mul(x1n) // gx1 = x1n^2
gx1 = gx1.Add(tv2) // gx1 = gx1 + tv2
gx1 = gx1.Mul(x1n) // gx1 = gx1 * x1n
tv2 = gxd.Mul(field.NewElement(p.B)) // tv2 = B * gxd
gx1 = gx1.Add(tv2) // gx1 = gx1 + tv2
tv4 := gxd.Mul(gxd) // tv4 = gxd^2
tv2 = gx1.Mul(gxd) // tv2 = gx1 * gxd
tv4 = tv4.Mul(tv2) //tv4 = tv4 * tv2
y1 := tv4.Pow(field.NewElement(p.C1))
y1 = y1.Mul(tv2) //y1 = y1 * tv2
x2n := tv3.Mul(x1n) // x2n = tv3 * x1n
y2 := y1.Mul(field.NewElement(p.C2)) // y2 = y1 * c2
y2 = y2.Mul(tv1) // y2 = y2 * tv1
y2 = y2.Mul(field.NewElement(u)) // y2 = y2 * u
tv2 = y1.Mul(y1) // tv2 = y1^2
tv2 = tv2.Mul(gxd) // tv2 = tv2 * gxd
e2 := tv2.Value.Cmp(gx1.Value) == 0
// If e2, x = x1, else x = x2
if e2 {
x = x1n.Value
} else {
x = x2n.Value
}
// xn / xd
x.Mul(x, new(big.Int).ModInverse(xd.Value, params.P))
x.Mod(x, params.P)
// If e2, y = y1, else y = y2
if e2 {
y = y1.Value
} else {
y = y2.Value
}
uBytes := u.Bytes()
yBytes := y.Bytes()
usign := uBytes[len(uBytes)-1] & 1
ysign := yBytes[len(yBytes)-1] & 1
// Fix sign of y
if usign != ysign {
y.Neg(y)
y.Mod(y, params.P)
}
return
}
func expandMsgXmd(h hash.Hash, msg, domain []byte, outLen int) ([]byte, error) {
domainLen := uint8(len(domain))
if domainLen > 255 {
return nil, fmt.Errorf("invalid domain length")
}
// DST_prime = DST || I2OSP(len(DST), 1)
// b_0 = H(Z_pad || msg || l_i_b_str || I2OSP(0, 1) || DST_prime)
_, _ = h.Write(make([]byte, h.BlockSize()))
_, _ = h.Write(msg)
_, _ = h.Write([]byte{uint8(outLen >> 8), uint8(outLen)})
_, _ = h.Write([]byte{0})
_, _ = h.Write(domain)
_, _ = h.Write([]byte{domainLen})
b0 := h.Sum(nil)
// b_1 = H(b_0 || I2OSP(1, 1) || DST_prime)
h.Reset()
_, _ = h.Write(b0)
_, _ = h.Write([]byte{1})
_, _ = h.Write(domain)
_, _ = h.Write([]byte{domainLen})
b1 := h.Sum(nil)
// b_i = H(strxor(b_0, b_(i - 1)) || I2OSP(i, 1) || DST_prime)
ell := (outLen + h.Size() - 1) / h.Size()
bi := b1
out := make([]byte, outLen)
for i := 1; i < ell; i++ {
h.Reset()
// b_i = H(strxor(b_0, b_(i - 1)) || I2OSP(i, 1) || DST_prime)
tmp := make([]byte, h.Size())
for j := 0; j < h.Size(); j++ {
tmp[j] = b0[j] ^ bi[j]
}
_, _ = h.Write(tmp)
_, _ = h.Write([]byte{1 + uint8(i)})
_, _ = h.Write(domain)
_, _ = h.Write([]byte{domainLen})
// b_1 || ... || b_(ell - 1)
copy(out[(i-1)*h.Size():i*h.Size()], bi[:])
bi = h.Sum(nil)
}
// b_ell
copy(out[(ell-1)*h.Size():], bi[:])
return out[:outLen], nil
}
func bhex(s string) *big.Int {
r, _ := new(big.Int).SetString(s, 16)
return r
}
type sswuParams struct {
Params *elliptic.CurveParams
C1, C2, A, B, Z *big.Int
}
// sumOfProductsPippenger implements a version of Pippenger's algorithm.
//
// The algorithm works as follows:
//
// Let `n` be a number of point-scalar pairs.
// Let `w` be a window of bits (6..8, chosen based on `n`, see cost factor).
//
// 1. Prepare `2^(w-1) - 1` buckets with indices `[1..2^(w-1))` initialized with identity points.
// Bucket 0 is not needed as it would contain points multiplied by 0.
// 2. Convert scalars to a radix-`2^w` representation with signed digits in `[-2^w/2, 2^w/2]`.
// Note: only the last digit may equal `2^w/2`.
// 3. Starting with the last window, for each point `i=[0..n)` add it to a a bucket indexed by
// the point's scalar's value in the window.
// 4. Once all points in a window are sorted into buckets, add buckets by multiplying each
// by their index. Efficient way of doing it is to start with the last bucket and compute two sums:
// intermediate sum from the last to the first, and the full sum made of all intermediate sums.
// 5. Shift the resulting sum of buckets by `w` bits by using `w` doublings.
// 6. Add to the return value.
// 7. Repeat the loop.
//
// Approximate cost w/o wNAF optimizations (A = addition, D = doubling):
//
// ```ascii
// cost = (n*A + 2*(2^w/2)*A + w*D + A)*256/w
// | | | | |
// | | | | looping over 256/w windows
// | | | adding to the result
// sorting points | shifting the sum by w bits (to the next window, starting from last window)
// one by one |
// into buckets adding/subtracting all buckets
// multiplied by their indexes
// using a sum of intermediate sums
// ```
//
// For large `n`, dominant factor is (n*256/w) additions.
// However, if `w` is too big and `n` is not too big, then `(2^w/2)*A` could dominate.
// Therefore, the optimal choice of `w` grows slowly as `n` grows.
//
// For constant time we use a fixed window of 6
//
// This algorithm is adapted from section 4 of <https://eprint.iacr.org/2012/549.pdf>.
// and https://cacr.uwaterloo.ca/techreports/2010/cacr2010-26.pdf
func sumOfProductsPippenger(points []Point, scalars []*big.Int) Point {
if len(points) != len(scalars) {
return nil
}
const w = 6
bucketSize := (1 << w) - 1
windows := make([]Point, 255/w+1)
for i := range windows {
windows[i] = points[0].Identity()
}
bucket := make([]Point, bucketSize)
for j := 0; j < len(windows); j++ {
for i := 0; i < bucketSize; i++ {
bucket[i] = points[0].Identity()
}
for i := 0; i < len(scalars); i++ {
index := bucketSize & int(new(big.Int).Rsh(scalars[i], uint(w*j)).Int64())
if index != 0 {
bucket[index-1] = bucket[index-1].Add(points[i])
}
}
acc, sum := windows[j].Identity(), windows[j].Identity()
for i := bucketSize - 1; i >= 0; i-- {
sum = sum.Add(bucket[i])
acc = acc.Add(sum)
}
windows[j] = acc
}
acc := windows[0].Identity()
for i := len(windows) - 1; i >= 0; i-- {
for j := 0; j < w; j++ {
acc = acc.Double()
}
acc = acc.Add(windows[i])
}
return acc
}