Implement batch inversion using a product tree.

This commit is contained in:
Henry de Valence 2018-01-04 13:43:43 -08:00
parent cc30328fbb
commit de377290ee

View file

@ -178,6 +178,63 @@ impl FieldElement {
(t19, t3)
}
/// Given a slice of public `FieldElements`, replace each with its inverse.
///
/// All input `FieldElements` **MUST** be nonzero.
///
/// This function is most efficient when the batch size (slice
/// length) is a power of 2.
pub fn batch_invert(inputs: &mut [FieldElement]) {
// First, compute the product of all inputs using a product
// tree:
//
// Inputs: [x_0, x_1, x_2]
//
// Tree:
//
// x_0*x_1*x_2*1 tree[1]
// / \
// x_0*x_1 x_2*1 tree[2,3]
// / \ / \
// x_0 x_1 x_2 1 tree[4,5,6,7]
//
// The leaves of the tree are the inputs. We store the tree in
// an array of length 2*n, similar to a binary heap.
//
// To initialize the tree, set every node to 1, then fill in
// the leaf nodes with the input variables. Finally, set every
// non-leaf node to be the product of its children.
let n = inputs.len().next_power_of_two();
let mut tree = vec![FieldElement::one(); 2*n];
tree[n..n+inputs.len()].copy_from_slice(inputs);
for i in (1..n).rev() {
tree[i] = &tree[2*i] * &tree[2*i+1];
}
// The root of the tree is the product of all inputs, and is
// stored at index 1. Compute its inverse.
let allinv = tree[1].invert();
// To compute y_i = 1/x_i, start at the i-th leaf node of the
// tree, and walk up to the root of the tree, multiplying
// `allinv` by each sibling. This computes
//
// y_i = y * (all x_j except x_i)
//
// using lg(n) multiplications for each y_i, taking n*lg(n) in
// total.
for i in 0..inputs.len() {
let mut inv = allinv;
let mut node = n + i;
while node > 1 {
inv *= &tree[node ^ 1];
node = node >> 1;
}
inputs[i] = inv;
}
}
/// Given a nonzero field element, compute its inverse.
///
/// The inverse is computed as self^(p-2), since
@ -375,6 +432,21 @@ mod test {
assert_eq!(FieldElement::one(), &a * &should_be_inverse);
}
#[test]
fn batch_invert_a_matches_nonbatched() {
let a = FieldElement::from_bytes(&A_BYTES);
let ap58 = FieldElement::from_bytes(&AP58_BYTES);
let asq = FieldElement::from_bytes(&ASQ_BYTES);
let ainv = FieldElement::from_bytes(&AINV_BYTES);
let a2 = &a + &a;
let a_list = vec![a, ap58, asq, ainv, a2];
let mut ainv_list = a_list.clone();
FieldElement::batch_invert(&mut ainv_list[..]);
for i in 0..5 {
assert_eq!(a_list[i].invert(), ainv_list[i]);
}
}
#[test]
fn a_p58_vs_ap58_constant() {
let a = FieldElement::from_bytes(&A_BYTES);
@ -470,4 +542,25 @@ mod bench {
let a = FieldElement::from_bytes(&A_BYTES);
b.iter(|| a.invert());
}
#[bench]
fn batch_16_inv(b: &mut Bencher) {
let a = FieldElement::from_bytes(&A_BYTES);
let mut a_vec = vec![a; 16];
b.iter(|| FieldElement::batch_invert(&mut a_vec));
}
#[bench]
fn batch_128_inv(b: &mut Bencher) {
let a = FieldElement::from_bytes(&A_BYTES);
let mut a_vec = vec![a; 128];
b.iter(|| FieldElement::batch_invert(&mut a_vec));
}
#[bench]
fn batch_1024_inv(b: &mut Bencher) {
let a = FieldElement::from_bytes(&A_BYTES);
let mut a_vec = vec![a; 1024];
b.iter(|| FieldElement::batch_invert(&mut a_vec));
}
}