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authorRémy Oudompheng <remyoudompheng@gmail.com>2019-04-14 08:16:13 +0200
committerRobert Griesemer <gri@golang.org>2019-11-12 05:18:25 +0000
commit194ae3236d81cf16dc39b955efc1b9202b59d067 (patch)
tree246ff4032a9c72642e78782c018abc18d8a5e749 /src/math
parentb8cb75fb17511538524ac304abe68e62699c4e23 (diff)
downloadgo-194ae3236d81cf16dc39b955efc1b9202b59d067.tar.xz
math/big: implement recursive algorithm for division
The current division algorithm produces one word of result at a time, using 2-word division to compute the top word and mulAddVWW to compute the remainder. The top word may need to be adjusted by 1 or 2 units. The recursive version, based on Burnikel, Ziegler, "Fast Recursive Division", uses the same principles, but in a multi-word setting, so that multiplication benefits from the Karatsuba algorithm (and possibly later improvements). benchmark old ns/op new ns/op delta BenchmarkDiv/20/10-4 38.2 38.3 +0.26% BenchmarkDiv/40/20-4 38.7 38.5 -0.52% BenchmarkDiv/100/50-4 62.5 62.6 +0.16% BenchmarkDiv/200/100-4 238 259 +8.82% BenchmarkDiv/400/200-4 311 338 +8.68% BenchmarkDiv/1000/500-4 604 649 +7.45% BenchmarkDiv/2000/1000-4 1214 1278 +5.27% BenchmarkDiv/20000/10000-4 38279 36510 -4.62% BenchmarkDiv/200000/100000-4 3022057 1359615 -55.01% BenchmarkDiv/2000000/1000000-4 310827664 54012939 -82.62% BenchmarkDiv/20000000/10000000-4 33272829421 1965401359 -94.09% BenchmarkString/10/Base10-4 158 156 -1.27% BenchmarkString/100/Base10-4 797 792 -0.63% BenchmarkString/1000/Base10-4 3677 3814 +3.73% BenchmarkString/10000/Base10-4 16633 17116 +2.90% BenchmarkString/100000/Base10-4 5779029 1793808 -68.96% BenchmarkString/1000000/Base10-4 889840820 85524031 -90.39% BenchmarkString/10000000/Base10-4 134338236860 4935657026 -96.33% Fixes #21960 Updates #30943 Change-Id: I134c6f81a47870c688ca95b6081eb9211def15a2 Reviewed-on: https://go-review.googlesource.com/c/go/+/172018 Reviewed-by: Robert Griesemer <gri@golang.org> Run-TryBot: Robert Griesemer <gri@golang.org> TryBot-Result: Gobot Gobot <gobot@golang.org>
Diffstat (limited to 'src/math')
-rw-r--r--src/math/big/int_test.go7
-rw-r--r--src/math/big/nat.go196
-rw-r--r--src/math/big/nat_test.go24
3 files changed, 216 insertions, 11 deletions
diff --git a/src/math/big/int_test.go b/src/math/big/int_test.go
index a4285f3239..e3a1587b3f 100644
--- a/src/math/big/int_test.go
+++ b/src/math/big/int_test.go
@@ -1829,8 +1829,11 @@ func benchmarkDiv(b *testing.B, aSize, bSize int) {
}
func BenchmarkDiv(b *testing.B) {
- min, max, step := 10, 100000, 10
- for i := min; i <= max; i *= step {
+ sizes := []int{
+ 10, 20, 50, 100, 200, 500, 1000,
+ 1e4, 1e5, 1e6, 1e7,
+ }
+ for _, i := range sizes {
j := 2 * i
b.Run(fmt.Sprintf("%d/%d", j, i), func(b *testing.B) {
benchmarkDiv(b, j, i)
diff --git a/src/math/big/nat.go b/src/math/big/nat.go
index 3b60232075..6667319100 100644
--- a/src/math/big/nat.go
+++ b/src/math/big/nat.go
@@ -693,7 +693,7 @@ func putNat(x *nat) {
var natPool sync.Pool
-// q = (uIn-r)/vIn, with 0 <= r < y
+// q = (uIn-r)/vIn, with 0 <= r < vIn
// Uses z as storage for q, and u as storage for r if possible.
// See Knuth, Volume 2, section 4.3.1, Algorithm D.
// Preconditions:
@@ -721,6 +721,30 @@ func (z nat) divLarge(u, uIn, vIn nat) (q, r nat) {
}
q = z.make(m + 1)
+ if n < divRecursiveThreshold {
+ q.divBasic(u, v)
+ } else {
+ q.divRecursive(u, v)
+ }
+ putNat(vp)
+
+ q = q.norm()
+ shrVU(u, u, shift)
+ r = u.norm()
+
+ return q, r
+}
+
+// divBasic performs word-by-word division of u by v.
+// The quotient is written in pre-allocated q.
+// The remainder overwrites input u.
+//
+// Precondition:
+// - len(q) >= len(u)-len(v)
+func (q nat) divBasic(u, v nat) {
+ n := len(v)
+ m := len(u) - n
+
qhatvp := getNat(n + 1)
qhatv := *qhatvp
@@ -729,7 +753,11 @@ func (z nat) divLarge(u, uIn, vIn nat) (q, r nat) {
for j := m; j >= 0; j-- {
// D3.
qhat := Word(_M)
- if ujn := u[j+n]; ujn != vn1 {
+ var ujn Word
+ if j+n < len(u) {
+ ujn = u[j+n]
+ }
+ if ujn != vn1 {
var rhat Word
qhat, rhat = divWW(ujn, u[j+n-1], vn1)
@@ -752,25 +780,175 @@ func (z nat) divLarge(u, uIn, vIn nat) (q, r nat) {
// D4.
qhatv[n] = mulAddVWW(qhatv[0:n], v, qhat, 0)
-
- c := subVV(u[j:j+len(qhatv)], u[j:], qhatv)
+ qhl := len(qhatv)
+ if j+qhl > len(u) && qhatv[n] == 0 {
+ qhl--
+ }
+ c := subVV(u[j:j+qhl], u[j:], qhatv)
if c != 0 {
c := addVV(u[j:j+n], u[j:], v)
u[j+n] += c
qhat--
}
+ if j == m && m == len(q) && qhat == 0 {
+ continue
+ }
q[j] = qhat
}
- putNat(vp)
putNat(qhatvp)
+}
- q = q.norm()
- shrVU(u, u, shift)
- r = u.norm()
+const divRecursiveThreshold = 100
- return q, r
+// divRecursive performs word-by-word division of u by v.
+// The quotient is written in pre-allocated z.
+// The remainder overwrites input u.
+//
+// Precondition:
+// - len(z) >= len(u)-len(v)
+//
+// See Burnikel, Ziegler, "Fast Recursive Division", Algorithm 1 and 2.
+func (z nat) divRecursive(u, v nat) {
+ // Recursion depth is less than 2 log2(len(v))
+ // Allocate a slice of temporaries to be reused across recursion.
+ recDepth := 2 * bits.Len(uint(len(v)))
+ // large enough to perform Karatsuba on operands as large as v
+ tmp := getNat(3 * len(v))
+ temps := make([]*nat, recDepth)
+ z.clear()
+ z.divRecursiveStep(u, v, 0, tmp, temps)
+ for _, n := range temps {
+ if n != nil {
+ putNat(n)
+ }
+ }
+ putNat(tmp)
+}
+
+func (z nat) divRecursiveStep(u, v nat, depth int, tmp *nat, temps []*nat) {
+ u = u.norm()
+ v = v.norm()
+
+ if len(u) == 0 {
+ z.clear()
+ return
+ }
+ n := len(v)
+ if n < divRecursiveThreshold {
+ z.divBasic(u, v)
+ return
+ }
+ m := len(u) - n
+ if m < 0 {
+ return
+ }
+
+ // Produce the quotient by blocks of B words.
+ // Division by v (length n) is done using a length n/2 division
+ // and a length n/2 multiplication for each block. The final
+ // complexity is driven by multiplication complexity.
+ B := n / 2
+
+ // Allocate a nat for qhat below.
+ if temps[depth] == nil {
+ temps[depth] = getNat(n)
+ } else {
+ *temps[depth] = temps[depth].make(B + 1)
+ }
+
+ j := m
+ for j > B {
+ // Divide u[j-B:j+n] by vIn. Keep remainder in u
+ // for next block.
+ //
+ // The following property will be used (Lemma 2):
+ // if u = u1 << s + u0
+ // v = v1 << s + v0
+ // then floor(u1/v1) >= floor(u/v)
+ //
+ // Moreover, the difference is at most 2 if len(v1) >= len(u/v)
+ // We choose s = B-1 since len(v)-B >= B+1 >= len(u/v)
+ s := (B - 1)
+ // Except for the first step, the top bits are always
+ // a division remainder, so the quotient length is <= n.
+ uu := u[j-B:]
+
+ qhat := *temps[depth]
+ qhat.clear()
+ qhat.divRecursiveStep(uu[s:B+n], v[s:], depth+1, tmp, temps)
+ qhat = qhat.norm()
+ // Adjust the quotient:
+ // u = u_h << s + u_l
+ // v = v_h << s + v_l
+ // u_h = q̂ v_h + rh
+ // u = q̂ (v - v_l) + rh << s + u_l
+ // After the above step, u contains a remainder:
+ // u = rh << s + u_l
+ // and we need to substract q̂ v_l
+ //
+ // But it may be a bit too large, in which case q̂ needs to be smaller.
+ qhatv := tmp.make(3 * n)
+ qhatv.clear()
+ qhatv = qhatv.mul(qhat, v[:s])
+ for i := 0; i < 2; i++ {
+ e := qhatv.cmp(uu.norm())
+ if e <= 0 {
+ break
+ }
+ subVW(qhat, qhat, 1)
+ c := subVV(qhatv[:s], qhatv[:s], v[:s])
+ if len(qhatv) > s {
+ subVW(qhatv[s:], qhatv[s:], c)
+ }
+ addAt(uu[s:], v[s:], 0)
+ }
+ if qhatv.cmp(uu.norm()) > 0 {
+ panic("impossible")
+ }
+ c := subVV(uu[:len(qhatv)], uu[:len(qhatv)], qhatv)
+ if c > 0 {
+ subVW(uu[len(qhatv):], uu[len(qhatv):], c)
+ }
+ addAt(z, qhat, j-B)
+ j -= B
+ }
+
+ // Now u < (v<<B), compute lower bits in the same way.
+ // Choose shift = B-1 again.
+ s := B
+ qhat := *temps[depth]
+ qhat.clear()
+ qhat.divRecursiveStep(u[s:].norm(), v[s:], depth+1, tmp, temps)
+ qhat = qhat.norm()
+ qhatv := tmp.make(3 * n)
+ qhatv.clear()
+ qhatv = qhatv.mul(qhat, v[:s])
+ // Set the correct remainder as before.
+ for i := 0; i < 2; i++ {
+ if e := qhatv.cmp(u.norm()); e > 0 {
+ subVW(qhat, qhat, 1)
+ c := subVV(qhatv[:s], qhatv[:s], v[:s])
+ if len(qhatv) > s {
+ subVW(qhatv[s:], qhatv[s:], c)
+ }
+ addAt(u[s:], v[s:], 0)
+ }
+ }
+ if qhatv.cmp(u.norm()) > 0 {
+ panic("impossible")
+ }
+ c := subVV(u[0:len(qhatv)], u[0:len(qhatv)], qhatv)
+ if c > 0 {
+ c = subVW(u[len(qhatv):B+n], u[len(qhatv):B+n], c)
+ }
+ if c > 0 {
+ panic("impossible")
+ }
+
+ // Done!
+ addAt(z, qhat.norm(), 0)
}
// Length of x in bits. x must be normalized.
diff --git a/src/math/big/nat_test.go b/src/math/big/nat_test.go
index bb5e14b5fa..da34e95c1f 100644
--- a/src/math/big/nat_test.go
+++ b/src/math/big/nat_test.go
@@ -739,3 +739,27 @@ func BenchmarkNatSetBytes(b *testing.B) {
})
}
}
+
+func TestNatDiv(t *testing.T) {
+ sizes := []int{
+ 1, 2, 5, 8, 15, 25, 40, 65, 100,
+ 200, 500, 800, 1500, 2500, 4000, 6500, 10000,
+ }
+ for _, i := range sizes {
+ for _, j := range sizes {
+ a := rndNat(i)
+ b := rndNat(j)
+ x := nat(nil).mul(a, b)
+ addVW(x, x, 1)
+
+ var q, r nat
+ q, r = q.div(r, x, b)
+ if q.cmp(a) != 0 {
+ t.Fatal("wrong quotient", i, j)
+ }
+ if len(r) != 1 || r[0] != 1 {
+ t.Fatal("wrong remainder")
+ }
+ }
+ }
+}