index/suffixarray: index 3-10X faster in half the memory

This CL changes the index/suffixarray construction algorithm from QSufSort to SAIS.

For an N-byte input, QSufSort runs in O(N log N) time and requires
an N-int temporary work space in addition to the N-int output.

In contrast, SAIS runs in O(N) time and, for essentially all real inputs,
is able to use the N-int output buffer as its temporary work space.
(In pathological cases, SAIS must allocate a temporary work space of
at most N/2 ints. There exist more complex variants that guarantee
to avoid the work space in all cases, but they hardly seem worth the cost
given how rare these pathological cases are.)

The SAIS code therefore uses 50% of the memory across the board.
It also runs 3-10X faster on real input text.

This CL also adds more extensive algorithmic tests, including an
exhaustive test over small inputs to catch corner case problems.

name                                   old speed      new speed        delta
New/text=opticks/size=100K/bits=32-12  6.15MB/s ± 1%   26.79MB/s ± 1%   +335.89%  (p=0.008 n=5+5)
New/text=opticks/size=100K/bits=64-12  5.90MB/s ± 2%   27.29MB/s ± 2%   +362.23%  (p=0.008 n=5+5)
New/text=opticks/size=500K/bits=32-12  4.99MB/s ± 3%   25.37MB/s ± 2%   +408.01%  (p=0.008 n=5+5)
New/text=opticks/size=500K/bits=64-12  4.88MB/s ± 1%   25.66MB/s ± 4%   +425.52%  (p=0.008 n=5+5)
New/text=go/size=100K/bits=32-12       5.81MB/s ± 1%   26.49MB/s ± 2%   +355.85%  (p=0.008 n=5+5)
New/text=go/size=100K/bits=64-12       5.76MB/s ± 2%   26.65MB/s ± 3%   +362.60%  (p=0.008 n=5+5)
New/text=go/size=500K/bits=32-12       4.91MB/s ± 1%   25.12MB/s ± 2%   +411.86%  (p=0.008 n=5+5)
New/text=go/size=500K/bits=64-12       4.83MB/s ± 2%   25.79MB/s ± 2%   +434.44%  (p=0.008 n=5+5)
New/text=go/size=1M/bits=32-12         4.62MB/s ± 2%   24.87MB/s ± 2%   +438.78%  (p=0.008 n=5+5)
New/text=go/size=1M/bits=64-12         4.39MB/s ± 2%   24.61MB/s ± 2%   +460.68%  (p=0.008 n=5+5)
New/text=go/size=5M/bits=32-12         2.85MB/s ± 2%   24.78MB/s ± 7%   +768.33%  (p=0.008 n=5+5)
New/text=go/size=5M/bits=64-12         2.28MB/s ± 1%   18.70MB/s ± 7%   +719.63%  (p=0.008 n=5+5)
New/text=go/size=10M/bits=32-12        2.08MB/s ± 1%   21.04MB/s ± 6%   +909.60%  (p=0.008 n=5+5)
New/text=go/size=10M/bits=64-12        1.83MB/s ± 1%   16.64MB/s ± 2%   +809.18%  (p=0.008 n=5+5)
New/text=go/size=50M/bits=32-12        1.51MB/s ± 0%   10.58MB/s ± 1%   +602.52%  (p=0.008 n=5+5)
New/text=go/size=50M/bits=64-12        1.34MB/s ± 4%    9.00MB/s ± 1%   +569.35%  (p=0.008 n=5+5)
New/text=zero/size=100K/bits=32-12     4.17MB/s ± 0%  157.56MB/s ± 1%  +3678.42%  (p=0.016 n=4+5)
New/text=zero/size=100K/bits=64-12     4.19MB/s ± 2%  162.72MB/s ± 2%  +3783.63%  (p=0.008 n=5+5)
New/text=zero/size=500K/bits=32-12     3.72MB/s ± 5%  159.17MB/s ± 1%  +4176.57%  (p=0.008 n=5+5)
New/text=zero/size=500K/bits=64-12     3.77MB/s ± 3%  164.95MB/s ± 4%  +4277.60%  (p=0.008 n=5+5)
New/text=zero/size=1M/bits=32-12       3.46MB/s ± 3%  158.42MB/s ± 1%  +4476.08%  (p=0.008 n=5+5)
New/text=zero/size=1M/bits=64-12       3.41MB/s ± 4%  163.70MB/s ± 2%  +4700.65%  (p=0.008 n=5+5)
New/text=zero/size=5M/bits=32-12       3.12MB/s ± 2%  151.92MB/s ± 4%  +4775.48%  (p=0.008 n=5+5)
New/text=zero/size=5M/bits=64-12       3.09MB/s ± 2%  166.19MB/s ± 2%  +5274.84%  (p=0.008 n=5+5)
New/text=zero/size=10M/bits=32-12      2.97MB/s ± 1%  157.75MB/s ± 1%  +5211.38%  (p=0.008 n=5+5)
New/text=zero/size=10M/bits=64-12      2.92MB/s ± 1%  162.75MB/s ± 2%  +5473.77%  (p=0.008 n=5+5)
New/text=zero/size=50M/bits=32-12      2.67MB/s ± 1%  144.43MB/s ± 5%  +5305.39%  (p=0.008 n=5+5)
New/text=zero/size=50M/bits=64-12      2.61MB/s ± 1%  125.19MB/s ± 2%  +4700.33%  (p=0.016 n=5+4)
New/text=rand/size=100K/bits=32-12     8.69MB/s ± 6%   27.60MB/s ± 1%   +217.73%  (p=0.008 n=5+5)
New/text=rand/size=100K/bits=64-12     8.92MB/s ± 1%   26.37MB/s ± 4%   +195.50%  (p=0.008 n=5+5)
New/text=rand/size=500K/bits=32-12     7.11MB/s ± 2%   25.23MB/s ± 2%   +254.78%  (p=0.008 n=5+5)
New/text=rand/size=500K/bits=64-12     7.08MB/s ± 1%   25.45MB/s ± 2%   +259.56%  (p=0.008 n=5+5)
New/text=rand/size=1M/bits=32-12       6.45MB/s ± 2%   24.47MB/s ± 3%   +279.11%  (p=0.008 n=5+5)
New/text=rand/size=1M/bits=64-12       6.09MB/s ± 4%   23.00MB/s ± 4%   +277.85%  (p=0.008 n=5+5)
New/text=rand/size=5M/bits=32-12       3.68MB/s ± 3%   10.34MB/s ± 5%   +181.08%  (p=0.008 n=5+5)
New/text=rand/size=5M/bits=64-12       3.25MB/s ± 1%    6.23MB/s ± 1%    +91.93%  (p=0.008 n=5+5)
New/text=rand/size=10M/bits=32-12      3.03MB/s ± 1%    5.61MB/s ± 2%    +85.28%  (p=0.008 n=5+5)
New/text=rand/size=10M/bits=64-12      2.80MB/s ± 1%    4.29MB/s ± 2%    +53.40%  (p=0.008 n=5+5)
New/text=rand/size=50M/bits=32-12      2.11MB/s ± 0%    2.45MB/s ± 1%    +16.23%  (p=0.029 n=4+4)
New/text=rand/size=50M/bits=64-12      2.04MB/s ± 1%    2.24MB/s ± 1%    +10.03%  (p=0.016 n=5+4)
SaveRestore/bits=32-12                  327MB/s ± 5%     319MB/s ± 2%       ~     (p=0.310 n=5+5)
SaveRestore/bits=64-12                  306MB/s ± 3%     306MB/s ± 2%       ~     (p=0.841 n=5+5)

name                                   old alloc/op   new alloc/op     delta
New/text=opticks/size=100K/bits=32-12     811kB ± 0%       401kB ± 0%    -50.51%  (p=0.008 n=5+5)
New/text=opticks/size=100K/bits=64-12    1.62MB ± 0%      0.80MB ± 0%    -50.51%  (p=0.008 n=5+5)
New/text=opticks/size=500K/bits=32-12    4.04MB ± 0%      2.01MB ± 0%    -50.37%  (p=0.008 n=5+5)
New/text=opticks/size=500K/bits=64-12    8.07MB ± 0%      4.01MB ± 0%    -50.36%  (p=0.016 n=4+5)
New/text=go/size=100K/bits=32-12          811kB ± 0%       401kB ± 0%       ~     (p=0.079 n=4+5)
New/text=go/size=100K/bits=64-12         1.62MB ± 0%      0.80MB ± 0%    -50.50%  (p=0.008 n=5+5)
New/text=go/size=500K/bits=32-12         4.04MB ± 0%      2.01MB ± 0%       ~     (p=0.079 n=4+5)
New/text=go/size=500K/bits=64-12         8.07MB ± 0%      4.01MB ± 0%    -50.36%  (p=0.000 n=4+5)
New/text=go/size=1M/bits=32-12           8.07MB ± 0%      4.01MB ± 0%    -50.36%  (p=0.008 n=5+5)
New/text=go/size=1M/bits=64-12           16.1MB ± 0%       8.0MB ± 0%    -50.36%  (p=0.008 n=5+5)
New/text=go/size=5M/bits=32-12           40.2MB ± 0%      20.0MB ± 0%    -50.18%  (p=0.008 n=5+5)
New/text=go/size=5M/bits=64-12           80.3MB ± 0%      40.0MB ± 0%    -50.18%  (p=0.008 n=5+5)
New/text=go/size=10M/bits=32-12          80.2MB ± 0%      40.0MB ± 0%    -50.09%  (p=0.000 n=5+4)
New/text=go/size=10M/bits=64-12           160MB ± 0%        80MB ± 0%    -50.09%  (p=0.000 n=5+4)
New/text=go/size=50M/bits=32-12           402MB ± 0%       200MB ± 0%    -50.29%  (p=0.000 n=5+4)
New/text=go/size=50M/bits=64-12           805MB ± 0%       400MB ± 0%    -50.29%  (p=0.000 n=5+4)
New/text=zero/size=100K/bits=32-12       1.46MB ± 0%      0.40MB ± 0%    -72.46%  (p=0.008 n=5+5)
New/text=zero/size=100K/bits=64-12       3.02MB ± 0%      0.80MB ± 0%    -73.45%  (p=0.008 n=5+5)
New/text=zero/size=500K/bits=32-12       8.66MB ± 0%      2.01MB ± 0%       ~     (p=0.079 n=4+5)
New/text=zero/size=500K/bits=64-12       19.7MB ± 0%       4.0MB ± 0%    -79.63%  (p=0.008 n=5+5)
New/text=zero/size=1M/bits=32-12         19.7MB ± 0%       4.0MB ± 0%       ~     (p=0.079 n=4+5)
New/text=zero/size=1M/bits=64-12         39.0MB ± 0%       8.0MB ± 0%    -79.48%  (p=0.000 n=5+4)
New/text=zero/size=5M/bits=32-12         85.2MB ± 0%      20.0MB ± 0%    -76.52%  (p=0.008 n=5+5)
New/text=zero/size=5M/bits=64-12          169MB ± 0%        40MB ± 0%    -76.27%  (p=0.008 n=5+5)
New/text=zero/size=10M/bits=32-12         169MB ± 0%        40MB ± 0%    -76.26%  (p=0.000 n=5+4)
New/text=zero/size=10M/bits=64-12         333MB ± 0%        80MB ± 0%    -75.99%  (p=0.008 n=5+5)
New/text=zero/size=50M/bits=32-12         739MB ± 0%       200MB ± 0%    -72.93%  (p=0.000 n=4+5)
New/text=zero/size=50M/bits=64-12        1.63GB ± 0%      0.40GB ± 0%    -75.42%  (p=0.008 n=5+5)
New/text=rand/size=100K/bits=32-12        807kB ± 0%       401kB ± 0%    -50.25%  (p=0.008 n=5+5)
New/text=rand/size=100K/bits=64-12       1.61MB ± 0%      0.80MB ± 0%    -50.25%  (p=0.008 n=5+5)
New/text=rand/size=500K/bits=32-12       4.04MB ± 0%      2.01MB ± 0%       ~     (p=0.079 n=4+5)
New/text=rand/size=500K/bits=64-12       8.07MB ± 0%      4.01MB ± 0%       ~     (p=0.079 n=4+5)
New/text=rand/size=1M/bits=32-12         8.07MB ± 0%      4.01MB ± 0%    -50.36%  (p=0.000 n=5+4)
New/text=rand/size=1M/bits=64-12         16.1MB ± 0%       8.0MB ± 0%    -50.36%  (p=0.008 n=5+5)
New/text=rand/size=5M/bits=32-12         40.3MB ± 0%      20.0MB ± 0%    -50.35%  (p=0.029 n=4+4)
New/text=rand/size=5M/bits=64-12         80.7MB ± 0%      40.0MB ± 0%       ~     (p=0.079 n=4+5)
New/text=rand/size=10M/bits=32-12        80.7MB ± 0%      40.0MB ± 0%    -50.41%  (p=0.008 n=5+5)
New/text=rand/size=10M/bits=64-12         161MB ± 0%        80MB ± 0%    -50.44%  (p=0.029 n=4+4)
New/text=rand/size=50M/bits=32-12         403MB ± 0%       200MB ± 0%    -50.36%  (p=0.000 n=5+4)
New/text=rand/size=50M/bits=64-12         806MB ± 0%       400MB ± 0%       ~     (p=0.079 n=4+5)
SaveRestore/bits=32-12                   5.28MB ± 0%      5.28MB ± 0%       ~     (p=1.000 n=5+5)
SaveRestore/bits=64-12                   9.47MB ± 0%      9.47MB ± 0%       ~     (p=0.286 n=5+5)

https://perf.golang.org/search?q=upload:20190426.1

Fixes #15480.

Change-Id: I0790f6edf67f5a9c02b4462632b4942e0c37988b
Reviewed-on: https://go-review.googlesource.com/c/go/+/174100
Run-TryBot: Russ Cox <rsc@golang.org>
TryBot-Result: Gobot Gobot <gobot@golang.org>
Reviewed-by: Eric Roshan-Eisner <edre@google.com>
Reviewed-by: Brad Fitzpatrick <bradfitz@golang.org>
This commit is contained in:
Russ Cox 2019-04-26 10:32:15 -04:00
parent 7a43f8a5fb
commit 6ca324f283
8 changed files with 2889 additions and 377 deletions

View file

@ -314,6 +314,158 @@ func TestIndex64(t *testing.T) {
testIndex(t)
}
func TestNew32(t *testing.T) {
test(t, func(x []byte) []int {
sa := make([]int32, len(x))
text_32(x, sa)
out := make([]int, len(sa))
for i, v := range sa {
out[i] = int(v)
}
return out
})
}
func TestNew64(t *testing.T) {
test(t, func(x []byte) []int {
sa := make([]int64, len(x))
text_64(x, sa)
out := make([]int, len(sa))
for i, v := range sa {
out[i] = int(v)
}
return out
})
}
// test tests an arbitrary suffix array construction function.
// Generates many inputs, builds and checks suffix arrays.
func test(t *testing.T, build func([]byte) []int) {
t.Run("ababab...", func(t *testing.T) {
// Very repetitive input has numLMS = len(x)/2-1
// at top level, the largest it can be.
// But maxID is only two (aba and ab$).
size := 100000
if testing.Short() {
size = 10000
}
x := make([]byte, size)
for i := range x {
x[i] = "ab"[i%2]
}
testSA(t, x, build)
})
t.Run("forcealloc", func(t *testing.T) {
// Construct a pathological input that forces
// recurse_32 to allocate a new temporary buffer.
// The input must have more than N/3 LMS-substrings,
// which we arrange by repeating an SLSLSLSLSLSL pattern
// like ababab... above, but then we must also arrange
// for a large number of distinct LMS-substrings.
// We use this pattern:
// 1 255 1 254 1 253 1 ... 1 2 1 255 2 254 2 253 2 252 2 ...
// This gives approximately 2¹⁵ distinct LMS-substrings.
// We need to repeat at least one substring, though,
// or else the recursion can be bypassed entirely.
x := make([]byte, 100000, 100001)
lo := byte(1)
hi := byte(255)
for i := range x {
if i%2 == 0 {
x[i] = lo
} else {
x[i] = hi
hi--
if hi <= lo {
lo++
if lo == 0 {
lo = 1
}
hi = 255
}
}
}
x[:cap(x)][len(x)] = 0 // for sais.New
testSA(t, x, build)
})
t.Run("exhaustive2", func(t *testing.T) {
// All inputs over {0,1} up to length 21.
// Runs in about 10 seconds on my laptop.
x := make([]byte, 30)
numFail := 0
for n := 0; n <= 21; n++ {
if n > 12 && testing.Short() {
break
}
x[n] = 0 // for sais.New
testRec(t, x[:n], 0, 2, &numFail, build)
}
})
t.Run("exhaustive3", func(t *testing.T) {
// All inputs over {0,1,2} up to length 14.
// Runs in about 10 seconds on my laptop.
x := make([]byte, 30)
numFail := 0
for n := 0; n <= 14; n++ {
if n > 8 && testing.Short() {
break
}
x[n] = 0 // for sais.New
testRec(t, x[:n], 0, 3, &numFail, build)
}
})
}
// testRec fills x[i:] with all possible combinations of values in [1,max]
// and then calls testSA(t, x, build) for each one.
func testRec(t *testing.T, x []byte, i, max int, numFail *int, build func([]byte) []int) {
if i < len(x) {
for x[i] = 1; x[i] <= byte(max); x[i]++ {
testRec(t, x, i+1, max, numFail, build)
}
return
}
if !testSA(t, x, build) {
*numFail++
if *numFail >= 10 {
t.Errorf("stopping after %d failures", *numFail)
t.FailNow()
}
}
}
// testSA tests the suffix array build function on the input x.
// It constructs the suffix array and then checks that it is correct.
func testSA(t *testing.T, x []byte, build func([]byte) []int) bool {
defer func() {
if e := recover(); e != nil {
t.Logf("build %v", x)
panic(e)
}
}()
sa := build(x)
if len(sa) != len(x) {
t.Errorf("build %v: len(sa) = %d, want %d", x, len(sa), len(x))
return false
}
for i := 0; i+1 < len(sa); i++ {
if sa[i] < 0 || sa[i] >= len(x) || sa[i+1] < 0 || sa[i+1] >= len(x) {
t.Errorf("build %s: sa out of range: %v\n", x, sa)
return false
}
if bytes.Compare(x[sa[i]:], x[sa[i+1]:]) >= 0 {
t.Errorf("build %v -> %v\nsa[%d:] = %d,%d out of order", x, sa, i, sa[i], sa[i+1])
return false
}
}
return true
}
var (
benchdata = make([]byte, 1e6)
benchrand = make([]byte, 1e6)