Description
The problem
1. Building the string
In Go, it's hard to efficiently build a string. Contrary to what strings.Builder
documentation says, it's not always more efficient than a direct []byte
usage with extra allocation and copying when doing string([]byte)
conversion in the end. We can't blindly replace all places with strings.Builder
due to its overhead for some use cases (need to write many small chunks while building the string).
A quick glance tells that we can't really make strings.Builder
as fast as we might want it to be: even if it doesn't do a copycheck and we call append directly, some algorithms use copy + write by index to be really fast. For example, some code in strings.Replacer
specialization uses this instead of strings.Builder
. It's 1 extra allocation, but CPU-wise it's ~20% faster on average.
2. Reusing []byte algorithms
When you write a code that returns []byte
, you may want to provide a second function that returns a string. For most cases, you'll probably start with something like this:
func EncodeString(v value) string {
return string(Encode(v))
}
This will add extra data copying + allocation. Not to mention that if Encode returns a fresh allocation (and it only "escapes" in the return), there is no need to copy it. We can "move" it (transfer the ownership) to the return value. In other words, we could use slicebytetostringtmp
instead of slicebytetostring
.
We can do this since Encode()
return value doesn't have any other references to it, it's a temporary that we can move easily.
This will make the code above very efficient. Not only it would avoid the extra allocation, it'll also benefit from the fact that Encode()
is implemented over []byte
instead of some cross-type manner that will make the code 20-30% slower for both cases.
This cross-type manner usually involves passing both []byte to append (for []byte case) and a bool flag to return string instead. Another approach is passing both strings.Builder
and bytes.Buffer
, so the function writes the data to the appropriate storage provided by the caller. As noted above, it's not as efficient as we could be with another approach, given that compiler would add some optimizations for that case.
3. Append-like API are bad for strings
Right now one of the best tricks to avoid redundant allocations is to use append-like APIs, where the caller passes a slice that can be reused later. This works well for bytes, but not so well for strings.
With the optimization requested in this issue, we could do this:
buf := make([]byte, 0, size)
buf = appendSomething(buf, data)
// If appendSomething makes buf escape only to its return value,
// then we can try to prove that buf is locally created slice that can be
// converted to a string without copying.
return string(buf)
The optimization
When converting a []byte
to a string
, if it's proven that after this conversion no one case reference the original slice, initialize the string using the []byte
memory with slicebytetostringtmp
-like operation (we could add a wrapper called slicebytetostringmove
to make it's easier to separate the semantics).
Some examples of when this could be done:
- A function creates a local allocation of the slice
b
. That slice is then returned asstring(b)
. - A temporary value returned by a function passed to a
string
conversion, likestring(f())
. We need to know thatf()
returns a newly allocated memory though, because we shouldn't move reused or global memory. This would require an extra func bit.
(1) Helps in the first problem. We'll be able to build a string inside []byte
and return it as a string without overhead.
(2) Helps in the second problem. We'll be able to do string(f())
to reuse the []byte-oriented routines.
These 2 cases solve most issues outlined above, but it may also require some extra care to distinguish how function param "leaks": leaking to a return value is OK for append API, but leaking to global memory is not. For simplicity, I would avoid handling the (3) problem, but maybe someone has a good idea of how to handle it without extra too much effort.
I believe that the opposite is not as useful, but it could be possible to remove some string->[]byte copying with this idea as well. Although I would ask for some use cases of when it could be useful.
Since it doesn't look like a trivial change, it seems fair to discuss it before going beyond the minimal prototype.
Some background
While it might look like a minor issue, it helps to fix several places in the stdlib (make them either ~15% faster or involve 1 less data copying; sometimes it just makes the code more readable because you don't need to pass 2 destinations into a common function).
It also should help to fix some issues in the application I'm trying to optimize. []byte
->string
conversion is quite high in the profile there, but strings.Builder
or other approaches will not solve the issue completely -- it can't compete with a direct []byte
manipulations.
An alternative solutions
Faster (or new) strings.Builder
If there is a way to make strings.Builder
faster or add a new type that can operate like a slice of bytes with direct access (not sure it's possible to make it "safe"), this compiler optimization will not be needed as much.
Explicit moves
I don't like this approach, but figured I could leave it here as a thought.
If we had an intrinsic function like unsafe.BytesToString(b)
(don't mind the naming) that compiler would check (whether it's valid to do this move). If it can prove it, it inserts an allocation-free conversion. Otherwise, it gives a compilation error.
The only benefit is probably the fact that it could be easier for the compiler to do this analysis only for the places it's asked to do it.
Manual optimizations
While it's possible to do something like this:
return unsafeutil.BytesAsString(b)
It makes the code quite fragile and it demands the unsafe usage. It can also break if b
starts to escape in some unpredictable way or we start using a sync.Pool
for bytes, so b
could be shared.
Extra: strings.Replacer rewrite with strings.Builder
@@ -524,18 +524,21 @@ func (r *byteStringReplacer) Replace(s string) string {
if !anyChanges {
return s
}
- buf := make([]byte, newSize)
- j := 0
+ var buf Builder
+ buf.Grow(newSize)
+ from := 0
for i := 0; i < len(s); i++ {
- b := s[i]
- if r.replacements[b] != nil {
- j += copy(buf[j:], r.replacements[b])
- } else {
- buf[j] = b
- j++
+ rep := r.replacements[s[i]]
+ if rep != nil {
+ buf.WriteString(s[from:i])
+ buf.Write(rep)
+ from = i + 1
}
}
- return string(buf)
+ if from != len(s) {
+ buf.WriteString(s[from:])
+ }
+ return buf.String()
}
Benchmarks:
func BenchmarkReplacer(b *testing.B) {
// smallString is exactly 32 bytes long.
const smallString = "Hello world strings Rep lacer "
type testCase struct {
input string
from []string
to []string
}
tests := []testCase{
{
input: smallString,
from: []string{"$"},
to: []string{""},
},
{
input: smallString,
from: []string{"R"},
to: []string{""},
},
{
input: smallString,
from: []string{" "},
to: []string{""},
},
{
input: smallString,
from: []string{" ", "l", "s"},
to: []string{"", "", ""},
},
{
input: smallString,
from: []string{" ", "l", "s", "e", "o"},
to: []string{"", "", "", "", ""},
},
}
var allTests []testCase
for i := range tests {
testX4 := tests[i]
testX4.input = strings.Repeat(testX4.input, 4)
testX16 := tests[i]
testX16.input = strings.Repeat(testX16.input, 16)
testX96 := tests[i]
testX96.input = strings.Repeat(testX96.input, 96)
testX512 := tests[i]
testX512.input = strings.Repeat(testX512.input, 512)
allTests = append(allTests, tests[i], testX4, testX16, testX96, testX512)
}
for i := range allTests {
test := allTests[i]
var pairs []string
numMatches := 0
for j := range test.from {
pairs = append(pairs, test.from[j], test.to[j])
if matches := strings.Count(test.input, string(test.from[j])); matches != -1 {
numMatches += matches
}
}
replacer := strings.NewReplacer(pairs...)
matchesSuffix := "Matched0%"
if numMatches != 0 {
percentage := int((float64(numMatches) / float64(len(test.input))) * 100)
matchesSuffix = fmt.Sprintf("Matched%d%%", percentage)
}
key := fmt.Sprintf("Len%d%s", len(test.input), matchesSuffix)
b.Run(key, func(b *testing.B) {
for i := 0; i < b.N; i++ {
replacer.Replace(test.input)
}
})
}
}
Results (tl;dr - less allocations, slower execution time):
name old time/op new time/op delta
Replacer/Len32Matched0%-8 20.5ns ± 1% 20.4ns ± 0% ~ (p=0.183 n=5+5)
Replacer/Len128Matched0%-8 27.0ns ± 0% 27.5ns ± 0% +1.88% (p=0.008 n=5+5)
Replacer/Len512Matched0%-8 43.3ns ± 1% 43.3ns ± 1% ~ (p=1.000 n=5+5)
Replacer/Len3072Matched0%-8 152ns ± 1% 156ns ± 0% +2.93% (p=0.008 n=5+5)
Replacer/Len16384Matched0%-8 650ns ± 0% 705ns ± 0% +8.51% (p=0.008 n=5+5)
Replacer/Len32Matched3%-8 188ns ± 0% 143ns ± 1% -24.16% (p=0.008 n=5+5)
Replacer/Len128Matched3%-8 499ns ± 0% 360ns ± 2% -27.88% (p=0.008 n=5+5)
Replacer/Len512Matched3%-8 1.47µs ± 0% 1.40µs ± 0% -4.52% (p=0.008 n=5+5)
Replacer/Len3072Matched3%-8 9.33µs ± 0% 7.08µs ± 1% -24.10% (p=0.008 n=5+5)
Replacer/Len16384Matched3%-8 50.3µs ± 0% 40.8µs ± 1% -19.06% (p=0.008 n=5+5)
Replacer/Len32Matched21%-8 191ns ± 1% 208ns ± 1% +8.86% (p=0.008 n=5+5)
Replacer/Len128Matched21%-8 531ns ± 0% 694ns ± 1% +30.72% (p=0.008 n=5+5)
Replacer/Len512Matched21%-8 1.76µs ± 1% 2.55µs ± 2% +44.46% (p=0.008 n=5+5)
Replacer/Len3072Matched21%-8 10.1µs ± 0% 14.8µs ± 1% +46.53% (p=0.008 n=5+5)
Replacer/Len16384Matched21%-8 51.1µs ± 1% 77.5µs ± 1% +51.88% (p=0.008 n=5+5)
Replacer/Len32Matched40%-8 248ns ± 1% 305ns ± 1% +23.17% (p=0.008 n=5+5)
Replacer/Len128Matched40%-8 661ns ± 0% 981ns ± 1% +48.40% (p=0.008 n=5+5)
Replacer/Len512Matched40%-8 2.22µs ± 1% 3.59µs ± 1% +61.64% (p=0.008 n=5+5)
Replacer/Len3072Matched40%-8 12.7µs ± 0% 21.2µs ± 1% +66.85% (p=0.008 n=5+5)
Replacer/Len16384Matched40%-8 64.8µs ± 0% 112.8µs ± 1% +74.08% (p=0.008 n=5+5)
Replacer/Len32Matched56%-8 287ns ± 1% 351ns ± 1% +22.20% (p=0.008 n=5+5)
Replacer/Len128Matched56%-8 758ns ± 0% 1208ns ± 1% +59.49% (p=0.008 n=5+5)
Replacer/Len512Matched56%-8 2.49µs ± 0% 4.39µs ± 1% +76.53% (p=0.008 n=5+5)
Replacer/Len3072Matched56%-8 14.3µs ± 1% 26.1µs ± 1% +82.71% (p=0.008 n=5+5)
Replacer/Len16384Matched56%-8 75.2µs ± 0% 138.4µs ± 1% +84.06% (p=0.008 n=5+5)
[Geo mean] 1.37µs 1.68µs +22.67%
name old alloc/op new alloc/op delta
Replacer/Len32Matched0%-8 0.00B 0.00B ~ (all equal)
Replacer/Len128Matched0%-8 0.00B 0.00B ~ (all equal)
Replacer/Len512Matched0%-8 0.00B 0.00B ~ (all equal)
Replacer/Len3072Matched0%-8 0.00B 0.00B ~ (all equal)
Replacer/Len16384Matched0%-8 0.00B 0.00B ~ (all equal)
Replacer/Len32Matched3%-8 64.0B ± 0% 32.0B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched3%-8 256B ± 0% 128B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched3%-8 1.02kB ± 0% 0.51kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched3%-8 6.14kB ± 0% 3.07kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched3%-8 32.8kB ± 0% 16.4kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched21%-8 64.0B ± 0% 32.0B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched21%-8 224B ± 0% 112B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched21%-8 832B ± 0% 416B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched21%-8 5.38kB ± 0% 2.69kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched21%-8 27.1kB ± 0% 13.6kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched40%-8 48.0B ± 0% 24.0B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched40%-8 160B ± 0% 80B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched40%-8 640B ± 0% 320B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched40%-8 4.10kB ± 0% 2.05kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched40%-8 19.5kB ± 0% 9.7kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched56%-8 32.0B ± 0% 16.0B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched56%-8 128B ± 0% 64B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched56%-8 448B ± 0% 224B ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched56%-8 2.82kB ± 0% 1.41kB ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched56%-8 16.4kB ± 0% 8.2kB ± 0% -50.00% (p=0.008 n=5+5)
[Geo mean] 921B 461B -50.00%
name old allocs/op new allocs/op delta
Replacer/Len32Matched0%-8 0.00 0.00 ~ (all equal)
Replacer/Len128Matched0%-8 0.00 0.00 ~ (all equal)
Replacer/Len512Matched0%-8 0.00 0.00 ~ (all equal)
Replacer/Len3072Matched0%-8 0.00 0.00 ~ (all equal)
Replacer/Len16384Matched0%-8 0.00 0.00 ~ (all equal)
Replacer/Len32Matched3%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched3%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched3%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched3%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched3%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched21%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched21%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched21%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched21%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched21%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched40%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched40%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched40%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched40%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched40%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len32Matched56%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len128Matched56%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len512Matched56%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len3072Matched56%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
Replacer/Len16384Matched56%-8 2.00 ± 0% 1.00 ± 0% -50.00% (p=0.008 n=5+5)
[Geo mean] 2.00 1.00 -50.00%
The string -> []byte cases
I don't have enough info and stats for this case, but I can provide a few ones nonetheless.
First, we would need a stringtoslicebytetmp
function to make it possible.
Some obvious cases where it can be applied (this list is incomplete):
[]byte(x + y)
append([]byte(s), data...)
If we use this knowledge about the freshly allocated data, some expressions like this can avoid excessive string->bytes allocation:
// If we know that f() always returns a fresh string (for example, it uses `string(b)` for its result)
// Also let's suppose that w is io.Writer that doesn't have WriteString method.
w.Write([]byte(f()))
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