A blazingly fast JSON serializing & deserializing library, accelerated by JIT (just-in-time compiling) and SIMD (single-instruction-multiple-data).
WARNING: This is still in alpha stage, use with care !
For all sizes of json and all cases of usage, Sonic performs best.
- Small (400B, 11 keys, 3 levels)
- Large (635KB, 10000+ key, 6 levels)
- Medium (13KB, 300+ key, 6 levels)
For a 13KB TwitterJson, Sonic is 1.6x faster than json-iterator in decoding
, 2.7x faster in encoding
,9.6x faster in searching
.
goos: darwin
goarch: amd64
cpu: Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
BenchmarkEncoder_Generic_Sonic-16 100000 27844 ns/op 468.14 MB/s 14332 B/op 4 allocs/op
BenchmarkEncoder_Generic_JsonIter-16 100000 52179 ns/op 249.81 MB/s 13433 B/op 77 allocs/op
BenchmarkEncoder_Generic_GoJson-16 100000 47033 ns/op 277.15 MB/s 13129 B/op 39 allocs/op
BenchmarkEncoder_Generic_StdLib-16 100000 151394 ns/op 86.10 MB/s 48177 B/op 827 allocs/op
BenchmarkEncoder_Binding_Sonic-16 100000 7338 ns/op 1776.47 MB/s 14492 B/op 4 allocs/op
BenchmarkEncoder_Binding_JsonIter-16 100000 25365 ns/op 513.90 MB/s 9488 B/op 2 allocs/op
BenchmarkEncoder_Binding_GoJson-16 100000 10357 ns/op 1258.62 MB/s 9483 B/op 1 allocs/op
BenchmarkEncoder_Binding_StdLib-16 100000 20258 ns/op 643.44 MB/s 9480 B/op 1 allocs/op
BenchmarkEncoder_Parallel_Generic_Sonic-16 100000 5145 ns/op 2533.58 MB/s 10768 B/op 4 allocs/op
BenchmarkEncoder_Parallel_Generic_JsonIter-16 100000 11436 ns/op 1139.78 MB/s 13451 B/op 77 allocs/op
BenchmarkEncoder_Parallel_Generic_GoJson-16 100000 15274 ns/op 853.43 MB/s 13143 B/op 39 allocs/op
BenchmarkEncoder_Parallel_Generic_StdLib-16 100000 56236 ns/op 231.79 MB/s 48211 B/op 827 allocs/op
BenchmarkEncoder_Parallel_Binding_Sonic-16 100000 1821 ns/op 7159.40 MB/s 11262 B/op 4 allocs/op
BenchmarkEncoder_Parallel_Binding_JsonIter-16 100000 4559 ns/op 2859.24 MB/s 9487 B/op 2 allocs/op
BenchmarkEncoder_Parallel_Binding_GoJson-16 100000 2182 ns/op 5973.36 MB/s 9481 B/op 1 allocs/op
BenchmarkEncoder_Parallel_Binding_StdLib-16 100000 3867 ns/op 3370.58 MB/s 9477 B/op 1 allocs/op
BenchmarkDecoder_Generic_Sonic-16 100000 61092 ns/op 213.37 MB/s 49761 B/op 317 allocs/op
BenchmarkDecoder_Generic_StdLib-16 100000 158709 ns/op 82.13 MB/s 50899 B/op 772 allocs/op
BenchmarkDecoder_Generic_JsonIter-16 100000 113397 ns/op 114.95 MB/s 55789 B/op 1068 allocs/op
BenchmarkDecoder_Generic_GoJson-16 100000 108711 ns/op 119.91 MB/s 65679 B/op 944 allocs/op
BenchmarkDecoder_Binding_Sonic-16 100000 32614 ns/op 399.67 MB/s 25174 B/op 38 allocs/op
BenchmarkDecoder_Binding_StdLib-16 100000 150494 ns/op 86.61 MB/s 10560 B/op 207 allocs/op
BenchmarkDecoder_Binding_JsonIter-16 100000 43621 ns/op 298.83 MB/s 14674 B/op 385 allocs/op
BenchmarkDecoder_Binding_GoJson-16 100000 37525 ns/op 347.36 MB/s 22048 B/op 49 allocs/op
BenchmarkDecoder_Parallel_Generic_Sonic-16 100000 10581 ns/op 1231.89 MB/s 49636 B/op 317 allocs/op
BenchmarkDecoder_Parallel_Generic_StdLib-16 100000 67640 ns/op 192.71 MB/s 50909 B/op 772 allocs/op
BenchmarkDecoder_Parallel_Generic_JsonIter-16 100000 60982 ns/op 213.75 MB/s 55809 B/op 1068 allocs/op
BenchmarkDecoder_Parallel_Generic_GoJson-16 100000 51373 ns/op 253.73 MB/s 65718 B/op 945 allocs/op
BenchmarkDecoder_Parallel_Binding_Sonic-16 100000 6995 ns/op 1863.60 MB/s 24890 B/op 38 allocs/op
BenchmarkDecoder_Parallel_Binding_StdLib-16 100000 45269 ns/op 287.94 MB/s 10559 B/op 207 allocs/op
BenchmarkDecoder_Parallel_Binding_JsonIter-16 100000 18416 ns/op 707.82 MB/s 14677 B/op 385 allocs/op
BenchmarkDecoder_Parallel_Binding_GoJson-16 100000 17524 ns/op 743.85 MB/s 22132 B/op 49 allocs/op
BenchmarkSearchOne_Gjson-16 100000 8812 ns/op 1477.89 MB/s 0 B/op 0 allocs/op
BenchmarkSearchOne_Jsoniter-16 100000 55845 ns/op 233.20 MB/s 27936 B/op 647 allocs/op
BenchmarkSearchOne_Sonic-16 100000 10422 ns/op 1249.54 MB/s 0 B/op 0 allocs/op
BenchmarkSearchOne_Parallel_Gjson-16 100000 955.1 ns/op 13635.35 MB/s 0 B/op 0 allocs/op
BenchmarkSearchOne_Parallel_Jsoniter-16 100000 18864 ns/op 690.37 MB/s 27942 B/op 647 allocs/op
BenchmarkSearchOne_Parallel_Sonic-16 100000 1420 ns/op 9171.43 MB/s 234 B/op 0 allocs/op
More detail see decoder/decoder_test.go, encoder/encoder_test.go, ast/search_test.go, ast/parser_test.go
- Go 1.15/1.16
- Linux/darwin OS
- Amd64 CPU with AVX/AVX2 instruction set
The behaviors are mostly consistent with encoding/json, except some uncommon escaping and key sorting (see issue4)
import "github.com/bytedance/sonic"
// Marshal
output, err := sonic.Marshal(&data)
// Unmarshal
err := sonic.Unmarshal(input, &data)
Search partial json by given pathes, which must be non-negative integer or string or nil
import "github.com/bytedance/sonic"
input := []byte(`{"key1":[{},{"key2":{"key3":[1,2,3]}}]}`)
// no path, returns entire json
root, err := sonic.Get(input)
raw := root.Raw() // == string(input)
// multiple pathes
root, err := sonic.Get(input, "key1", 1, "key2")
sub := root.Get("key3").Index(2).Int64() // == 3
Returned ast.Node supports:
- secondary search:
Get()
,Index()
,GetByPath()
- type assignment:
Int64()
,Float64()
,String()
,Number()
,Bool()
,Map()
,Array()
- children traversal:
Values()
,Properties()
- supplement:
Set()
,SetByIndex()
,Add()
,Cap()
,Len()
import "github.com/bytedance/sonic/decoder"
input := `1`
var data interface{}
// default float64
dc := decoder.NewDecoder(input)
dc.Decode(&data) // data == float64(1)
// use json.Number
dc = decoder.NewDecoder(input)
dc.UseNumber()
dc.Decode(&data) // data == json.Number("1")
// use int64
dc = decoder.NewDecoder(input)
dc.UseInt64()
dc.Decode(&data) // data == int64(1)
root, err := sonic.GetFromString(input)
// Get json.Number
jn := root.Number()
jm := root.InterfaceUseNumber().(json.Number) // jn == jm
// Get float64
fn := root.Float64()
fm := root.Interface().(float64) // jn == jm
import "github.com/bytedance/sonic/decoder"
var data interface{}
dc := decoder.NewDecoder("[[[}]]")
if err := dc.Decode(&data); err != nil {
if e, ok := err.(decoder.SyntaxError); ok {
/*Syntax error at index 3: invalid char
[[[}]]
...^..
*/
print(e.Description())
/*"Syntax error at index 3: invalid char\n\n\t[[[}]]\n\t...^..\n"*/
println(fmt.Sprintf("%q", e.Description()))
}
/*Decode: Syntax error at index 3: invalid char*/
t.Fatalf("Decode: %v", err)
}
Since Sonic uses golang-asm as JIT assembler, which is NOT very suitable for runtime compiling, first-hit running of a huge schema may cause request-timeout or even process-OOM. For better stability, we advise to use Pretouch()
for huge-schema or compact-memory application before Marshal()/Unmarshal()
.
import (
"reflect"
"github.com/bytedance/sonic"
)
func init() {
var v HugeStruct
err := sonic.Pretouch(reflect.TypeOf(v))
}
CAUSION: use the STRUCT instead of its POINTER to Pretouch()
, otherwish it won't work when you pass the pointer to Marshal()/Unmarshal()
!
For alignment to encoding/json, we provide API to pass []byte
as arguement, but the string-to-bytes copy is conducted at the same time considering safety, which may lose performance when origin json is huge. Therefore, you can use UnmarshalString
, GetFromString
to pass string, as long as your origin data is string or nocopy-cast is safe for your []byte.
Get()
overlapping pathes from the same root may cause repeating parsing. Instead of using Get()
several times, you can use parser and searcher together like this:
import "github.com/bytedance/sonic"
root, err := sonic.GetFromString(_TwitterJson, "statuses", 3, "user")
a = root.GetByPath( "entities","description")
b = root.GetByPath( "entities","url")
c = root.GetByPath( "created_at")
No need to worry about the overlaping or overparsing of a, b and c, because the inner parser of their root is lazy-loaded.
In most cases of fully-load generic json, Unmarshal()
performs better than ast.Loads()
. But if you only want to search a partial json and convert it into interface{}
(or map[string]interface{}
, []interface{}
), we advise you to combine Get()
and Unmarshal()
:
import "github.com/bytedance/sonic"
node, err := sonic.GetFromString(_TwitterJson, "statuses", 3, "user")
var user interface{}
err = sonic.UnmarshalString(node.Raw(), &user)