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936cee0d3f
chore: add benchmark result with go-json Co-authored-by: duanyi.aster <duanyi.aster@bytedance.com>
145 lines
7.1 KiB
Markdown
145 lines
7.1 KiB
Markdown
# Sonic
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A blazingly fast JSON serializing & deserializing library, accelerated by JIT(just-in-time compiling) and SIMD(single-instruction-multi-data).
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**WARNING: This is still in alpha stage, use with care !**
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## Benchmarks
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For all sizes of json and all scenes of usage, Sonic performs almost best.
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- [Small](https://github.com/bytedance/sonic/blob/main/testdata/small.go) (400B, 11 keys, 3 levels)
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- [Large](https://github.com/bytedance/sonic/blob/main/testdata/twitterescaped.json) (550KB, 10000+ key, 6 levels)
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For a 13KB [TwitterJson](https://github.com/bytedance/sonic/blob/main/decoder/testdata_test.go#L19), Sonic is **1.5x** faster than [json-iterator](https://github.com/json-iterator/go) in decoding, **2.5x** faster in encoding.
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```powershell
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goos: darwin
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goarch: amd64
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pkg: github.com/bytedance/sonic/encoder
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cpu: Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
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BenchmarkEncoder_Generic_Sonic-16 100000 24174 ns/op 539.22 MB/s 17757 B/op 42 allocs/op
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BenchmarkEncoder_Generic_JsonIter-16 100000 44613 ns/op 292.18 MB/s 13433 B/op 77 allocs/op
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BenchmarkEncoder_Generic_GoJson-16 100000 87898 ns/op 148.30 MB/s 13234 B/op 39 allocs/op
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BenchmarkEncoder_Generic_StdLib-16 100000 133512 ns/op 97.63 MB/s 48177 B/op 827 allocs/op
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BenchmarkEncoder_Binding_Sonic-16 100000 6058 ns/op 2151.73 MB/s 13481 B/op 4 allocs/op
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BenchmarkEncoder_Binding_JsonIter-16 100000 21223 ns/op 614.20 MB/s 9488 B/op 2 allocs/op
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BenchmarkEncoder_Binding_GoJson-16 100000 10186 ns/op 1279.74 MB/s 9480 B/op 1 allocs/op
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BenchmarkEncoder_Binding_StdLib-16 100000 17741 ns/op 734.75 MB/s 9479 B/op 1 allocs/op
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BenchmarkDecoder_Generic_Sonic-16 100000 53344 ns/op 244.36 MB/s 50158 B/op 313 allocs/op
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BenchmarkDecoder_Generic_StdLib-16 100000 141006 ns/op 92.44 MB/s 50898 B/op 772 allocs/op
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BenchmarkDecoder_Generic_JsonIter-16 100000 106386 ns/op 122.53 MB/s 55785 B/op 1068 allocs/op
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BenchmarkDecoder_Generic_GoJson-16 100000 107184 ns/op 121.61 MB/s 65678 B/op 944 allocs/op
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BenchmarkDecoder_Binding_Sonic-16 100000 30039 ns/op 433.94 MB/s 25259 B/op 34 allocs/op
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BenchmarkDecoder_Binding_StdLib-16 100000 131088 ns/op 99.44 MB/s 10560 B/op 207 allocs/op
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BenchmarkDecoder_Binding_JsonIter-16 100000 37988 ns/op 343.13 MB/s 14674 B/op 385 allocs/op
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BenchmarkDecoder_Binding_GoJson-16 100000 33741 ns/op 386.33 MB/s 22047 B/op 49 allocs/op
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```
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More detail see [decoder/decoder_test.go](https://github.com/bytedance/sonic/blob/main/decoder/decoder_test.go), [encoder/encoder_test.go](https://github.com/bytedance/sonic/blob/main/encoder/encoder_test.go), [ast/search_test.go](https://github.com/bytedance/sonic/blob/main/ast/search_test.go), [ast/parser_test.go](https://github.com/bytedance/sonic/blob/main/ast/parser_test.go)
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## Usage
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### Marshal/Unmarshal
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The behaviors are mostly consistent with encoding/json, except some uncommon escaping and key sorting (see [issue4](https://github.com/bytedance/sonic/issues/4))
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```go
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import "github.com/bytedance/sonic"
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// Marshal
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output, err := sonic.Marshal(&data)
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// Unmarshal
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err := sonic.Unmarshal(input, &data)
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```
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### Get
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Search partial json by given pathes, which must be non-negative integer or string or nil
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```go
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import "github.com/bytedance/sonic"
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input := []byte(`{"key1":[{},{"key2":{"key3":[1,2,3]}}]}`)
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// no path, returns entire json
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root, err := sonic.Get(input)
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raw := root.Raw() // == string(input)
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// multiple pathes
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root, err := sonic.Get(input, "key1", 1, "key2")
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sub := root.Get("key3").Index(2).Int64() // == 3
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```
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Returned ast.Node supports：
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- secondary search: `Get()`, `Index()`, `GetByPath()`
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- type assignment: `Int64()`, `Float64()`, `String()`, `Number()`, `Bool()`, `Map()`, `Array()`
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- children traversal: `Values()`, `Properties()`
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- supplement: `Set()`, `SetByIndex()`, `Add()`, `Cap()`, `Len()`
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### Use Number/Use Int64
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```go
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import "github.com/bytedance/sonic/decoder"
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input := `1`
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var data interface{}
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// default float64
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dc := decoder.NewDecoder(input)
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dc.Decode(&data) // data == float64(1)
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// use json.Number
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dc = decoder.NewDecoder(input)
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dc.UseNumber()
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dc.Decode(&data) // data == json.Number("1")
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// use int64
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dc = decoder.NewDecoder(input)
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dc.UseInt64()
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dc.Decode(&data) // data == int64(1)
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root, err := sonic.GetFromString(input)
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// Get json.Number
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jn := root.Number()
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jm := root.InterfaceUseNumber().(json.Number) // jn == jm
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// Get float64
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fn := root.Float64()
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fm := root.Interface().(float64) // jn == jm
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```
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## Tips
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### Pretouch
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Since Sonic uses JIT(just-in-time) compiling for decoder/encoder, huge schema may cause request-timeout. For better stability, we suggest to use `Pretouch()` for more-than-10000-field schema(struct) before `Marshal()/Unmarshal()`.
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```go
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import (
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"reflect"
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"github.com/bytedance/sonic"
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)
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func init() {
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var v HugeStruct
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err := sonic.Pretouch(reflect.TypeOf(v))
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}
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```
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### Pass string or []byte?
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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.
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### Avoid repeating work
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`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:
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```go
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import "github.com/bytedance/sonic"
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root, err := sonic.GetFromString(_TwitterJson, "statuses", 3, "user")
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a = root.GetByPath( "entities","description")
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b = root.GetByPath( "entities","url")
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c = root.GetByPath( "created_at")
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```
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No need to worry about the overlaping or overparsing of a, b and c, because the inner parser of their root is lazy-loaded.
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### Better performance for generic deserializing
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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()`:
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```go
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import "github.com/bytedance/sonic"
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node, err := sonic.GetFromString(_TwitterJson, "statuses", 3, "user")
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var user interface{}
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err = sonic.UnmarshalString(node.Raw(), &user)
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```
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