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sonic/README.md
liu 3f2bab552b
doc: update readme (#143) 
* doc: update readme

* test: add SetOne_XX() benchmarks

* doc: update bechmark charts

* doc: fix possible typos

Co-authored-by: liuqiang <liuqiang.06@bytedance.com>
Co-authored-by: duanyi.aster <duanyi.aster@bytedance.com>
2021-12-01 18:03:19 +08:00

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# Sonic
A blazingly fast JSON serializing &amp; deserializing library, accelerated by JIT (just-in-time compiling) and SIMD (single-instruction-multiple-data).
## Requirement
- Go 1.15/1.16/1.17
- Linux/darwin OS
- Amd64 CPU with AVX instruction set
## Features
- Runtime object binding without code generation
- Complete APIs for JSON value manipulation
- Fast, fast, fast!
## Benchmarks
For **all sizes** of json and **all scenarios** of usage, **Sonic performs best**.
- [Medium](https://github.com/bytedance/sonic/blob/main/decoder/testdata_test.go#L19) (13KB, 300+ key, 6 layers)
```powershell
goversion: 1.17.1
goos: darwin
goarch: amd64
cpu: Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
BenchmarkEncoder_Generic_Sonic 25181 ns/op 517.65 MB/s 13035 B/op 4 allocs/op
BenchmarkEncoder_Generic_JsonIter 43765 ns/op 297.84 MB/s 13433 B/op 77 allocs/op
BenchmarkEncoder_Generic_StdLib 108776 ns/op 119.83 MB/s 49137 B/op 827 allocs/op
BenchmarkEncoder_Binding_Sonic 6282 ns/op 2075.01 MB/s 13765 B/op 4 allocs/op
BenchmarkEncoder_Binding_JsonIter 20740 ns/op 628.51 MB/s 9487 B/op 2 allocs/op
BenchmarkEncoder_Binding_StdLib 16661 ns/op 782.34 MB/s 9479 B/op 1 allocs/op
BenchmarkEncoder_Parallel_Generic_Sonic-16 4072 ns/op 3200.89 MB/s 11052 B/op 4 allocs/op
BenchmarkEncoder_Parallel_Generic_JsonIter-16 11379 ns/op 1145.52 MB/s 13458 B/op 77 allocs/op
BenchmarkEncoder_Parallel_Generic_StdLib-16 50635 ns/op 257.43 MB/s 49183 B/op 827 allocs/op
BenchmarkEncoder_Parallel_Binding_Sonic-16 1304 ns/op 9994.64 MB/s 10925 B/op 4 allocs/op
BenchmarkEncoder_Parallel_Binding_JsonIter-16 6072 ns/op 2146.76 MB/s 9505 B/op 2 allocs/op
BenchmarkEncoder_Parallel_Binding_StdLib-16 3510 ns/op 3713.89 MB/s 9481 B/op 1 allocs/op
BenchmarkDecoder_Generic_Sonic 53843 ns/op 242.09 MB/s 49779 B/op 313 allocs/op
BenchmarkDecoder_Generic_StdLib 130402 ns/op 99.96 MB/s 50868 B/op 772 allocs/op
BenchmarkDecoder_Generic_JsonIter 92810 ns/op 140.45 MB/s 55788 B/op 1068 allocs/op
BenchmarkDecoder_Binding_Sonic 29793 ns/op 437.52 MB/s 24778 B/op 34 allocs/op
BenchmarkDecoder_Binding_StdLib 121206 ns/op 107.54 MB/s 10576 B/op 208 allocs/op
BenchmarkDecoder_Binding_JsonIter 36099 ns/op 361.09 MB/s 14674 B/op 385 allocs/op
BenchmarkDecoder_Parallel_Generic_Sonic-16 10319 ns/op 1263.21 MB/s 49423 B/op 313 allocs/op
BenchmarkDecoder_Parallel_Generic_StdLib-16 58526 ns/op 222.72 MB/s 50875 B/op 772 allocs/op
BenchmarkDecoder_Parallel_Generic_JsonIter-16 60156 ns/op 216.69 MB/s 55812 B/op 1068 allocs/op
BenchmarkDecoder_Parallel_Binding_Sonic-16 7265 ns/op 1794.18 MB/s 24952 B/op 34 allocs/op
BenchmarkDecoder_Parallel_Binding_StdLib-16 44000 ns/op 296.25 MB/s 10575 B/op 208 allocs/op
BenchmarkDecoder_Parallel_Binding_JsonIter-16 21029 ns/op 619.86 MB/s 14678 B/op 385 allocs/op
BenchmarkGetOne_Sonic 17070 ns/op 762.94 MB/s 29 B/op 1 allocs/op
BenchmarkGetOne_Gjson 19714 ns/op 660.59 MB/s 0 B/op 0 allocs/op
BenchmarkGetOne_Jsoniter 99281 ns/op 131.17 MB/s 27936 B/op 647 allocs/op
BenchmarkSetOne_Sonic 23730 ns/op 548.80 MB/s 1883 B/op 17 allocs/op
BenchmarkSetOne_Sjson 57680 ns/op 225.78 MB/s 52180 B/op 9 allocs/op
BenchmarkSetOne_Jsoniter 104018 ns/op 125.20 MB/s 45859 B/op 964 allocs/op
BenchmarkGetOne_Parallel_Sonic-16 2010 ns/op 6479.41 MB/s 114 B/op 1 allocs/op
BenchmarkGetOne_Parallel_Gjson-16 1815 ns/op 7176.39 MB/s 0 B/op 0 allocs/op
BenchmarkGetOne_Parallel_Jsoniter-16 23261 ns/op 559.86 MB/s 27942 B/op 647 allocs/op
BenchmarkSetOne_Parallel_Sonic-16 2007 ns/op 6487.78 MB/s 2202 B/op 17 allocs/op
BenchmarkSetOne_Parallel_Sjson-16 12422 ns/op 1048.40 MB/s 52180 B/op 9 allocs/op
BenchmarkSetOne_Parallel_Jsoniter-16 39204 ns/op 332.18 MB/s 45889 B/op 964 allocs/op
```
- [Small](https://github.com/bytedance/sonic/blob/main/testdata/small.go) (400B, 11 keys, 3 layers)
![small benchmarks](bench-small.jpg)
- [Large](https://github.com/bytedance/sonic/blob/main/testdata/twitter.json) (635KB, 10000+ key, 6 layers)
![large benchmarks](bench-large.jpg)
See [bench.sh](https://github.com/bytedance/sonic/blob/main/bench.sh) for benchmark codes.
## How it works
See [INTRODUCTION.md](INTRODUCTION.md).
## Usage
### Marshal/Unmarshal
Their behaviors are mostly consistent with `encoding/json`, except two escaping form (see [issue4](https://github.com/bytedance/sonic/issues/4)) that is **NOT** in conformity to [RFC8259](https://datatracker.ietf.org/doc/html/rfc8259).
```go
import "github.com/bytedance/sonic"
var data YourSchema
// Marshal
output, err := sonic.Marshal(&data)
// Unmarshal
err := sonic.Unmarshal(output, &data)
```
### Use Number/Use Int64
```go
import "github.com/bytedance/sonic/decoder"
var 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
```
### Sort Keys
On account of the performance loss from sorting (roughly 10%), sonic doesn't enable this feature by default. If your component depends on it to work (like [zstd](https://github.com/facebook/zstd)), Use it like this:
```go
import "github.com/bytedance/sonic/encoder"
m := map[string]interface{}{}
v, err := encoder.Encode(m, encoder.SortMapKeys)
```
### Print Syntax Error
```go
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)
}
```
### Ast.Node
Sonic/ast.Node is a completely self-contained AST for JSON. It implements serialization and deserialization both, and provides robust APIs for obtaining and modification of generic data.
#### Get/Index
Search partial JSON by given paths, which must be non-negative integer or string or nil
```go
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
```
**Tip**: since `Index()` uses offset to locate data, which is faster much than scanning like `Get()`, we suggest you use it as much as possible. And sonic also provides another API `IndexOrGet()` to underlying use offset as well as ensuring the key is matched.
#### Set/Unset
Modify the json content by Set()/Unset()
```go
import "github.com/bytedance/sonic"
// Set
exist, err := root.Set("key4", NewBool(true)) // exist == false
alias1 := root.Get("key4")
println(alias1.Valid()) // true
alias2 := root.Index(1)
println(alias1 == alias2) // true
// Unset
exist, err := root.UnsetByIndex(1) // exist == true
println(root.Get("key4").Check()) // "value not exist"
```
#### Serialize
To encode `ast.Node` as json, use `MarshalJson()` or `json.Marshal()` (MUST pass the node's pointer)
```go
import (
"encoding/json"
"github.com/bytedance/sonic"
)
buf, err := root.MarshalJson()
println(string(buf)) // {"key1":[{},{"key2":{"key3":[1,2,3]}}]}
exp, err := json.Marshal(&root) // WARN: use pointer
println(string(buf) == string(exp)) // true
```
#### APIs
- validation: `Check()`, `Error()`, `Valid()`, `Exist()`
- searching: `Index()`, `Get()`, `IndexPair()`, `IndexOrGet()`, `GetByPath()`
- go-type casting: `Int64()`, `Float64()`, `String()`, `Number()`, `Bool()`, `Map[UseNumber|UseNode]()`, `Array[UseNumber|UseNode]()`, `Interface[UseNumber|UseNode]()`
- go-type packing: `NewRaw()`, `NewNumber()`, `NewNull()`, `NewBool()`, `NewString()`, `NewObject()`, `NewArray()`
- iteration: `Values()`, `Properties()`
- modification: `Set()`, `SetByIndex()`, `Add()`, `Cap()`, `Len()`
## Tips
### Pretouch
Since Sonic uses [golang-asm](https://github.com/twitchyliquid64/golang-asm) as a 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()`.
```go
import (
"reflect"
"github.com/bytedance/sonic"
"github.com/bytedance/sonic/option"
)
func init() {
var v HugeStruct
// For most large types (nesting depth <= 5)
err := sonic.Pretouch(reflect.TypeOf(v))
// If the type is too deep nesting (nesting depth > 5),
// you can set compile recursive depth in Pretouch for better stability in JIT.
err := sonic.Pretouch(reflect.TypeOf(v), option.WithCompileRecursiveDepth(depth))
```
### Pass string or []byte?
For alignment to `encoding/json`, we provide API to pass `[]byte` as an argument, 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` and `GetFromString` to pass a string, as long as your origin data is a string or **nocopy-cast** is safe for your []byte.
### Better performance for generic data
In **fully-parsed** scenario, `Unmarshal()` performs better than `Get()`+`Node.Interface()`. But if you only have a part of schema for specific json, you can combine `Get()` and `Unmarshal()` together:
```go
import "github.com/bytedance/sonic"
node, err := sonic.GetFromString(_TwitterJson, "statuses", 3, "user")
var user User // your partial schema...
err = sonic.UnmarshalString(node.Raw(), &user)
```
Even if you don't have any schema, use `ast.Node` as the container of generic values instead of `map` or `interface`:
```go
import "github.com/bytedance/sonic"
root, err := sonic.GetFromString(_TwitterJson)
user := root.GetByPath("statuses", 3, "user") // === root.Get("status").Index(3).Get("user")
err = user.Check()
// err = user.LoadAll() // only call this when you want to use 'user' concurrently...
go someFunc(user)
```
Why? Because `ast.Node` stores its children using `array`:
- `Map`'s performance degrades a lot once rehashing triggered, but `ast.Node` doesn't have this concern;
- **Hashing** (`map[x]`) is not as efficient as **Indexing** (`array[x]`), which `ast.Node` can conduct on **both array and object**.
- Using `Interface()`/`Map()` means Sonic must parse all the underlying values, while in most cases you don't need them all;
**CAUTION:** `ast.Node` **DOESN'T** ensure concurrent security directly, due to its **lazy-load** design. However, your can call `Node.Load()`/`Node.LoadAll()` to achieve that, which may bring performance reduction while it still works faster than converting to `map` or `interface{}`
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