title	sidebar_position	id
Xlang Serialization Guide	2	xlang_object_graph_guide

Cross-language object graph serialization

Serialize built-in types

Common types can be serialized automatically: primitive numeric types, string, binary, array, list, map and so on.

Java

import org.apache.fury.*;
import org.apache.fury.config.*;

import java.util.*;

public class Example1 {
  public static void main(String[] args) {
    Fury fury = Fury.builder().withLanguage(Language.XLANG).build();
    List<Object> list = ofArrayList(true, false, "str", -1.1, 1, new int[100], new double[20]);
    byte[] bytes = fury.serialize(list);
    // bytes can be data serialized by other languages.
    fury.deserialize(bytes);
    Map<Object, Object> map = new HashMap<>();
    map.put("k1", "v1");
    map.put("k2", list);
    map.put("k3", -1);
    bytes = fury.serialize(map);
    // bytes can be data serialized by other languages.
    fury.deserialize(bytes);
  }
}

Python

import pyfury
import numpy as np

fury = pyfury.Fury()
object_list = [True, False, "str", -1.1, 1,
               np.full(100, 0, dtype=np.int32), np.full(20, 0.0, dtype=np.double)]
data = fury.serialize(object_list)
# bytes can be data serialized by other languages.
new_list = fury.deserialize(data)
object_map = {"k1": "v1", "k2": object_list, "k3": -1}
data = fury.serialize(object_map)
# bytes can be data serialized by other languages.
new_map = fury.deserialize(data)
print(new_map)

Golang

package main

import furygo "github.com/apache/fury/fury/go/fury"
import "fmt"

func main() {
 list := []interface{}{true, false, "str", -1.1, 1, make([]int32, 10), make([]float64, 20)}
 fury := furygo.NewFury()
 bytes, err := fury.Marshal(list)
 if err != nil {
  panic(err)
 }
 var newValue interface{}
 // bytes can be data serialized by other languages.
 if err := fury.Unmarshal(bytes, &newValue); err != nil {
  panic(err)
 }
 fmt.Println(newValue)
 dict := map[string]interface{}{
  "k1": "v1",
  "k2": list,
  "k3": -1,
 }
 bytes, err = fury.Marshal(dict)
 if err != nil {
  panic(err)
 }
 // bytes can be data serialized by other languages.
 if err := fury.Unmarshal(bytes, &newValue); err != nil {
  panic(err)
 }
 fmt.Println(newValue)
}

JavaScript

import Fury from '@furyjs/fury';

/**
 * @furyjs/hps use v8's fast-calls-api that can be called directly by jit, ensure that the version of Node is 20 or above.
 * Experimental feature, installation success cannot be guaranteed at this moment
 * If you are unable to install the module, replace it with `const hps = null;`
 **/
import hps from '@furyjs/hps';

const fury = new Fury({ hps });
const input = fury.serialize('hello fury');
const result = fury.deserialize(input);
console.log(result);

Rust

use chrono::{NaiveDate, NaiveDateTime};
use fury::{from_buffer, to_buffer, Fury};
use std::collections::HashMap;

fn run() {
    let bin: Vec<u8> = to_buffer(&"hello".to_string());
    let obj: String = from_buffer(&bin).expect("should success");
    assert_eq!("hello".to_string(), obj);
}

Serialize custom types

Serializing user-defined types needs registering the custom type using the register API to establish the mapping relationship between the type in different languages.

Java

import org.apache.fury.*;
import org.apache.fury.config.*;
import java.util.*;

public class Example2 {
  public static class SomeClass1 {
    Object f1;
    Map<Byte, Integer> f2;
  }

  public static class SomeClass2 {
    Object f1;
    String f2;
    List<Object> f3;
    Map<Byte, Integer> f4;
    Byte f5;
    Short f6;
    Integer f7;
    Long f8;
    Float f9;
    Double f10;
    short[] f11;
    List<Short> f12;
  }

  public static Object createObject() {
    SomeClass1 obj1 = new SomeClass1();
    obj1.f1 = true;
    obj1.f2 = ofHashMap((byte) -1, 2);
    SomeClass2 obj = new SomeClass2();
    obj.f1 = obj1;
    obj.f2 = "abc";
    obj.f3 = ofArrayList("abc", "abc");
    obj.f4 = ofHashMap((byte) 1, 2);
    obj.f5 = Byte.MAX_VALUE;
    obj.f6 = Short.MAX_VALUE;
    obj.f7 = Integer.MAX_VALUE;
    obj.f8 = Long.MAX_VALUE;
    obj.f9 = 1.0f / 2;
    obj.f10 = 1 / 3.0;
    obj.f11 = new short[]{(short) 1, (short) 2};
    obj.f12 = ofArrayList((short) -1, (short) 4);
    return obj;
  }

  // mvn exec:java -Dexec.mainClass="org.apache.fury.examples.Example2"
  public static void main(String[] args) {
    Fury fury = Fury.builder().withLanguage(Language.XLANG).build();
    fury.register(SomeClass1.class, "example.SomeClass1");
    fury.register(SomeClass2.class, "example.SomeClass2");
    byte[] bytes = fury.serialize(createObject());
    // bytes can be data serialized by other languages.
    System.out.println(fury.deserialize(bytes));
  }
}

Python

from dataclasses import dataclass
from typing import List, Dict, Any
import pyfury, array


@dataclass
class SomeClass1:
    f1: Any
    f2: Dict[pyfury.Int8Type, pyfury.Int32Type]


@dataclass
class SomeClass2:
    f1: Any = None
    f2: str = None
    f3: List[str] = None
    f4: Dict[pyfury.Int8Type, pyfury.Int32Type] = None
    f5: pyfury.Int8Type = None
    f6: pyfury.Int16Type = None
    f7: pyfury.Int32Type = None
    # int type will be taken as `pyfury.Int64Type`.
    # use `pyfury.Int32Type` for type hint if peer
    # are more narrow type.
    f8: int = None
    f9: pyfury.Float32Type = None
    # float type will be taken as `pyfury.Float64Type`
    f10: float = None
    f11: pyfury.Int16ArrayType = None
    f12: List[pyfury.Int16Type] = None


if __name__ == "__main__":
    f = pyfury.Fury()
    f.register_class(SomeClass1, type_tag="example.SomeClass1")
    f.register_class(SomeClass2, type_tag="example.SomeClass2")
    obj1 = SomeClass1(f1=True, f2={-1: 2})
    obj = SomeClass2(
        f1=obj1,
        f2="abc",
        f3=["abc", "abc"],
        f4={1: 2},
        f5=2 ** 7 - 1,
        f6=2 ** 15 - 1,
        f7=2 ** 31 - 1,
        f8=2 ** 63 - 1,
        f9=1.0 / 2,
        f10=1 / 3.0,
        f11=array.array("h", [1, 2]),
        f12=[-1, 4],
    )
    data = f.serialize(obj)
    # bytes can be data serialized by other languages.
    print(f.deserialize(data))

Golang

package main

import furygo "github.com/apache/fury/fury/go/fury"
import "fmt"

func main() {
 type SomeClass1 struct {
  F1  interface{}
  F2  string
  F3  []interface{}
  F4  map[int8]int32
  F5  int8
  F6  int16
  F7  int32
  F8  int64
  F9  float32
  F10 float64
  F11 []int16
  F12 fury.Int16Slice
 }

 type SomeClas2 struct {
  F1 interface{}
  F2 map[int8]int32
 }
 fury := furygo.NewFury()
 if err := fury.RegisterTagType("example.SomeClass1", SomeClass1{}); err != nil {
  panic(err)
 }
 if err := fury.RegisterTagType("example.SomeClass2", SomeClass2{}); err != nil {
  panic(err)
 }
 obj1 := &SomeClass1{}
 obj1.F1 = true
 obj1.F2 = map[int8]int32{-1: 2}
 obj := &SomeClass1{}
 obj.F1 = obj1
 obj.F2 = "abc"
 obj.F3 = []interface{}{"abc", "abc"}
 f4 := map[int8]int32{1: 2}
 obj.F4 = f4
 obj.F5 = fury.MaxInt8
 obj.F6 = fury.MaxInt16
 obj.F7 = fury.MaxInt32
 obj.F8 = fury.MaxInt64
 obj.F9 = 1.0 / 2
 obj.F10 = 1 / 3.0
 obj.F11 = []int16{1, 2}
 obj.F12 = []int16{-1, 4}
 bytes, err := fury.Marshal(obj);
 if err != nil {
  panic(err)
 }
 var newValue interface{}
 // bytes can be data serialized by other languages.
 if err := fury.Unmarshal(bytes, &newValue); err != nil {
  panic(err)
 }
 fmt.Println(newValue)
}

JavaScript

import Fury, { Type, InternalSerializerType } from '@furyjs/fury';

/**
 * @furyjs/hps use v8's fast-calls-api that can be called directly by jit, ensure that the version of Node is 20 or above.
 * Experimental feature, installation success cannot be guaranteed at this moment
 * If you are unable to install the module, replace it with `const hps = null;`
 **/
import hps from '@furyjs/hps';

// Now we describe data structures using JSON, but in the future, we will use more ways.
const description = Type.object('example.foo', {
  foo: Type.string(),
});
const fury = new Fury({ hps });
const { serialize, deserialize } = fury.registerSerializer(description);
const input = serialize({ foo: 'hello fury' });
const result = deserialize(input);
console.log(result);

Rust

use chrono::{NaiveDate, NaiveDateTime};
use fury::{from_buffer, to_buffer, Fury};
use std::collections::HashMap;

#[test]
fn complex_struct() {
    #[derive(Fury, Debug, PartialEq)]
    #[tag("example.foo2")]
    struct Animal {
        category: String,
    }

    #[derive(Fury, Debug, PartialEq)]
    #[tag("example.foo")]
    struct Person {
        c1: Vec<u8>,  // binary
        c2: Vec<i16>, // primitive array
        animal: Vec<Animal>,
        c3: Vec<Vec<u8>>,
        name: String,
        c4: HashMap<String, String>,
        age: u16,
        op: Option<String>,
        op2: Option<String>,
        date: NaiveDate,
        time: NaiveDateTime,
        c5: f32,
        c6: f64,
    }
    let person: Person = Person {
        c1: vec![1, 2, 3],
        c2: vec![5, 6, 7],
        c3: vec![vec![1, 2], vec![1, 3]],
        animal: vec![Animal {
            category: "Dog".to_string(),
        }],
        c4: HashMap::from([
            ("hello1".to_string(), "hello2".to_string()),
            ("hello2".to_string(), "hello3".to_string()),
        ]),
        age: 12,
        name: "helo".to_string(),
        op: Some("option".to_string()),
        op2: None,
        date: NaiveDate::from_ymd_opt(2025, 12, 12).unwrap(),
        time: NaiveDateTime::from_timestamp_opt(1689912359, 0).unwrap(),
        c5: 2.0,
        c6: 4.0,
    };

    let bin: Vec<u8> = to_buffer(&person);
    let obj: Person = from_buffer(&bin).expect("should success");
    assert_eq!(person, obj);
}

Serialize Shared Reference and Circular Reference

Shared reference and circular reference can be serialized automatically, no duplicate data or recursion error.

Java

import org.apache.fury.*;
import org.apache.fury.config.*;
import java.util.*;

public class ReferenceExample {
  public static class SomeClass {
    SomeClass f1;
    Map<String, String> f2;
    Map<String, String> f3;
  }

  public static Object createObject() {
    SomeClass obj = new SomeClass();
    obj.f1 = obj;
    obj.f2 = ofHashMap("k1", "v1", "k2", "v2");
    obj.f3 = obj.f2;
    return obj;
  }

  // mvn exec:java -Dexec.mainClass="org.apache.fury.examples.ReferenceExample"
  public static void main(String[] args) {
    Fury fury = Fury.builder().withLanguage(Language.XLANG)
      .withRefTracking(true).build();
    fury.register(SomeClass.class, "example.SomeClass");
    byte[] bytes = fury.serialize(createObject());
    // bytes can be data serialized by other languages.
    System.out.println(fury.deserialize(bytes));
  }
}

Python

from typing import Dict
import pyfury

class SomeClass:
    f1: "SomeClass"
    f2: Dict[str, str]
    f3: Dict[str, str]

fury = pyfury.Fury(ref_tracking=True)
fury.register_class(SomeClass, type_tag="example.SomeClass")
obj = SomeClass()
obj.f2 = {"k1": "v1", "k2": "v2"}
obj.f1, obj.f3 = obj, obj.f2
data = fury.serialize(obj)
# bytes can be data serialized by other languages.
print(fury.deserialize(data))

Golang

package main

import furygo "github.com/apache/fury/fury/go/fury"
import "fmt"

func main() {
 type SomeClass struct {
  F1 *SomeClass
  F2 map[string]string
  F3 map[string]string
 }
 fury := furygo.NewFury(true)
 if err := fury.RegisterTagType("example.SomeClass", SomeClass{}); err != nil {
  panic(err)
 }
 value := &SomeClass{F2: map[string]string{"k1": "v1", "k2": "v2"}}
 value.F3 = value.F2
 value.F1 = value
 bytes, err := fury.Marshal(value)
 if err != nil {
 }
 var newValue interface{}
 // bytes can be data serialized by other languages.
 if err := fury.Unmarshal(bytes, &newValue); err != nil {
  panic(err)
 }
 fmt.Println(newValue)
}

JavaScript

import Fury, { Type } from '@furyjs/fury';
/**
 * @furyjs/hps use v8's fast-calls-api that can be called directly by jit, ensure that the version of Node is 20 or above.
 * Experimental feature, installation success cannot be guaranteed at this moment
 * If you are unable to install the module, replace it with `const hps = null;`
 **/
import hps from '@furyjs/hps';

const description = Type.object('example.foo', {
  foo: Type.string(),
  bar: Type.object('example.foo'),
});

const fury = new Fury({ hps });
const { serialize, deserialize } = fury.registerSerializer(description);
const data: any = {
  foo: 'hello fury',
};
data.bar = data;
const input = serialize(data);
const result = deserialize(input);
console.log(result.bar.foo === result.foo);

JavaScript Reference cannot be implemented because of rust ownership restrictions

Zero-Copy Serialization

Java

import org.apache.fury.*;
import org.apache.fury.config.*;
import org.apache.fury.serializer.BufferObject;
import org.apache.fury.memory.MemoryBuffer;

import java.util.*;
import java.util.stream.Collectors;

public class ZeroCopyExample {
  // mvn exec:java -Dexec.mainClass="io.ray.fury.examples.ZeroCopyExample"
  public static void main(String[] args) {
    Fury fury = Fury.builder().withLanguage(Language.XLANG).build();
    List<Object> list = ofArrayList("str", new byte[1000], new int[100], new double[100]);
    Collection<BufferObject> bufferObjects = new ArrayList<>();
    byte[] bytes = fury.serialize(list, e -> !bufferObjects.add(e));
    // bytes can be data serialized by other languages.
    List<MemoryBuffer> buffers = bufferObjects.stream()
      .map(BufferObject::toBuffer).collect(Collectors.toList());
    System.out.println(fury.deserialize(bytes, buffers));
  }
}

Python

import array
import pyfury
import numpy as np

fury = pyfury.Fury()
list_ = ["str", bytes(bytearray(1000)),
         array.array("i", range(100)), np.full(100, 0.0, dtype=np.double)]
serialized_objects = []
data = fury.serialize(list_, buffer_callback=serialized_objects.append)
buffers = [o.to_buffer() for o in serialized_objects]
# bytes can be data serialized by other languages.
print(fury.deserialize(data, buffers=buffers))

Golang

package main

import furygo "github.com/apache/fury/fury/go/fury"
import "fmt"

func main() {
 fury := furygo.NewFury()
 list := []interface{}{"str", make([]byte, 1000)}
 buf := fury.NewByteBuffer(nil)
 var bufferObjects []fury.BufferObject
 fury.Serialize(buf, list, func(o fury.BufferObject) bool {
  bufferObjects = append(bufferObjects, o)
  return false
 })
 var newList []interface{}
 var buffers []*fury.ByteBuffer
 for _, o := range bufferObjects {
  buffers = append(buffers, o.ToBuffer())
 }
 if err := fury.Deserialize(buf, &newList, buffers); err != nil {
  panic(err)
 }
 fmt.Println(newList)
}

JavaScript

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xlang_serialization_guide.md

xlang_serialization_guide.md

Cross-language object graph serialization

Serialize built-in types

Serialize custom types

Serialize Shared Reference and Circular Reference

Zero-Copy Serialization

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Cross-language object graph serialization

Serialize built-in types

Serialize custom types

Serialize Shared Reference and Circular Reference

Zero-Copy Serialization