mgeisler / serde-reflection

Rust libraries and tools to help with interoperability and testing of serialization formats based on Serde.

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

serde-reflection: Format Description and Code Generation for Serde

Build Status License License

This project aims to bring the features of a traditional IDL to Rust and Serde.

  • serde-reflection is a library to extract Serde data formats serde-reflection on crates.io Documentation (latest release) Documentation (main)

  • serde-generate is a library and a tool to generate type definitions and provide (de)serialization in other programming languages serde-generate on crates.io Documentation (latest release) Documentation (main)

  • serde-name is a minimal library to compute Serde names at runtime serde-name on crates.io Documentation (latest release) Documentation (main)

The code in this repository is still under active development.

Quick Start

See this example to transfer data from Rust to Python using the Bincode format.

Use Cases

Data Format Specifications

The Serde library is an essential component of the Rust ecosystem that provides (de)serialization of Rust data structures in many encodings. In practice, Serde implements the (de)serialization of user data structures using derive macros #[derive(Serialize, Deserialize)].

serde-reflection analyzes the result of Serde macros to turn Rust type definitions into a representation of their Serde data layout. For instance, the following definition

#[derive(Serialize, Deserialize)]
enum Foo { A(u64), B, C }

entails a registry containing one data format and represented as follows in YAML syntax:

---
Foo:
  ENUM:
    0:
      A:
        NEWTYPE:
          U64
    1:
      B: UNIT
    2:
      C: UNIT

This format summarizes how a value of type Foo would be encoded by Serde in any encoding. For instance, in Bincode, we deduce that Foo::B is encoded as a 32-bit integer 1.

One difficulty often associated with Serde is that small modifications in Rust may silently change the specifications of the protocol. For instance, changing enum Foo { A(u64), B, C } into enum Foo { A(u64), C, B } does not break Rust compilation but it changes the serialization of Foo::B.

Thanks to serde-reflection, one can now solve this issue simply by committing Serde formats as a file in the version control system (VCS) and adding a non-regression test (real-life example).

Language Interoperability

The data formats extracted by serde-reflection also serve as basis for code generation with the library and tool serde-generate.

For instance, the definition of Foo above translates into C++ as follows: (omitting methods)

struct Foo {
    struct A {
        uint64_t value;
    };
    struct B {};
    struct C {};
    std::variant<A, B, C> value;
};

To provide (de)serialization, the code generated by serde-generate is completed by runtime libraries in each target language and for each supported binary encoding.

Currently, serde-generate generates type definitions and supports Bincode and BCS serialization in the following programming languages:

  • C++
  • Java
  • Python
  • Rust
  • Go
  • C#
  • Swift
  • Typescript (in progress)
  • Dart (in progress)

Benefits

In addition to ensuring an optimal developer experience in Rust, the modular approach based on Serde and serde-reflection makes it easy to experiment with new binary encodings. We believe that this approach can greatly facilitate the implementation of distributed protocols and storage protocols in Rust.

This project was initially motivated by the need for canonical serialization and cryptographic hashing in the Diem project (formerly known as "Libra"). In this context, serde-name has been used to provide predictable cryptographic seeds for Rust containers.

Contributing

See the CONTRIBUTING file for how to help out.

License

This project is available under the terms of either the Apache 2.0 license or the MIT license.

About

Rust libraries and tools to help with interoperability and testing of serialization formats based on Serde.

License:Apache License 2.0


Languages

Language:Rust 68.3%Language:Python 5.6%Language:Java 4.7%Language:C++ 4.4%Language:Go 4.3%Language:C# 4.1%Language:Swift 3.8%Language:Dart 2.8%Language:TypeScript 1.9%