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serde-reflection: Format Description and Code Generation for Serde
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-generate
is a library and a tool to generate type definitions and provide (de)serialization in other programming languages -
serde-name
is a minimal library to compute Serde names at runtime
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.