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Müsli is a flexible and generic binary serialization framework

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musli

github crates.io docs.rs build status

Excellent performance, no compromises1!

Müsli is a flexible, fast, and generic binary serialization framework for Rust, in the same vein as serde.

It provides a set of formats, each with its own well-documented set of features and tradeoffs. Every byte-oriented serialization method (including musli-json) has full #[no_std] support with or without alloc. And a particularly neat component providing low-level refreshingly simple zero-copy serialization.


Overview


Usage

Add the following to your Cargo.toml using the format you want to use:

[dependencies]
musli = "0.0.108"
musli-wire = "0.0.108"

Design

The heavy lifting is done by the Encode and Decode derives which are documented in the derives module.

Müsli operates based on the schema represented by the types which implement these traits.

use musli::{Encode, Decode};

#[derive(Encode, Decode)]
struct Person {
    /* .. fields .. */
}

Note by default a field is identified by its numerical index which would change if they are re-ordered. Renaming fields and setting a default naming policy can be done by configuring the derives.

The binary serialization formats provided aim to efficiently and accurately encode every type and data structure available in Rust. Each format comes with well-documented tradeoffs and aims to be fully memory safe to use.

Internally we use the terms "encoding", "encode", and "decode" because it's distinct from serde's use of "serialization", "serialize", and "deserialize" allowing for the clearer interoperability between the two libraries. Encoding and decoding also has more of a "binary serialization" vibe, which more closely reflects the focus of this framework.

Müsli is designed on similar principles as serde. Relying on Rust's powerful trait system to generate code which can largely be optimized away. The end result should be very similar to handwritten, highly optimized code.

As an example of this, these two functions both produce the same assembly (built with --release):

const OPTIONS: Options = options::new()
    .with_integer(Integer::Fixed)
    .with_byte_order(ByteOrder::NATIVE)
    .build();

const ENCODING: Encoding<DefaultMode, OPTIONS> = Encoding::new().with_options();

#[derive(Encode, Decode)]
#[musli(packed)]
pub struct Storage {
    left: u32,
    right: u32,
}

fn with_musli(storage: &Storage) -> Result<[u8; 8]> {
    let mut array = [0; 8];
    ENCODING.encode(&mut array[..], storage)?;
    Ok(array)
}

fn without_musli(storage: &Storage) -> Result<[u8; 8]> {
    let mut array = [0; 8];
    array[..4].copy_from_slice(&storage.left.to_ne_bytes());
    array[4..].copy_from_slice(&storage.right.to_ne_bytes());
    Ok(array)
}

Müsli is different from serde

  • We make use of GATs to provide tighter abstractions. GATs were not available when serde was designed.
  • When decoding or encoding we operate by the principle that most things return either return a Decoder or Encoder. This means for example that field names are not restricted to be strings or indexes, but can be renamed to completely arbitrary types.
  • We make less use of the Visitor pattern in certain instances where it's deemed unnecessary, such as when decoding collections. The result is usually cleaner decode implementations like below.
  • We make use of moded encoding allowing the same struct to be encoded in many different ways.
  • We support detailed tracing when decoding for rich diagnostics.
  • Müsli was designed to support no-std and no-alloc environments from the ground up without compromising on features using a safe and efficient scoped allocations.
use musli::Context;
use musli::de::{Decode, Decoder, SequenceDecoder};

struct MyType {
    data: Vec<String>,
}

impl<'de, M> Decode<'de, M> for MyType {
    fn decode<D>(cx: &D::Cx, decoder: D) -> Result<Self, D::Error>
    where
        D: Decoder<'de, Mode = M>,
    {
        decoder.decode_sequence(|seq| {
            let mut data = Vec::with_capacity(seq.size_hint().or_default());

            while let Some(decoder) = seq.decode_next()? {
                data.push(decoder.decode()?);
            }

            Ok(Self { data })
        })
    }
}

Formats

Formats are currently distinguished by supporting various degrees of upgrade stability. A fully upgrade stable encoding format must tolerate that one model can add fields that an older version of the model should be capable of ignoring.

Partial upgrade stability can still be useful as is the case of the musli-storage format below, because reading from storage only requires decoding to be upgrade stable. So if correctly managed with #[musli(default)] this will never result in any readers seeing unknown fields.

The available formats and their capabilities are:

reorder missing unknown self
musli-storage #[musli(packed)]
musli-storage
musli-wire
musli-descriptive
musli-json2

reorder determines whether fields must occur in exactly the order in which they are specified in their type. Reordering fields in such a type would cause unknown but safe behavior of some kind. This is only suitable for communication where the data models of each client are strictly synchronized.

missing determines if reading can handle missing fields through something like Option<T>. This is suitable for on-disk storage, because it means that new optional fields can be added as the schema evolves.

unknown determines if the format can skip over unknown fields. This is suitable for network communication. At this point you've reached upgrade stability. Some level of introspection is possible here, because the serialized format must contain enough information about fields to know what to skip which usually allows for reasoning about basic types.

self determines if the format is self-descriptive. Allowing the structure of the data to be fully reconstructed from its serialized state. These formats do not require models to decode and can be converted to and from dynamic containers such as musli-value for introspection.

For every feature you drop, the format becomes more compact and efficient. musli-storage using #[musli(packed)] for example is roughly as compact as bincode while musli-wire is comparable in size to something like protobuf. All formats are primarily byte-oriented, but some might perform bit packing if the benefits are obvious.


Upgrade stability

The following is an example of full upgrade stability using musli-wire. Version1 can be decoded from an instance of Version2 because it understands how to skip fields which are part of Version2. We're also explicitly adding #[musli(rename = ..)] to the fields to ensure that they don't change in case they are re-ordered.

use musli::{Encode, Decode};

#[derive(Debug, PartialEq, Encode, Decode)]
struct Version1 {
    #[musli(rename = 0)]
    name: String,
}

#[derive(Debug, PartialEq, Encode, Decode)]
struct Version2 {
    #[musli(rename = 0)]
    name: String,
    #[musli(default, rename = 1)]
    age: Option<u32>,
}

let version2 = musli_wire::to_vec(&Version2 {
    name: String::from("Aristotle"),
    age: Some(62),
})?;

let version1: Version1 = musli_wire::decode(version2.as_slice())?;

The following is an example of partial upgrade stability using musli-storage on the same data models. Note how Version2 can be decoded from Version1 but not the other way around making it suitable for on-disk storage where the schema can evolve from older to newer versions.

let version2 = musli_storage::to_vec(&Version2 {
    name: String::from("Aristotle"),
    age: Some(62),
})?;

assert!(musli_storage::decode::<_, Version1>(version2.as_slice()).is_err());

let version1 = musli_storage::to_vec(&Version1 {
    name: String::from("Aristotle"),
})?;

let version2: Version2 = musli_storage::decode(version1.as_slice())?;

Modes

In Müsli in contrast to serde the same model can be serialized in different ways. Instead of requiring the use of distinct models we support implementing different modes for a single model.

A mode is a type parameter, which allows for different attributes to apply depending on which mode an encoder is configured to use. A mode can apply to any musli attributes giving you a lot of flexibility.

If a mode is not specified, an implementation will apply to all modes (M), if at least one mode is specified it will be implemented for all modes which are present in a model and DefaultMode. This way, an encoding which uses DefaultMode which is the default mode should always work.

For more information on how to configure modes, see derives.

Below is a simple example of how we can use two modes to provide two completely different formats using a single struct:

use musli::mode::DefaultMode;
use musli::{Decode, Encode};
use musli_json::Encoding;

enum Alt {}

#[derive(Decode, Encode)]
#[musli(mode = Alt, packed)]
#[musli(default_field = "name")]
struct Word<'a> {
    text: &'a str,
    teineigo: bool,
}

const CONFIG: Encoding<DefaultMode> = Encoding::new();
const ALT_CONFIG: Encoding<Alt> = Encoding::new().with_mode();

let word = Word {
    text: "あります",
    teineigo: true,
};

let out = CONFIG.to_string(&word)?;
assert_eq!(out, r#"{"text":"あります","teineigo":true}"#);

let out = ALT_CONFIG.to_string(&word)?;
assert_eq!(out, r#"["あります",true]"#);

Unsafety

This is a non-exhaustive list of unsafe use in this crate, and why they are used:

  • A mem::transmute in Tag::kind. Which guarantees that converting into the Kind enum which is #[repr(u8)] is as efficient as possible.

  • A largely unsafe SliceReader which provides more efficient reading than the default Reader impl for &[u8] does. Since it can perform most of the necessary comparisons directly on the pointers.

  • Some unsafety related to UTF-8 handling in musli_json, because we check UTF-8 validity internally ourselves (like serde_json).

  • FixedBytes<N>, which is a stack-based container that can operate over uninitialized data. Its implementation is largely unsafe. With it stack-based serialization can be performed which is useful in no-std environments.

  • Some unsafe is used for owned String decoding in all binary formats to support faster string processing through simdutf8. Disabling the simdutf8 feature (enabled by default) removes the use of this unsafe.

To ensure this library is correctly implemented with regards to memory safety, extensive testing and fuzzing is performed using miri. See tests for more information.


Footnotes

  1. As in Müsli should be able to do everything you need and more.

  2. This is strictly not a binary serialization, but it was implemented as a litmus test to ensure that Müsli has the necessary framework features to support it. Luckily, the implementation is also quite good!