124 releases
0.0.124 | Sep 8, 2024 |
---|---|
0.0.123 | Jul 11, 2024 |
0.0.122 | May 17, 2024 |
0.0.108 | Mar 30, 2024 |
0.0.37 | May 27, 2022 |
#189 in Encoding
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musli
Excellent performance, no compromises[^1]!
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 escaped formats like musli::json
has full #[no_std]
support
with or without alloc
. And a particularly neat component providing
low-level refreshingly simple zero-copy serialization.
[^1]: As in Müsli should be able to do everything you need and more.
Overview
- See
derives
to learn how to implementEncode
andDecode
. - See
data_model
to learn about the abstract data model of Müsli. - See benchmarks and size comparisons to learn about the performance of this framework.
- See
tests
to learn how this library is tested. - See
musli::serde
for seamless compatibility withserde
. You might also be interested to learn how Müsli is different.
Usage
Add the following to your Cargo.toml
using the format you want
to use:
[dependencies]
musli = { version = "0.0.124", features = ["storage"] }
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<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
Müsli's data model does not speak Rust. There are no
serialize_struct_variant
methods which provides metadata about the type
being serialized. The Encoder
and Decoder
traits are agnostic on
this. Compatibility with Rust types is entirely handled using the Encode
and Decode
derives in combination with modes.
We use GATs to provide easier to use abstractions. GATs were not available when serde was designed.
Everything is a Decoder
or Encoder
. Field names are therefore
not limited to be strings or indexes, but can be named to arbitrary
types if needed.
Visitor are only used when needed. serde
completely uses visitors
when deserializing and the corresponding method is treated as a "hint" to
the underlying format. The deserializer is then free to call any method on
the visitor depending on what the underlying format actually contains. In
Müsli, we swap this around. If the caller wants to decode an arbitrary type
it calls decode_any
. The format can then either signal the appropriate
underlying type or call Visitor::visit_unknown
telling the implementer
that it does not have access to type information.
We've invented moded encoding allowing the same Rust types
to be encoded in many different ways with much greater control over how
things encoded. By default we include the Binary
and Text
modes
providing sensible defaults for binary and text-based formats.
Müsli fully supports no-std and no-alloc from the ground up without compromising on features using safe and efficient scoped allocations.
We support detailed tracing when decoding for much improved diagnostics of where something went wrong.
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::json [^json] |
✔ | ✔ | ✔ | ✔ |
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. Such formats
also allows for type-coercions to be performed, so that a signed number can
be correctly read as an unsigned number if it fits in the destination type.
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.
[^json]: 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!
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(name = ..)]
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(mode = Binary, name = 0)]
name: String,
}
#[derive(Debug, PartialEq, Encode, Decode)]
struct Version2 {
#[musli(mode = Binary, name = 0)]
name: String,
#[musli(mode = Binary, name = 1)]
#[musli(default)]
age: Option<u32>,
}
let version2 = musli::wire::to_vec(&Version2 {
name: String::from("Aristotle"),
age: Some(61),
})?;
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(61),
})?;
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 Binary
. This way, an encoding which uses
Binary
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::{Decode, Encode};
use musli::json::Encoding;
enum Alt {}
#[derive(Decode, Encode)]
#[musli(mode = Alt, packed)]
#[musli(name_all = "name")]
struct Word<'a> {
text: &'a str,
teineigo: bool,
}
const CONFIG: Encoding = 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
inTag::kind
. Which guarantees that converting into theKind
enum which is#[repr(u8)]
is as efficient as possible. -
A largely unsafe
SliceReader
which provides more efficient reading than the defaultReader
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 (likeserde_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 ownedString
decoding in all binary formats to support faster string processing throughsimdutf8
. Disabling thesimdutf8
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.
Dependencies
~0.2–24MB
~348K SLoC