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  • Language
    Rust
  • License
    MIT License
  • Created over 1 year ago
  • Updated 4 months ago

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Repository Details

A binary encoder/decoder for Rust

Bitcode

Documentation crates.io Build unsafe forbidden

A bitwise encoder/decoder similar to bincode, which attempts to shrink the serialized size without sacrificing speed (as would be the case with compression).

The format may change between major versions, so we are free to optimize it.

Comparison with bincode

Features

  • Bitwise serialization
  • Gamma encoded lengths and enum variant indices

Additional features with #[derive(bitcode::Encode, bitcode::Decode)]

  • Enums use the fewest possible bits, e.g. an enum with 4 variants uses 2 bits
  • Apply attributes to fields/enum variants:
Attribute Type Result
#[bitcode_hint(ascii)] String Uses 7 bits per character
#[bitcode_hint(ascii_lowercase)] String Uses 5 bits per character
#[bitcode_hint(expected_range = "50..100"] u8-u64 Uses log2(range.end - range.start) bits
#[bitcode_hint(expected_range = "0.0..1.0"] f32/f64 Uses ~25 bits for f32 and ~54 bits for f64
#[bitcode_hint(frequency = 123) enum variant Frequent variants use fewer bits (see Huffman coding)
#[bitcode_hint(gamma)] i8-i64/u8-u64 Small integers use fewer bits (see Elias gamma coding)
#[bitcode(with_serde)] T: Serialize Uses serde::Serialize instead of bitcode::Encode

Limitations

  • Doesn't support streaming APIs
  • Format may change between major versions
  • With feature = "derive", types containing themselves must use #[bitcode(recursive)] to compile

Benchmarks vs. bincode and postcard

Primitives (size in bits)

Type Bitcode (derive) Bitcode (serde) Bincode Bincode (varint) Postcard
bool 1 1 8 8 8
u8/i8 8 8 8 8 8
u16/i16 16 16 16 8-24 8-24
u32/i32 32 32 32 8-40 8-40
u64/i64 64 64 64 8-72 8-80
u128/i128 128 128 128 8-136 8-152
usize/isize 64 64 64 8-72 8-80
f32 32 32 32 32 32
f64 64 64 64 64 64
char 21 21 8-32 8-32 16-40
Option<()> 1 1 8 8 8
Result<(), ()> 1 1-3 32 8 8
enum { A, B, C, D } 2 1-5 32 8 8
Duration 94 96 96 16-112 16-120

Values (size in bits)

Value Bitcode (derive) Bitcode (serde) Bincode Bincode (varint) Postcard
[true; 4] 4 4 32 32 32
vec![(); 0] 1 1 64 8 8
vec![(); 1] 3 3 64 8 8
vec![(); 256] 17 17 64 24 16
vec![(); 65536] 33 33 64 40 24
"" 1 1 64 8 8
"abcd" 37 37 96 40 40
"abcd1234" 71 71 128 72 72

Random Structs and Enums (average size and speed)

Format Size (bytes) Serialize (ns) Deserialize (ns)
Bitcode (derive) 6.2 14 50
Bitcode (serde) 6.7 18 59
Bincode 20.3 17 61
Bincode (varint) 10.9 26 68
Bincode (LZ4) 9.9 58 73
Bincode (Deflate Fast) 8.4 336 279
Bincode (Deflate Best) 7.8 1990 275
Postcard 10.7 21 57

More benchmarks

rust_serialization_benchmark

Acknowledgement

Some test cases were derived from bincode (see comment in tests.rs).

License

Licensed under either of

at your option.

Contribution

Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in the work by you, as defined in the Apache-2.0 license, shall be dual licensed as above, without any additional terms or conditions.