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https://github.com/aldanor/fast-float-rust
Super-fast float parser in Rust (now part of Rust core)
https://github.com/aldanor/fast-float-rust
floating-point high-performance parser rust
Last synced: 3 days ago
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Super-fast float parser in Rust (now part of Rust core)
- Host: GitHub
- URL: https://github.com/aldanor/fast-float-rust
- Owner: aldanor
- License: apache-2.0
- Created: 2020-12-30T13:46:20.000Z (about 4 years ago)
- Default Branch: master
- Last Pushed: 2022-12-02T03:55:32.000Z (about 2 years ago)
- Last Synced: 2024-12-29T01:11:41.237Z (10 days ago)
- Topics: floating-point, high-performance, parser, rust
- Language: Rust
- Homepage: https://docs.rs/fast-float
- Size: 224 KB
- Stars: 275
- Watchers: 9
- Forks: 20
- Open Issues: 7
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE-APACHE
Awesome Lists containing this project
README
fast-float
==========
[](https://github.com/aldanor/fast-float-rust/actions?query=branch%3Amaster)
[](https://crates.io/crates/fast-float)
[](https://docs.rs/fast-float)
[](https://opensource.org/licenses/Apache-2.0)
[](https://opensource.org/licenses/MIT)
[](https://blog.rust-lang.org/2019/08/15/Rust-1.37.0.html)
This crate provides a super-fast decimal number parser from strings into floats.
```toml
[dependencies]
fast-float = "0.2"
```
There are no dependencies and the crate can be used in a no_std context by disabling the "std" feature.
*Compiler support: rustc 1.37+.*
## Usage
There's two top-level functions provided:
[`parse()`](https://docs.rs/fast-float/latest/fast_float/fn.parse.html) and
[`parse_partial()`](https://docs.rs/fast-float/latest/fast_float/fn.parse_partial.html), both taking
either a string or a bytes slice and parsing the input into either `f32` or `f64`:
- `parse()` treats the whole string as a decimal number and returns an error if there are
invalid characters or if the string is empty.
- `parse_partial()` tries to find the longest substring at the beginning of the given input
string that can be parsed as a decimal number and, in the case of success, returns the parsed
value along the number of characters processed; an error is returned if the string doesn't
start with a decimal number or if it is empty. This function is most useful as a building
block when constructing more complex parsers, or when parsing streams of data.
Example:
```rust
// Parse the entire string as a decimal number.
let s = "1.23e-02";
let x: f32 = fast_float::parse(s).unwrap();
assert_eq!(x, 0.0123);
// Parse as many characters as possible as a decimal number.
let s = "1.23e-02foo";
let (x, n) = fast_float::parse_partial::(s).unwrap();
assert_eq!(x, 0.0123);
assert_eq!(n, 8);
assert_eq!(&s[n..], "foo");
```
## Details
This crate is a direct port of Daniel Lemire's [`fast_float`](https://github.com/fastfloat/fast_float)
C++ library (valuable discussions with Daniel while porting it helped shape the crate and get it to
the performance level it's at now), with some Rust-specific tweaks. Please see the original
repository for many useful details regarding the algorithm and the implementation.
The parser is locale-independent. The resulting value is the closest floating-point values (using either
`f32` or `f64`), using the "round to even" convention for values that would otherwise fall right in-between
two values. That is, we provide exact parsing according to the IEEE standard.
Infinity and NaN values can be parsed, along with scientific notation.
Both little-endian and big-endian platforms are equally supported, with extra optimizations enabled
on little-endian architectures.
## Testing
There are a few ways this crate is tested:
- A suite of explicit tests (taken from the original library) covering lots of edge cases.
- A file-based test suite (taken from the original library; credits to Nigel Tao), ~5M tests.
- All 4B float32 numbers are exhaustively roundtripped via ryu formatter.
- Roundtripping a large quantity of random float64 numbers via ryu formatter.
- Roundtripping float64 numbers and fuzzing random input strings via cargo-fuzz.
- All explicit test suites run on CI; roundtripping and fuzzing are run manually.
## Performance
The presented parser seems to beat all of the existing C/C++/Rust float parsers known to us at the
moment by a large margin, in all of the datasets we tested it on so far – see detailed benchmarks
below (the only exception being the original fast_float C++ library, of course – performance of
which is within noise bounds of this crate). On modern machines like Apple M1, parsing throughput
can reach up to 1.5 GB/s.
In particular, it is faster than Rust standard library's `FromStr::from_str()` by a factor of 2-8x
(larger factor for longer float strings), and is typically 2-3x faster than the nearest competitors.
While various details regarding the algorithm can be found in the repository for the original
C++ library, here are few brief notes:
- The parser is specialized to work lightning-fast on inputs with at most 19 significant digits
(which constitutes the so called "fast-path"). We believe that most real-life inputs should
fall under this category, and we treat longer inputs as "degenerate" edge cases since it
inevitable causes overflows and loss of precision.
- If the significand happens to be longer than 19 digits, the parser falls back to the "slow path",
in which case its performance roughly matches that of the top Rust/C++ libraries (and still
beats them most of the time, although not by a lot).
- On little-endian systems, there's additional optimizations for numbers with more than 8 digits
after the decimal point.
## Benchmarks
Below are tables of best timings in nanoseconds for parsing a single number
into a 64-bit float.
#### Intel i7-4771
Intel i7-4771 3.5GHz, macOS, Rust 1.49.
| | `canada` | `mesh` | `uniform` | `iidi` | `iei` | `rec32` |
| ---------------- | -------- | -------- | --------- | ------ | ------ | ------- |
| fast-float | 21.58 | 10.70 | 19.36 | 40.50 | 26.07 | 29.13 |
| lexical | 65.90 | 23.28 | 54.75 | 75.80 | 52.18 | 75.36 |
| from_str | 174.43 | 22.30 | 99.93 | 227.76 | 111.31 | 204.46 |
| fast_float (C++) | 22.78 | 10.99 | 20.05 | 41.12 | 27.51 | 30.85 |
| abseil (C++) | 42.66 | 32.88 | 46.01 | 50.83 | 46.33 | 49.95 |
| netlib (C) | 57.53 | 24.86 | 64.72 | 56.63 | 36.20 | 67.29 |
| strtod (C) | 286.10 | 31.15 | 258.73 | 295.73 | 205.72 | 315.95 |
#### Apple M1
Apple M1, macOS, Rust 1.49.
| | `canada` | `mesh` | `uniform` | `iidi` | `iei` | `rec32` |
| ---------------- | -------- | -------- | --------- | ------ | ------ | ------- |
| fast-float | 14.84 | 5.98 | 11.24 | 33.24 | 21.30 | 17.86 |
| lexical | 47.09 | 16.51 | 43.46 | 56.06 | 36.68 | 55.48 |
| from_str | 136.00 | 13.84 | 74.64 | 179.87 | 77.91 | 154.53 |
| fast_float (C++) | 13.71 | 7.28 | 11.71 | 32.94 | 20.64 | 18.30 |
| abseil (C++) | 36.55 | 24.20 | 38.48 | 40.86 | 35.46 | 40.09 |
| netlib (C) | 47.19 | 14.12 | 48.85 | 52.28 | 33.70 | 48.79 |
| strtod (C) | 176.13 | 21.48 | 165.43 | 187.98 | 132.19 | 190.63 |
#### AMD Rome
AMD Rome, Linux, Rust 1.49.
| | `canada` | `mesh` | `uniform` | `iidi` | `iei` | `rec32` |
| ---------------- | -------- | -------- | --------- | ------ | ------ | ------- |
| fast-float | 25.90 | 12.12 | 20.54 | 47.01 | 29.23 | 32.36 |
| lexical | 63.18 | 22.13 | 54.78 | 81.23 | 55.06 | 79.14 |
| from_str | 190.06 | 26.10 | 102.44 | 239.87 | 119.04 | 211.73 |
| fast_float (C++) | 21.29 | 10.47 | 18.31 | 42.33 | 24.56 | 29.76 |
| abseil (C++) | 44.54 | 34.13 | 47.38 | 52.64 | 43.77 | 53.03 |
| netlib (C) | 69.43 | 23.31 | 79.98 | 72.17 | 35.81 | 86.91 |
| strtod (C) | 123.37 | 65.68 | 101.58 | 118.36 | 118.61 | 123.72 |
#### Parsers
- `fast-float` - this very crate
- `lexical` – `lexical_core`, v0.7 (non-lossy; same performance as lossy)
- `from_str` – Rust standard library, `FromStr` trait
- `fast_float (C++)` – original C++ implementation of 'fast-float' method
- `abseil (C++)` – Abseil C++ Common Libraries
- `netlib (C++)` – C++ Network Library
- `strtod (C)` – C standard library
#### Datasets
- `canada` – numbers in `canada.txt` file
- `mesh` – numbers in `mesh.txt` file
- `uniform` – uniform random numbers from 0 to 1
- `iidi` – random numbers of format `%d%d.%d`
- `iei` – random numbers of format `%de%d`
- `rec32` – reciprocals of random 32-bit integers
#### Notes
- The two test files referred above can be found in
[this](https://github.com/lemire/simple_fastfloat_benchmark) repository.
- The Rust part of the table (along with a few other benchmarks) can be generated via
the benchmark tool that can be found under `extras/simple-bench` of this repo.
- The C/C++ part of the table (along with a few other benchmarks and parsers) can be
generated via a C++ utility that can be found in
[this](https://github.com/lemire/simple_fastfloat_benchmark) repository.
#### References
- Daniel Lemire, [Number Parsing at a Gigabyte per Second](https://arxiv.org/abs/2101.11408), Software: Practice and Experience 51 (8), 2021.
#### License
Licensed under either of Apache License, Version
2.0 or MIT license at your option.
Unless you explicitly state otherwise, any contribution intentionally submitted
for inclusion in this crate by you, as defined in the Apache-2.0 license, shall
be dual licensed as above, without any additional terms or conditions.