Expand description
A crate that provides support for half-precision 16-bit floating point types.
This crate provides the f16 type, which is an implementation of
the IEEE 754-2008 standard binary16 a.k.a “half” floating point type.
This 16-bit floating point type is intended for efficient storage where the
full range and precision of a larger floating point value is not required.
This is especially useful for image storage formats.
This crate also provides a bf16 type, an alternative 16-bit
floating point format. The bfloat16 format is a truncated IEEE 754
standard binary32 float that preserves the exponent to allow the same
range as f32 but with only 8 bits of precision (instead of 11 bits for
f16). See the bf16 type for details.
Because f16 and bf16 are primarily for efficient
storage, floating point operations such as addition, multiplication, etc.
are not always implemented by hardware. When hardware does not support these
operations, this crate emulates them by converting the value to f32
before performing the operation and then back afterward.
Note that conversion from f32/f64 to both f16 and
bf16 are lossy operations, and just as converting a f64 to
f32 is lossy and does not have Into/From trait implementations, so
too do these smaller types not have those trait implementations either.
Instead, use from_f32/from_f64 functions for the types in this crate.
The crate supports #[no_std] when the std cargo feature is not enabled,
so can be used in embedded environments without using the Rust std
library. The std feature enables support for the standard library and is
enabled by default, see the Cargo Features section below.
§Hardware support
Hardware support for these conversions and arithmetic will be used
whenever hardware support is available—either through instrinsics or
targeted assembly—although a nightly Rust toolchain may be required for some
hardware. When hardware supports it the functions and traits
HalfBitsSliceExt and HalfFloatSliceExt are used it
will also use vectorized SIMD intructions for increased efficiency.
The following list details hardware support for floating point types in this
crate. When using std cargo feature, runtime CPU target detection will be
used. To get the most performance benefits, compile for specific CPU
features which avoids the runtime overhead and works in a
no_std environment.
| Architecture | CPU Target Feature | Notes |
|---|---|---|
x86/x86_64 | f16c | This supports conversion to/from f16 only (including vector SIMD) and does not support any bf16 or arithmetic operations. |
aarch64 | fp16 | This supports all operations on f16 only. |
loongarch64 | lsx | This supports conversion to/from f16 only (including vector SIMD) and does not support any bf16 or arithmetic operations. |
§Cargo Features
To support numerous features, use the [float16-ext] package, which
implements its own f16 and bf16 types that support features like
serde serializing, zero-copy logic, and more.
Structs§
- Bf16
- A 16-bit floating point type implementing the
bfloat16format. - F16
- A 16-bit floating point type implementing the IEEE 754-2008 standard
binary16a.k.a “half” format. - TryFrom
Float Error - The error type returned when a checked integral type conversion fails.
- bf16
- A 16-bit floating point type implementing the
bfloat16format. - f16
- A 16-bit floating point type implementing the IEEE 754-2008 standard
binary16a.k.a “half” format.
Traits§
- Half
Bits Slice Ext - Extensions to
[u16]slices to support reinterpret operations. - Half
Float Slice Ext - Extensions to
[f16]and[bf16]slices to support conversion and reinterpret operations.