This doc explains some of the Highway implementation details; understanding them is mainly useful for extending the library. Bear in mind that Highway is a thin wrapper over ‘intrinsic functions’ provided by the compiler.
The key to understanding Highway is to differentiate between vectors and zero-sized tag arguments. The former store actual data and are mapped by the compiler to vector registers. The latter (Simd<> and SizeTag<>) are only used to select among the various overloads of functions such as Set. This allows Highway to use builtin vector types without a class wrapper.
Class wrappers are problematic for SVE and RVV because LLVM (or at least Clang) does not allow member variables whose type is ‘sizeless’ (in particular, built-in vectors). To our knowledge, Highway is the only C++ vector library that supports SVE and RISC-V without compiler flags that indicate what the runtime vector length will be. Such flags allow the compiler to convert the previously sizeless vectors to known-size vector types, which can then be wrapped in classes, but this only makes sense for use-cases where the exact hardware is known and rarely changes (e.g. supercomputers). By contrast, Highway can run on unknown hardware such as heterogeneous clouds or client devices without requiring a recompile, nor multiple binaries.
Note that Highway does use class wrappers where possible, in particular NEON, WASM and x86. The wrappers (e.g. Vec128) are in fact required on some platforms (x86 and perhaps WASM) because Highway assumes the vector arguments passed e.g. to Add provide sufficient type information to identify the appropriate intrinsic. By contrast, x86's loosely typed __m128i built-in type could actually refer to any integer lane type. Because some targets use wrappers and others do not, incorrect user code may compile on some platforms but not others. This is because passing class wrappers as arguments triggers argument-dependent lookup, which would find the Add function even without namespace qualifiers because it resides in the same namespace as the wrapper. Correct user code qualifies each call to a Highway op, e.g. with a namespace alias hn, so hn::Add. This works for both wrappers and built-in vector types.
Adding a target requires updating about ten locations: adding a macro constant to identify it, hooking it into static and dynamic dispatch, detecting support at runtime, and identifying the target name. The easiest and safest way to do this is to search for one of the target identifiers such as HWY_AVX3_DL, and add corresponding logic for your new target. Note the upper limits on the number of targets per platform imposed by HWY_MAX_DYNAMIC_TARGETS.
By convention, files whose name ends with -inl.h contain vector code in the form of inlined function templates. In order to support the multiple compilation required for dynamic dispatch on platforms which provide several targets, such files generally begin with a ‘per-target include guard’ of the form:
#if defined(HWY_PATH_NAME_INL_H_) == defined(HWY_TARGET_TOGGLE) #ifdef HWY_PATH_NAME_INL_H_ #undef HWY_PATH_NAME_INL_H_ #else #define HWY_PATH_NAME_INL_H_ #endif // contents to include once per target #endif // HWY_PATH_NAME_INL_H_
This toggles the include guard between defined and undefined, which is sufficient to ‘reset’ the include guard when beginning a new ‘compilation pass’ for the next target. This is accomplished by simply re-#including the user's translation unit, which may in turn #include one or more -inl.h files. As an exception, hwy/ops/*-inl.h do not require include guards because they are all included from highway.h, which takes care of this in a single location. Note that platforms such as RISC-V which currently only offer a single target do not require multiple compilation, but the same mechanism is used without actually re-#including. For both of those platforms, it is possible that additional targets will later be added, which means this mechanism will then be required.
Instead of a -inl.h file, you can also use a normal .cc/.h component, where the vector code is hidden inside the .cc file, and the header only declares a normal non-template function whose implementation does HWY_DYNAMIC_DISPATCH into the vector code. For an example of this, see vqsort.cc.
Considerations for choosing between these alternatives are similar to those for regular headers. Inlining and thus -inl.h makes sense for short functions, or when the function must support many input types and is defined as a template. Conversely, non-inline .cc files make sense when the function is very long (such that call overhead does not matter), and/or is only required for a small set of input types. Math functions can fall into either case, hence we provide both inline functions and Call* wrappers.
Highway ops are implemented for up to 12 lane types, which can make for considerable repetition - even more so for RISC-V, which can have seven times as many variants (one per LMUL in [1/8, 8]). The various backends (implementations of one or more targets) differ in their strategies for handling this, in increasing order of macro complexity:
x86_* and wasm_* simply write out all the overloads, which is straightforward but results in 4K-6K line files.
arm_sve-inl.h defines ‘type list’ macros HWY_SVE_FOREACH* to define all overloads for most ops in a single line. Such an approach makes sense because SVE ops are quite orthogonal (i.e. generally defined for all types and consistent).
arm_neon-inl.h also uses type list macros, but with a more general ‘function builder’ which helps to define custom function templates required for ‘unusual’ ops such as ShiftLeft.
rvv-inl.h has the most complex system because it deals with both type lists and LMUL, plus support for widening or narrowing operations. The type lists thus have additional arguments, and there are also additional lists for LMUL which can be extended or truncated.
The set of Highway ops is carefully chosen such that most of them map to a single platform-specific intrinsic. However, there are some important functions such as AESRound which may require emulation, and are non-trivial enough that we don‘t want to copy them into each target’s implementation. Instead, we implement such functions in generic_ops-inl.h, which is included into every backend. To allow some targets to override these functions, we use the same per-target include guard mechanism, e.g. HWY_NATIVE_AES.
The functions there are typically templated on the vector and/or tag types. This is necessary because the vector type depends on the target. Although Vec128 is available on most targets, HWY_SCALAR, HWY_RVV and HWY_SVE* lack this type. To enable specialized overloads (e.g. only for signed integers), we use the HWY_IF SFINAE helpers. Example: template <class V, class D = DFromV<V>, HWY_IF_SIGNED_D(D)>. Note that there is a limited set of HWY_IF that work directly with vectors, identified by their _V suffix. However, the functions likely use a D type anyway, thus it is convenient to obtain one in the template arguments and also use that for HWY_IF_*_D.
For x86, we also avoid some duplication by implementing only once the functions which are shared between all targets. They reside in x86_128-inl.h and are also templated on the vector type.
Adding an op consists of three steps, listed below. As an example, consider https://github.com/google/highway/commit/6c285d64ae50e0f48866072ed3a476fc12df5ab6.
Document the new op in g3doc/quick_reference.md with its function signature and a description of what the op does.
Implement the op in each ops/*-inl.h header. There are two exceptions, detailed in the previous section: first, generic_ops-inl.h is not changed in the common case where the op has a unique definition for every target. Second, if the op's definition would be duplicated in x86_256-inl.h and x86_512-inl.h, it may be expressed as a template in x86_128-inl.h with a class V template argument, e.g. TableLookupBytesOr0.
Pick the appropriate hwy/tests/*_test.cc and add a test. This is also a three step process: first define a functor that implements the test logic (e.g. TestPlusMinus), then a function (e.g. TestAllPlusMinus) that invokes this functor for all lane types the op supports, and finally a line near the end of the file that invokes the function for all targets: HWY_EXPORT_AND_TEST_P(HwyArithmeticTest, TestAllPlusMinus);. Note the naming convention that the function has the same name as the functor except for the TestAll prefix.
Most ops are supported for many types. Often it is possible to reuse the same implementation. When this works for every possible type, we simply use a template. C++ provides several mechanisms for constraining the types:
We can extend templates with SFINAE. Highway provides some internal-only HWY_IF_* macros for this, e.g. template <typename T, HWY_IF_FLOAT(T)> bool IsFiniteT(T t) {. Variants of these with _D and _V suffixes exist for when the argument is a tag or vector type. Although convenient and fairly readable, this style sometimes encounters limits in compiler support, especially with older MSVC.
When the implementation is lengthy and only a few types are supported, it can make sense to move the implementation into namespace detail and provide one non-template overload for each type; each calls the implementation.
When the implementation only depends on the size in bits of the lane type (instead of whether it is signed/float), we sometimes add overloads with an additional SizeTag argument to namespace detail, and call those from the user-visible template. This may avoid compiler limitations relating to the otherwise equivalent HWY_IF_T_SIZE(T, 1).
For functions that take a d argument such as Load, we usually deduce it as a class D template argument rather than deducing the individual T, N, kPow2 arguments to Simd. To obtain T e.g. for the pointer argument to Load, use TFromD<D>. Rather than N, e.g. for stack-allocated arrays on targets where !HWY_HAVE_SCALABLE, use MaxLanes(d), or where no d lvalue is available, HWY_MAX_LANES_D(D).
When there are constraints, such as “only enable when the D is exactly 128 bits”, be careful not to use Full128<T> as the function argument type, because this will not match Simd<T, 8 / sizeof(T), 1>, i.e. twice a half-vector. Instead use HWY_IF_V_SIZE_D(D, 16).
We could perhaps skip the HWY_IF_V_SIZE_D if fixed-size vector or mask arguments are present, because they already have the same effect of overload resolution. For example, when the arguments are Vec256 the overload defined in x86_256 will be selected. However, also verifying the D matches the other arguments helps prevent erroneous or questionable code from compiling. For example, passing a different D to Store than the one used to create the vector argument might point to an error; both should match.
For functions that accept multiple vector types (these are mainly in x86_128, and avoid duplicating those functions in x86_256 and x86_512), we use VFrom<D>.
When adding a new op, it is often necessary to consult the reference for each platform's intrinsics.
For x86 targets HWY_SSE2, HWY_SSSE3, HWY_SSE4, HWY_AVX2, HWY_AVX3, HWY_AVX3_DL, HWY_AVX3_ZEN4, HWY_AVX3_SPR Intel provides a searchable reference.
For Arm targets HWY_NEON, HWY_NEON_WITHOUT_AES, HWY_SVE (plus its specialization for 256-bit vectors HWY_SVE_256), HWY_SVE2 (plus its specialization for 128-bit vectors HWY_SVE2_128), Arm provides a searchable reference.
For RISC-V target HWY_RVV, we refer to the assembly language specification plus the separate intrinsics specification.
For WebAssembly target HWY_WASM, we recommend consulting the intrinsics header. There is also an unofficial searchable list of intrinsics.
For POWER targets HWY_PPC8, HWY_PPC9, HWY_PPC10, there is documentation of intrinsics, the ISA, plus a searchable reference.
For ZVector targets HWY_Z14, HWY_Z15, HWY_Z16, there is the ISA (requires IBMid login), plus a searchable reference.
There can be various reasons to avoid using vector intrinsics:
Highway provides either the HWY_SCALAR or the HWY_EMU128 target for such use-cases. Both implement ops using standard C++ instead of intrinsics. They differ in the vector size: the former always uses single-lane vectors and thus cannot implement ops such as AESRound or TableLookupBytes. The latter guarantees 16-byte vectors are available like all other Highway targets, and supports all ops. Both of these alternatives are slower than native vector code, but they allow testing your code even when actual vectors are unavailable.
One of the above targets is used if the CPU does not support any actual SIMD target. To avoid compiling any intrinsics, define HWY_COMPILE_ONLY_EMU128.
HWY_SCALAR is only enabled/used #ifdef HWY_COMPILE_ONLY_SCALAR (or #if HWY_BROKEN_EMU128). Projects that intend to use it may require #if HWY_TARGET != HWY_SCALAR around the ops it does not support to prevent compile errors.