Optimizing C/C++ code with Arm SIMD (NEON)
The Arm SIMD (or Advanced SIMD) architecture, its associated implementations, and supporting software, are commonly referred to as NEON technology. There are SIMD instruction sets for both AArch32 (equivalent to the Armv7 instructions) and for AArch64. Both can be used to significantly accelerate repetitive operations on the large data sets commonly encountered with High Performance Computing applications.
Arm SIMD instructions perform "Packed SIMD" processing, packing multiple lanes of data into large registers then performing the same operation across all data lanes.
For example, consider the following SIMD instruction:
ADD V0.2D, V1.2D, V2.2D
This instruction specifies that an addition (
ADD) operation is performed on two 64-bit data lanes (2D). D specifies the width of the data lane (doubleword, or 64 bits) and 2 specifies that two lanes are used (that is the full 128-bit register). Each lane in
V1 is added to the corresponding lane in
V2 and the result stored in
V0. Each lane is added separately. There are no carries between the lanes.
Coding with SIMD
There are a number of different methods you can use to take advantage of SIMD instructions in your code:
Let the compiler auto-vectorize your code for you.
Arm Compiler for HPC automatically vectorizes your code at higher optimization levels (
-O2and higher). The compiler identifies appropriate vectorization opportunities in your code and uses SIMD instructions where appropriate.
At optimization level
-O1you can use the
-fvectorizeoption to enable auto-vectorization.
At the lowest optimization level
-O0auto-vectorization is never performed, even if you specify
Use intrinsics directly in your C code.
Intrinsics are C or C++ pseudo-function calls that the compiler replaces with the appropriate SIMD instructions. This lets you use the data types and operations available in the SIMD implementation, while allowing the compiler to handle instruction scheduling and register allocation. These intrinsics are defined in the language extensions document.
Write SIMD assembly code.
Although it is technically possible to optimize SIMD assembly by hand, this can be very difficult because the pipeline and memory access timings have complex inter-dependencies. Instead of hand-written assembly, Arm strongly recommends the use of intrinsics.
Further information about NEON is available as follows:
- The Arm NEON Programmer’s Guide provides a guide for programmers to effectively use SIMD technology.
- The Arm website developer.arm.com provides an overview of NEON technology.
- The Arm Architecture Reference Manual Armv8, for Armv8-A architecture profile provides information about the SIMD instructions.
- The Arm C Language Extensions document provides information about the available SIMD intrinsics.