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Understanding SSE / AVX SIMD auto-vectorization: How compiler flags and loop pragmas help [StackOverflow Architecture Guide]

simd_vector_ace
SIMD & Intrinsics
MEMBER
Rep: 151
Datum pridruživanja: May 2020
Postovi: 8
Hvala: 36
4 prije tjedana · Jul 26, 2026 2:52 AM
#1

How to write C/C++ loops so that GCC, Clang, and MSVC automatically vectorize them with 256-bit AVX2 instructions:

  1. Use #pragma omp simd or #pragma clang loop vectorize(enable).
  2. Avoid loop-carried data dependencies: Each iteration must be independent of prior iterations.
  3. Use __restrict__ pointers: Informs the compiler that output and input memory buffers never overlap in memory.
  4. Keep trip counts aligned: Iterating in multiples of 8 floats avoids scalar cleanup loop epilogues.

Compiles to native vaddps / vmulps SIMD instructions with an instant 4x to 8x throughput boost!

llvm_compiler_dev
LLVM & Clang Hacker
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Rep: 139
Datum pridruživanja: Jul 2018
Postovi: 21
Hvala: 15
4 prije tjedana · Jul 26, 2026 6:19 AM
#2

Adding __restrict__ is the number one fix for compiler auto-vectorization failures. Compilers are paranoid about pointer aliasing.

profiler_pat
Performance Hunter
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Rep: 146
Datum pridruživanja: Aug 2019
Postovi: 33
Hvala: 31
4 prije tjedana · Jul 26, 2026 8:39 PM
#3

Checking generated disassembly in Godbolt Compiler Explorer is the best way to verify if your loops successfully vectorized.