SIMD and Memory Alignment

How does alignment work with SIMD instructions?

SIMD (Single Instruction Multiple Data) operations often have strict alignment requirements for optimal performance. Let's explore this with practical examples:

Basic SIMD Alignment

In the following example, we force 16-byte alignment:

#include <iostream>

// Force 16-byte alignment for SIMD
struct alignas(16) SimdVector {
  float X, Y, Z, W;// 4x4 bytes = 16 bytes
};

int main() {
  SimdVector Vec;
  std::cout << "Vector alignment: "
    << alignof(SimdVector) << " bytes\n"
    << "Vector address: "
    << &Vec << "\n"
    << "Address divisible by 16? "
    << (reinterpret_cast<std::uintptr_t>(&Vec)
      % 16 == 0 ? "Yes" : "No") << "\n";
}
Vector alignment: 16 bytes
Vector address: 000000346EBCF9F0
Address divisible by 16? Yes

Array Alignment for SIMD

Here's an example that forces 32-byte alignment for a struct that includes an array:

#include <iostream>
#include <memory>

struct alignas(32) SimdData {
  float Values[8];// 8x4 = 32 bytes
};

int main() {
// Aligned allocation
  std::unique_ptr<SimdData> AlignedData{
    new SimdData()};

// Check alignment
  auto Address = reinterpret_cast<std::uintptr_t>(
    AlignedData.get());

  std::cout << "Is 32-byte aligned? "
    << (Address % 32 == 0 ? "Yes" : "No");
}
Is 32-byte aligned? Yes

Key points about SIMD alignment:

  • SIMD often requires stricter alignment (16/32/64 bytes)
  • Misaligned SIMD access can cause crashes
  • Use alignas to ensure proper alignment
  • Consider using aligned allocation functions
  • Modern compilers optimize SIMD operations when possible
  • Always check your target architecture's SIMD requirements

Padding and Alignment

Learn how memory alignment affects data serialization and how to handle it safely

Questions & Answers

Answers are generated by AI models and may not have been reviewed. Be mindful when running any code on your device.

Why Computer Memory Needs Padding
Why do we need padding at all? Can't the computer just read the bytes it needs?
Consequences of Misaligned Memory
What happens if we try to read memory that isn't properly aligned?
Memory Impact of Padding
Does padding waste a lot of memory in real programs?
Understanding Natural Alignment
How do I know what the natural alignment of a type should be?
CPU Architecture and Alignment
Do different CPU architectures handle alignment differently?
Alignment with Virtual Functions
How does alignment work with inheritance and virtual functions?
Understanding Union Alignment
How does alignment work with unions?
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