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