You need to understand the bottleneck to determine whether or not huge pages are useful. THP requires the kernel to do additional work to give you the huge page

You need to understand the bottleneck to determine whether or not huge pages are useful. THP requires the kernel to do additional work to give you the huge pages, which is usually more expensive then allocating huge pages through mmap directly.