Afaik, gpu cores a very stripped down cpu cores that do basic math, but what sort of math can cpus do that gpus can’t
I’m talking, cpu core vs Tensor/Cuda cores.
- jcm2606@alien.topBEnglish1·11 months ago
- It’s the GPU itself. GPUs work by grouping together multiple threads into a single thread group, which NVIDIA calls a warp and AMD/Intel call a wave. Every thread belonging to a given warp/wave has to take the exact same path through the code, so if you have heavily divergent branches where some threads in a warp/wave take one path and other threads take another path then that can kill performance as the code needs to be executed multiple times to cover all paths.
- GPUs typically don’t operate on strings. Strings aren’t even a supported data type in most GPU-oriented languages or frameworks, especially graphics. If you need to operate on strings on a GPU then you typically break the strings up into individual characters and treat each character as a simple integer, which is totally fine so long as you’re able to wrap your head around dealing with strings at such a low level.