The same fundamental equation applies to both domains:
Software engineering hours are expensive and hardware is cheap.
I just ordered a video card with 24 gig of ram. Well, calling it a video card is not quite right as it's a K80 Nvidia HPC cards, but as a software engineer working on a team of 5 computer vision/R&D guys and two software engineers, I can tell you that I do not want to live in a world where I have to fix code written by researchers that's juggling around vram and managing 4,992 threads. I'd much rather have that abstracted and have a clean API that hides the complexity.
And in terms of performance, you do not have to spend many man-days trying to debug some horrendous pile of code brought on by the complexity of exposing every tweakable bit of a architecture in order to exceed the cost of X addition $5000 HPC cards running less performant but far less complex code.
I just ordered a video card with 24 gig of ram. Well, calling it a video card is not quite right as it's a K80 Nvidia HPC cards, but as a software engineer working on a team of 5 computer vision/R&D guys and two software engineers, I can tell you that I do not want to live in a world where I have to fix code written by researchers that's juggling around vram and managing 4,992 threads. I'd much rather have that abstracted and have a clean API that hides the complexity.
And in terms of performance, you do not have to spend many man-days trying to debug some horrendous pile of code brought on by the complexity of exposing every tweakable bit of a architecture in order to exceed the cost of X addition $5000 HPC cards running less performant but far less complex code.