Are Computers Still Getting Faster?
What is keeping up with trends, and what stalled.
It looks like CES is starting to wind down, which makes sense because it ended three days ago. Now that we're mostly caught up, I found a new video from The 8-Bit Guy. He doesn't really explain any old technologies in this one. Instead, he poses an open question about computer speed. He was able to have a functional computing experience on a ten-year-old Apple laptop, which made him wonder if the rate of computer advancement is slowing down.
I believe that he (and his guest hosts) made great points, but also missed a few important ones.
One of his main arguments is that software seems to have slowed down relative to hardware. I don't believe that is true, but I believe it's looking in the right area. PCs these days are more than capable of doing just about anything in terms of 2D user interface that we would want to, and do so with a lot of overhead for inefficient platforms and sub-optimal programming (relative to the 80's and 90's at the very least). The areas that require extra horsepower are usually doing large batches of many related tasks. GPUs are key in this area, and they are keeping up as fast as they can, despite some stagnation with fabrication processes and a difficulty (at least before HBM takes hold) in keeping up with memory bandwidth.
For the last five years to ten years or so, CPUs have been evolving toward efficiency as GPUs are being adopted for the tasks that need to scale up. I'm guessing that AMD, when they designed the Bulldozer architecture, hoped that GPUs would have been adopted much more aggressively, but even as graphics devices, they now have a huge effect on Web, UI, and media applications.
These are also tasks that can scale well between devices by lowering resolution (and so forth). The primary thing that a main CPU thread needs to do is figure out the system's state and keep the graphics card fed before the frame-train leaves the station. In my experience, that doesn't scale well (although you can sometimes reduce the amount of tracked objects for games and so forth). Moreover, it is easier to add GPU performance, compared to single-threaded CPU, because increasing frequency and single-threaded IPC should be more complicated than planning out more, duplicated blocks of shaders. These factors combine to give lower-end hardware a similar experience in the most noticeable areas.
So, up to this point, we discussed:
- Software is often scaling in ways that are GPU (and RAM) limited.
- CPUs are scaling down in power more than up in performance.
- GPU-limited tasks can often be approximated with smaller workloads.
- Software gets heavier, but it doesn't need to be "all the way up" (ex: resolution).
- Some latencies are hard to notice anyway.
Back to the Original Question
This is where “Are computers still getting faster?” can be open to interpretation.
Tasks are diverging from one class of processor into two, and both have separate industries, each with their own, multiple goals. As stated, CPUs are mostly progressing in power efficiency, which extends (an assumed to be) sufficient amount of performance downward to multiple types of devices. GPUs are definitely getting faster, but they can't do everything. At the same time, RAM is plentiful but its contribution to performance can be approximated with paging unused chunks to the hard disk or, more recently on Windows, compressing them in-place. Newer computers with extra RAM won't help as long as any single task only uses a manageable amount of it — unless it's seen from a viewpoint that cares about multi-tasking.
In short, computers are still progressing, but the paths are now forked and winding.