In "Welcome to the Jungle" was named the greatest hard rock song of all time by VH1. It seemed a lot more rural up there. I just wrote how it looked to me. If someone comes to town and they want to find something, they can find whatever they want.
Henceforth, a single compute-intensive application will need to harness different kinds of cores, in immense numbers, to get its job done.
The free lunch is over. Now welcome to the hardware jungle.
From toour industry accomplished a phenomenal mission: In 30 years, we put a personal computer on every desk, in every home, and in every pocket.
Inhowever, mainstream computing hit a wall. Inour industry undertook a new mission: This time it took us just sixyears to deliver mainstream parallel computing in all popular form factors.
And we know the transition to multicore is permanent, because multicore delivers compute performance that single-core cannot and there will always be mainstream applications that run better on a multi-core machine.
For the first time in the history of computing, mainstream hardware is no longer a single-processor von Neumann machine, and never will be again. That was the first act.
Trifecta It turns out that multicore is just the first of three related permanent transitions that layer on and amplify each other.
A single computer already typically includes more than one kind of processor core, as mainstream notebooks, consoles, and tablets all increasingly have both CPUs and compute-capable GPUs.
Heterogeneity amplifies the first trend multicorebecause if some of the cores are smaller then we can fit more of them on the same chip. Indeed, x and 1,x parallelism is already available today on many mainstream home machines — for programs that can harness the GPU.
Elastic compute cloud cores In the cloud, the number of cores available to a single application is scaling fast e. In short, parallelism is not just in full bloom, but increasingly in full variety.
This article will develop four key points: Mapping one trend, not three. Multicore, heterogeneous cores, and HaaS cloud computing are not three separate trends, but aspects of a single trend: The effect on software development.
The jungle of heterogeneity will continue to spur deep and fast evolution of mainstream software development, but we can predict what some of the changes will be.
This was wonderful because it meant the performance was easily exploitable — compute-bound software would get faster with relatively little effort.
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