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  • Let's wrap up our discussion of system-level interconnect by considering how best to connect

  • N components that need to send messages to one another, e.g., CPUs on a multicore chip.

  • Today such chips have a handful of cores, but soon they may have 100s or 1000s of cores.

  • We'll build our communications network using point-to-point links.

  • In our analysis, each point-to-point link is counted at a cost of 1 hardware unit.

  • Sending a message across a link requires one time unit.

  • And we'll assume that different links can operate in parallel, so more links will mean

  • more message traffic.

  • We'll do an asymptotic analysis of the throughput (total messages per unit time), latency (worst-case

  • time to deliver a single message), and hardware cost.

  • In other words, we'll make a rough estimate how these quantities change as N grows.

  • Note that in general the throughput and hardware cost are proportional to the number of point-to-point

  • links.

  • Our baseline is the backplane bus discussed earlier, where all the components share a

  • single communication channel.

  • With only a single channel, bus throughput is 1 message per unit time and a message can

  • travel between any two components in one time unit.

  • Since each component has to have an interface to the shared channel, the total hardware

  • cost is O(n).

  • In a ring network each component sends its messages to a single neighbor and the links

  • are arranged so that its possible to reach all components.

  • There are N links in total, so the throughput and cost are both O(n).

  • The worst case latency is also O(n) since a message might have to travel across N-1

  • links to reach the neighbor that's immediately upstream.

  • Ring topologies are useful when message latency isn't important or when most messages are

  • to the component that's immediately downstream, i.e., the components form a processing pipeline.

  • The most general network topology is when every component has a direct link to every

  • other component.

  • There are O(N**2) links so the throughput and cost are both O(N**2).

  • And the latency is 1 time unit since each destination is directly accessible.

  • Although expensive, complete graphs offer very high throughput with very low latencies.

  • A variant of the complete graph is the crossbar switch where a particular row and column can

  • be connected to form a link between particular A and B components

  • with the restriction that each row and each column can only carry 1 message during each

  • time unit.

  • Assume that the first row and first column connect to the same component, and so on,

  • i.e., that the example crossbar switch is being used to connect 4 components.

  • Then there are O(n) messages delivered each time unit, with a latency of 1.

  • There are N**2 switches in the crossbar, so the cost is O(N**2) even though there are

  • only O(n) links.

  • In mesh networks, components are connected to some fixed number of neighboring components,

  • in either 2 or 3 dimensions.

  • Hence the total number of links is proportional to the number of components, so both throughput

  • and cost are O(n).

  • The worst-case latencies for mesh networks are proportional to length of the sides, so

  • the latency is O(sqrt n) for 2D meshes and O(cube root n) for 3D meshes.

  • The orderly layout, constant per-node hardware costs, and modest worst-case latency make

  • 2D 4-neighbor meshes a popular choice for the current generation of experimental multi-core

  • processors.

  • Hypercube and tree networks offer logarithmic latencies, which for large N may be faster

  • than mesh networks.

  • The original CM-1 Connection Machine designed in the 80's used a hypercube network to connect

  • up to 65,536 very simple processors, each connected to 16 neighbors.

  • Later generations incorporated smaller numbers of more sophisticated processors, still connected

  • by a hypercube network.

  • In the early 90's the last generation of Connection Machines used a tree network, with the clever

  • innovation that the links towards the root of the tree had a higher message capacity.

  • Here's a summary of the theoretical latencies we calculated for the various topologies.

  • As a reality check, it's important to realize that the lower bound on the worst-case distance

  • between components in our 3-dimensional world is O(cube root of N).

  • In the case of a 2D layout, the worst-case distance is O(sqrt N).

  • Since we know that the time to transmit a message is proportional to the distance traveled,

  • we should modify our latency calculations to reflect this physical constraint.

  • Note that the bus and crossbar involve N connections to a single link, so here the lower-bound

  • on the latency needs to reflect the capacitive load added by each connection.

  • The winner?

  • Mesh networks avoid the need for longer wires as the number of connected components grows

  • and appear to be an attractive alternative for high-capacity communication networks connecting

  • 1000's of processors.

  • Summarizing our discussion: point-to-point links are in common use today

  • for system-level interconnect, and as a result our systems are faster, more reliable, more

  • energy-efficient and smaller than ever before.

  • Multi-signal parallel buses are still used for very-high-bandwidth connections to memories,

  • with a lot of very careful engineering to avoid the electrical problems observed in

  • earlier bus implementations.

  • Wireless connections are in common use to connect mobile devices to nearby components

  • and there has been interesting work on how to allow mobile devices to discover what peripherals

  • are nearby and enable them to connect automatically.

  • The upcoming generation of multi-core chips will have 10's to 100's of processing cores.

  • There is a lot ongoing research to determine which communication topology would offer the

  • best combination of high communication bandwidth and low latency.

  • The next ten years will be an interesting time for on-chip network engineers!

Let's wrap up our discussion of system-level interconnect by considering how best to connect

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B2 中上級

20.2.6 通信トポロジ (20.2.6 Communication Topologies)

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    林宜悉 に公開 2021 年 01 月 14 日
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