Broadcoms taps AI to improve switch chip traffic analysis

Broadcom's Trident 5-X12 networking chip is the company's first to add an artificial intelligence (AI) inferencing engine.

The latest Trident, Tomahawk, and Jericho devices. Source: Broadcom.

Data centre operators can use their network traffic to train the chip's neural network. The Trident 5's inference engine, dubbed the Networking General-purpose Neural-network Traffic-analyzer or NetGNT, is loaded with the resulting trained model to classify traffic and detect security threats.

"It is the first time we have put a neural network focused on traffic analysis into a chip," says Robin Grindley, principal product line manager with Broadcom's Core Switching Group.

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Taking a unique angle to platform design

• A novel design based on a vertical line card shortens the trace length between an ASIC and pluggable modules.
• Reducing the trace length improves signal integrity while maintaining the merits of using pluggables.
• Using the vertical line card design will extend for at least two more generations the use of pluggables with Ethernet switches.

The travelling salesperson problem involves working out the shortest route on a round-trip to multiple cities. It's a well-known complex optimisation problem.

Chris Cole

Systems engineers face their own complex optimisation problem just sending an electrical signal between two points, connecting an Ethernet switch chip to a pluggable optical module, for example.

Sending the high-speed signal over the link with sufficient fidelity for its recovery requires considerable electronic engineering design skills. And with each generation of electrical signalling, link distances are getting shorter.

In a paper presented at the recent ECOC show, held in Basel, consultant Chris Cole, working with Yamaichi Electronics, outlined a novel design that shortens the distance between an Ethernet switch chip and the front-panel optics.

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Tencent makes its co-packaged optics move

• Tencent is the first hyperscaler to announce it is deploying a co-packaged optics switch chip

• Tencent will use Broadcom’s Humboldt that combines its 25.6-terabit Tomahawk 4 switch chip with four optical engines, each 3.2 terabit-per-second (Tbps)

Part 2: Broadcom's co-packaged optics 

Tencent will use Broadcom’s Tomahawk 4 switch chip co-packaged with optics for its data centres.

Manish Mehta

“We are now partnered with the hyperscaler to deploy this in a network,” says Manish Mehta, vice president of marketing and operations optical systems division, Broadcom. “This is a huge step for co-packaged optics overall.”

The Chinese hyperscaler will use Broadcom’s 25.6Tbps Tomahawk 4 Humboldt, a hybrid design where half of the chip’s input-output (I/O) is optical and half is the chip’s serialisers-deserialisers (serdes) that connect to pluggable modules on the switch’s front panel.

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Broadcom samples the first 51.2-terabit switch chip

• Broadcom's Tomahawk 5 marks the era of the 51.2-terabit switch chip
• The 5nm CMOS device consumes less than 500W
• The Tomahawk 5 uses 512, 100-gigabit PAM-4 (4-level pulse amplitude modulation) serdes (serialisers-deserialisers)
• Broadcom will offer a co-packaged version combining the chip with eight 6.4 terabit-per-second (Tbps) optical engines

Part 1: Broadcom's Tomahawk 5

Broadcom is sampling the world's first 51.2-terabit switch chip.

With the Tomahawk 5, Broadcom continues to double switch silicon capacity every 24 months; Broadcom launched the first 3.2-terabit Tomahawk was launched in September 2014.

"Broadcom is once again first to market at 51.2Tbps," says Bob Wheeler, principal analyst at Wheeler's Network. "It continues to execute, while competitors have struggled to deliver multiple generations in a timely manner."

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