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Generative artificial intelligence (AI) models are transforming several industries, and
data centers are no exception. AI models are computationally heavy, and their
increasing complexity will require faster and more efficient interconnections than ever
between GPUs, nodes, server racks, and data center campuses. These interconnects
will have a major impact on the ability of data center architectures to scale and handle
the demands of AI models sustainably.
In this presentation, EFFECT Photonics will discuss how coherent optics and photonics
technologies can improve the cost and power per bit of these data center
interconnects and what role they will play at different interconnect scales (intra-node,
intra-rack, intra-campus). This talk will also address the advantages of combining
optical technologies with digital signal processing to improve these coherent optical
interconnects.
Coherent Optics for Artificial Intelligence
Joost Verberk, Vice President of Product Management, EFFECT Photonics
Coherent Optics for Artificial Intelligence
SPECIAL FOCUS: OPTICS
OPTICS
Moore’s law is rapidly running out of steam
Source: EPOCH, accessed: 21st of March 2024
For 40+ years compute
power doubled
every two years, keeping
up with demand
The Deep Learning era
broke that paradigm with
demand for training
compute far outstripping
growth in compute power
Yes, we can! But we create an optical bottleneck.
Electrical (memory) bandwidth is already outpacing optical bandwidth growth, and
the need for connectivity driven by parallelization increases this bandwidth gap.
Scaling with present-day optical transceivers creates a reliability, power, and cost
problem.
But that’s OK, we can parallelize, right?!
Source: NVIDIA
+86% +20%
Cost Power
Co-package with DSP to drive down cost/bit
• DSP decreases cost per bit
• Parallel optics scales linearly with bandwidth,
creating a reliability and cost concern
• Integration can help!
• DSPs can increase lane speed (more bits/symbol);
scales sublinearly
• Co-packaging drives down manufacturing cost
• Using existing microelectronics manufacturing and
packaging processes
• Shared real-estate
• Lower losses allow for simplified designs while
maintaining design margins.
• Optics don’t scale with CMOS speed
• No Moore’s law in optics
• Low-power coherent DSPs can
squeeze out more performance from
the same optics.
• Exploiting the rapid advances in
CMOS to drive down the energy per
bit (pJ/bit)
DSPs help drive optics down the energy curve
Source: Google
Leverage existing technologies to scale AI
We need to find a sustainable way to scale AI
clusters (in terms of cost and power)
• Don’t reinvent the wheel! Coherent optical technology has
been around for decades in the network core and
datacenter interconnect.
• Let’s join forces and find ways for coherent optics to help
address the challenges of AI-interconnect.
Where to find additional information (URL links)
https://effectphotonics.com/insights/coherent-optics-for-ai/
https://effectphotonics.com/insights/tunable-lasers-and-dsps-in-the-age-of-ai/
https://effectphotonics.com/insights/transceivers-in-the-age-of-ai/
Short Reach Optical
Interconnect Group
Thank you!

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Coherent Optics for Artificial Intelligence

  • 1. Generative artificial intelligence (AI) models are transforming several industries, and data centers are no exception. AI models are computationally heavy, and their increasing complexity will require faster and more efficient interconnections than ever between GPUs, nodes, server racks, and data center campuses. These interconnects will have a major impact on the ability of data center architectures to scale and handle the demands of AI models sustainably. In this presentation, EFFECT Photonics will discuss how coherent optics and photonics technologies can improve the cost and power per bit of these data center interconnects and what role they will play at different interconnect scales (intra-node, intra-rack, intra-campus). This talk will also address the advantages of combining optical technologies with digital signal processing to improve these coherent optical interconnects. Coherent Optics for Artificial Intelligence
  • 2. Joost Verberk, Vice President of Product Management, EFFECT Photonics Coherent Optics for Artificial Intelligence SPECIAL FOCUS: OPTICS OPTICS
  • 3. Moore’s law is rapidly running out of steam Source: EPOCH, accessed: 21st of March 2024 For 40+ years compute power doubled every two years, keeping up with demand The Deep Learning era broke that paradigm with demand for training compute far outstripping growth in compute power
  • 4. Yes, we can! But we create an optical bottleneck. Electrical (memory) bandwidth is already outpacing optical bandwidth growth, and the need for connectivity driven by parallelization increases this bandwidth gap. Scaling with present-day optical transceivers creates a reliability, power, and cost problem. But that’s OK, we can parallelize, right?! Source: NVIDIA +86% +20% Cost Power
  • 5. Co-package with DSP to drive down cost/bit • DSP decreases cost per bit • Parallel optics scales linearly with bandwidth, creating a reliability and cost concern • Integration can help! • DSPs can increase lane speed (more bits/symbol); scales sublinearly • Co-packaging drives down manufacturing cost • Using existing microelectronics manufacturing and packaging processes • Shared real-estate • Lower losses allow for simplified designs while maintaining design margins.
  • 6. • Optics don’t scale with CMOS speed • No Moore’s law in optics • Low-power coherent DSPs can squeeze out more performance from the same optics. • Exploiting the rapid advances in CMOS to drive down the energy per bit (pJ/bit) DSPs help drive optics down the energy curve Source: Google
  • 7. Leverage existing technologies to scale AI We need to find a sustainable way to scale AI clusters (in terms of cost and power) • Don’t reinvent the wheel! Coherent optical technology has been around for decades in the network core and datacenter interconnect. • Let’s join forces and find ways for coherent optics to help address the challenges of AI-interconnect. Where to find additional information (URL links) https://effectphotonics.com/insights/coherent-optics-for-ai/ https://effectphotonics.com/insights/tunable-lasers-and-dsps-in-the-age-of-ai/ https://effectphotonics.com/insights/transceivers-in-the-age-of-ai/ Short Reach Optical Interconnect Group