CPU Benchmark Performance: AI Performance

As technology progresses at a breakneck pace, so do the demands of modern applications and workloads. As artificial intelligence (AI) and machine learning (ML) become increasingly intertwined with our daily computational tasks, it's paramount that our reviews evolve in tandem. To this end, we have AI and inferencing benchmarks in our CPU test suite for 2024. 

Traditionally, CPU benchmarks have focused on various tasks, from arithmetic calculations to multimedia processing. However, with AI algorithms now driving features within some applications, from voice recognition to real-time data analysis, it's crucial to understand how modern processors handle these specific workloads. This is where our newly incorporated benchmarks come into play.

Given makers such as AMD with Ryzen AI, with multiple iterations including the XDNA 2 NPU within the Ryzen AI 9 HX 370, and Intel with their Meteor Lake mobile platform featuring AI-driven hardware, aptly named Intel AI Boost within the silicon, AI, and inferencing benchmarks will be a mainstay in our test suite as we go further into 2024 and beyond.  While there's currently no defacto benchmark for AI at the moment, we've compiled a couple of different benchmarks to gauge performance.

It's also worth noting that desktop processors don't really utilize NPUs, so all of the grunt in the below benchmarks is done using the CPU.

(6-2) DeepSpeech 0.6: Acceleration CPU

(6-3) TensorFlow 2.12: VGG-16, Batch Size 16 (CPU)

(6-3b) TensorFlow 2.12: VGG-16, Batch Size 64 (CPU)

(6-3d) TensorFlow 2.12: GoogLeNet, Batch Size 16 (CPU)

(6-3e) TensorFlow 2.12: GoogLeNet, Batch Size 64 (CPU)

(6-3f) TensorFlow 2.12: GoogLeNet, Batch Size 256 (CPU)

In our AI-based benchmarks, which leverage TensorFlow, and even in DeepSpeech, both the Ryzen 9 9950X and Ryzen 9 9900 comfortably beat the competition when using the CPU cores. This puts Zen 5 in a good light, but graphics compute in AI is where the performance is at. Still, comparing Zen 5 to Zen 4 and Intel's Raptor Lake, the Zen 5 chips comfortably beat out the competition here.

CPU Benchmark Performance: Simulation Gaming Performance: 720p
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  • fatweeb - Thursday, August 15, 2024 - link

    Shocking if true.
  • Spladam - Sunday, August 18, 2024 - link

    This changes everything.
  • temps - Thursday, August 15, 2024 - link

    don't pay much attention to what gamers have to say about processors
  • Gigaplex - Thursday, August 15, 2024 - link

    Unless you're a gamer and want a CPU for gaming
  • temps - Friday, August 16, 2024 - link

    In which case you already know what to buy and shouldn't even be looking at high end processors anyway
  • eloyard - Friday, August 16, 2024 - link

    They know... because of benchmarks, you know? That's why tests are made and that's why people look at them.
  • Dante Verizon - Thursday, August 15, 2024 - link

    Chips and cheese has done an in-depth analysis that shows several bottlenecks and situations where Zen5 is not only inferior to Zen4, but far inferior
  • krazyfrog - Wednesday, August 14, 2024 - link

    "I saw data that upset me greatly because it didn't align with my preconceived notions so I started looking for other places to have them validated."
  • cryosx - Sunday, August 25, 2024 - link

    you mean AMD's nonsense and bullshit marketing
  • Josh128 - Wednesday, August 14, 2024 - link

    Why 14600K instead of 14900K for first 10 or so benchmarks? Where was the 14900K?

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