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Tom’s Hardware
Tom’s Hardware
Technology
Anton Shilov

TinyBox packs a punch with six of AMD's fastest gaming GPUs repurposed for AI — new box uses Radeon 7900 XTX and retails for $15K, now in production

AMD.

Tiny Corp., the startup that maintains tinygrad, a neural network framework, aims to democratize PetaFLOPS-class performance for artificial intelligence. To that effect, it has unveiled its TinyBox system that packs six AMD's Radeon RX 7900 XTX graphics cards into a 12U rack case and will sell for $15,000. That figure includes all the necessary software and hardware.

The TinyBox system uses six AMD Radeon RX 7900 XTX boards (one of the best graphics cards) connected using 'full fabric' PCIe 4.0 x16 links to ensure maximum bandwidth. Apparently, these consumer-grade GPUs fully support the peer-to-peer interconnections necessary for large language models (unlike Nvidia's GeForce RTX 4090), so the company chose to use these GPUs over Nvidia's more popular options. 

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