Is NVIDIA GeForce RTX 3080 Ti a data-center, professional, or consumer card?

Ответ

NVIDIA GeForce RTX 3080 Ti is built on the Ampere architecture and ships with 12 GB of GDDR6X memory at 912 GB/s bandwidth. Released in 2021, the card delivers 34.1 FP16 TFLOPS and 17 FP32 TFLOPS at a 350W TDP.

For machine learning researchers, those numbers translate into several practical limits: the VRAM ceiling dictates the largest large language model weights you can load (and the maximum batch size at a given sequence length), while memory bandwidth sets the upper bound for attention-heavy inference. Compute throughput matters most for dense matrix multiplications — pre-training, large-batch pre-training, and diffusion.

Check the NVIDIA GeForce RTX 3080 Ti page for complete specifications and related GPU matchups.