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NVIDIA RTX 5090 32GB — Fastest consumer GPU for LLMs — 32 GB GDDR7, 1,790 GB/s memory bandwidth
The RTX 5090 is the only consumer GPU with 32 GB of GDDR7 VRAM and 1,792 GB/s memory bandwidth — delivering 230 tokens/sec on 7B models and 45 tokens/sec…
Category
hardware
Why it matters
The RTX 5090 is the only consumer GPU with 32 GB of GDDR7 VRAM and 1,792 GB/s memory bandwidth — delivering 230 tokens/sec on 7B models and 45 tokens/sec on 32B models. It cannot run 70B models on a single card, but it remains unmatched for maximum single GPU local throughput and 32B class local work when raw speed matters more than efficiency or value.
Best for
Developers who specifically need maximum single GPU CUDA throughput for fine tuning, diffusion pipelines, or high end local inference and can justify a very expensive build