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NVIDIA A100 80GB PCIe vs NVIDIA RTX 5090 for local LLMs

Across 4 tests measured on both, the NVIDIA RTX 5090 is faster in 4 and generates a median 1.63× the tokens/s of the NVIDIA A100 80GB PCIe.

On Llama 2 7B (Q4_0, llama-bench) the NVIDIA A100 80GB PCIe generates 201 tokens/s and the NVIDIA RTX 5090 300 tokens/s (measured).

Same model, same quant, same test

ModelQuant / testA100 80GB PCIe
tok/s
RTX 5090
tok/s
FasterSources and run details
Llama 2 7BQ4_0
llama-bench
201
CUDA
300
CUDA
RTX 5090 +50%llama.cpp #15013 A100 80GB PCIe · llama.cpp #15013 RTX 5090
Llama 3.1 8B InstructQ4_K_M
LocalScore
37.1
llamafile
66.3
llamafile
RTX 5090 +79%LocalScore A100 80GB PCIe · LocalScore RTX 5090
Llama 3.2 1B InstructQ4_K_M
LocalScore
81.9
llamafile
120
llamafile
RTX 5090 +46%LocalScore A100 80GB PCIe · LocalScore RTX 5090
Qwen2.5 14B InstructQ4_K_M
LocalScore
20.8
llamafile
41.8
llamafile
RTX 5090 +101%LocalScore A100 80GB PCIe · LocalScore RTX 5090

Generation speed in tokens/s, best measured backend for each chip (shown under the number). Backends can differ between the two chips; check them before drawing conclusions. Measured results only, nothing estimated.

Specs

NVIDIA A100 80GB PCIeNVIDIA RTX 5090
Memory80 GB32 GB
Memory bandwidth1935 GB/s1792 GB/s

All results for the NVIDIA A100 80GB PCIe · All results for the NVIDIA RTX 5090 · More comparisons