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NVIDIA RTX 5080 vs NVIDIA RTX 6000 Ada for local LLMs

Across 4 tests measured on both, the NVIDIA RTX 6000 Ada is faster in 3 and generates a median 1.80× the tokens/s of the NVIDIA RTX 5080.

On Llama 2 7B (Q4_0, llama-bench) the NVIDIA RTX 5080 generates 192 tokens/s and the NVIDIA RTX 6000 Ada 179 tokens/s (measured).

Same model, same quant, same test

ModelQuant / testRTX 5080
tok/s
RTX 6000 Ada
tok/s
FasterSources and run details
Llama 2 7BQ4_0
llama-bench
192
Vulkan
179
CUDA
RTX 5080 +7%llama.cpp #10879 RTX 5080 · llama.cpp #15013 RTX 6000 Ada
Llama 3.1 8B InstructQ4_K_M
LocalScore
35.5
llamafile
86.1
llamafile
RTX 6000 Ada +143%LocalScore RTX 5080 · LocalScore RTX 6000 Ada
Llama 3.2 1B InstructQ4_K_M
LocalScore
140
llamafile
271
llamafile
RTX 6000 Ada +94%LocalScore RTX 5080 · LocalScore RTX 6000 Ada
Qwen2.5 14B InstructQ4_K_M
LocalScore
29.3
llamafile
49.1
llamafile
RTX 6000 Ada +68%LocalScore RTX 5080 · LocalScore RTX 6000 Ada

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 RTX 5080NVIDIA RTX 6000 Ada
Memory16 GB48 GB
Memory bandwidth960 GB/s960 GB/s

All results for the NVIDIA RTX 5080 · All results for the NVIDIA RTX 6000 Ada · More comparisons