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NVIDIA RTX 3060 vs NVIDIA RTX 4000 Ada for local LLMs

Across 4 tests measured on both, the NVIDIA RTX 4000 Ada is faster in 3 and generates a median 1.13× the tokens/s of the NVIDIA RTX 3060.

On Llama 2 7B (Q4_0, llama-bench) the NVIDIA RTX 3060 generates 80.6 tokens/s and the NVIDIA RTX 4000 Ada 61.8 tokens/s (measured).

Same model, same quant, same test

ModelQuant / testRTX 3060
tok/s
RTX 4000 Ada
tok/s
FasterSources and run details
Llama 2 7BQ4_0
llama-bench
80.6
Vulkan
61.8
CUDA
RTX 3060 +30%llama.cpp #10879 RTX 3060 · llama.cpp #15013 RTX 4000 Ada
Llama 3.1 8B InstructQ4_K_M
LocalScore
44.1
llamafile
53.5
llamafile
RTX 4000 Ada +21%LocalScore RTX 3060 · LocalScore RTX 4000 Ada
Llama 3.2 1B InstructQ4_K_M
LocalScore
185
llamafile
210
llamafile
RTX 4000 Ada +14%LocalScore RTX 3060 · LocalScore RTX 4000 Ada
Qwen2.5 14B InstructQ4_K_M
LocalScore
26.6
llamafile
30.0
llamafile
RTX 4000 Ada +13%LocalScore RTX 3060 · LocalScore RTX 4000 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 3060NVIDIA RTX 4000 Ada
Memory12 GB20 GB
Memory bandwidth360 GB/s360 GB/s

All results for the NVIDIA RTX 3060 · All results for the NVIDIA RTX 4000 Ada · More comparisons