llamaperf

NVIDIA RTX 3090 vs AMD RX 9070 for local LLMs

182 reports on the NVIDIA RTX 3090 and 7 on the AMD RX 9070

Which is faster for local LLMs?

On Qwen3.8 27B at 3-bit, the NVIDIA RTX 3090 has 42.3 generation tokens/s (one run); prompt processing 1127.0 tokens/s (one run); the AMD RX 9070 has generation speed not reported; prompt processing 600.0 tokens/s (one run). Memory bandwidth, which caps how fast a card can write, is 46% higher on the NVIDIA RTX 3090 (936 GB/s on the NVIDIA RTX 3090, 640 on the AMD RX 9070).

NVIDIA RTX 3090
Memory
24GB
Memory bandwidth
936 GB/s
FP16 compute
142 TFLOPS
Reports
182
AMD RX 9070
Memory
16GB
Memory bandwidth
640 GB/s
FP16 compute
145 TFLOPS
Reports
7

Measured on both

Generation and prompt processing speeds from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same bit class. Each side shows the engines and reported context behind its median. Context can mean a configured window or prompt depth, so these are community comparisons with differing settings. How to read these

ModelNVIDIA RTX 3090AMD RX 9070
Qwen3.8 27B3-bit42.3one runPP 1127.0 (one run)llama.cpp16K context-0 runsPP 600.0 (one run)llama.cpp128K context

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape. Where a model was also measured above, the measurement wins.

ModelNVIDIA RTX 3090AMD RX 9070
Qwen3.8 27B33.9 t/sQ4_K_M41.7 t/sQ2_K
Qwen3.8 125B · 6B active19.4 t/sQ2_K, experts in RAMdoesn't fit at these settings
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 35B · 3B active120.1 t/sQ4_K_S138.0 t/sQ2_K
Qwen3.6 27B33.9 t/sQ4_K_M41.7 t/sQ2_K
Gemma 4 26B · 4B active76.4 t/sQ5_K_S93.0 t/sQ3_K_S
GLM-5.3 320B · 18B activedoesn't fit at these settingsdoesn't fit at these settings

Change the context, RAM or model in the calculator: NVIDIA RTX 3090 · AMD RX 9070

Every report on each card, with its source: NVIDIA RTX 3090 · AMD RX 9070

More comparisons