llamaperf

NVIDIA RTX 3060 12GB vs AMD RX 7900 XT for local LLMs

46 reports on the NVIDIA RTX 3060 12GB and 5 on the AMD RX 7900 XT

Which is faster for local LLMs?

On Qwen2.5 7B at 4-bit, the NVIDIA RTX 3060 12GB runs at 49.0 tokens per second (one run) and the AMD RX 7900 XT at 115.0 (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is 2.2x higher on the AMD RX 7900 XT (360 GB/s on the NVIDIA RTX 3060 12GB, 800 on the AMD RX 7900 XT).

NVIDIA RTX 3060 12GB
Memory
12GB
Memory bandwidth
360 GB/s
FP16 compute
51 TFLOPS
Reports
46
AMD RX 7900 XT
Memory
20GB
Memory bandwidth
800 GB/s
FP16 compute
103 TFLOPS
Reports
5

Measured on both

Median tokens per second 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 quant level. Engines and context lengths can still differ between the runs. How to read these

ModelNVIDIA RTX 3060 12GBAMD RX 7900 XT
Qwen2.5 7B4-bit49.0one run115.0one run

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 3060 12GBAMD RX 7900 XT
Qwen2.5 7B56.6 t/sQ4_K_S62.9 t/sQ8_0
Qwen3.8 27B1.5 t/sQ8_0, layers on CPU37.2 t/sQ3_K_M
Qwen3.8 125B · 6B activedoesn't fit at these settings19.2 t/sQ2_K, experts in RAM
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 35B · 3B active13.1 t/sQ6_K, experts in RAM147.9 t/sQ3_K_S
Qwen3.6 27B1.5 t/sQ8_0, layers on CPU37.2 t/sQ3_K_M
Gemma 4 26B · 4B active58.8 t/sQ2_K83.9 t/sQ4_K_S

Change the context, RAM or model in the calculator: NVIDIA RTX 3060 12GB · AMD RX 7900 XT

Every report on each card, with its source: NVIDIA RTX 3060 12GB · AMD RX 7900 XT

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