llamaperf

NVIDIA L4 vs AMD RX 7800 XT 16GB for local LLMs

3 reports on the NVIDIA L4 and 6 on the AMD RX 7800 XT 16GB

Which is faster for local LLMs?

On Qwen3.8 27B at 4-bit, the NVIDIA L4 has 14.6 generation tokens/s (one run); the AMD RX 7800 XT 16GB has 35.0 generation tokens/s (2 runs). 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 2.1x higher on the AMD RX 7800 XT 16GB (300 GB/s on the NVIDIA L4, 624 on the AMD RX 7800 XT 16GB).

NVIDIA L4
Memory
24GB
Memory bandwidth
300 GB/s
FP16 compute
121 TFLOPS
Reports
3
AMD RX 7800 XT 16GB
Memory
16GB
Memory bandwidth
624 GB/s
FP16 compute
75 TFLOPS
Reports
6

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 L4AMD RX 7800 XT 16GB
Qwen3.8 27B4-bit14.6one runllama.cppcontext not stated35.02 runsllama.cpp, 1 not stated100K to 120K 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 L4AMD RX 7800 XT 16GB
Qwen3.8 27B10.9 t/sQ4_K_M40.7 t/sQ2_K
Qwen3.8 125B · 6B active16.4 t/sQ2_K, experts in RAMdoesn't fit at these settings
Qwen3.6 35B · 3B active38.5 t/sQ4_K_S134.6 t/sQ2_K
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27B10.9 t/sQ4_K_M40.7 t/sQ2_K
Gemma 4 26B · 4B active24.5 t/sQ5_K_S90.7 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 L4 · AMD RX 7800 XT 16GB

Every report on each card, with its source: NVIDIA L4 · AMD RX 7800 XT 16GB

More comparisons