llamaperf

NVIDIA L4 vs AMD Radeon AI PRO R9700 32GB for local LLMs

3 reports on the NVIDIA L4 and 56 on the AMD Radeon AI PRO R9700 32GB

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 Radeon AI PRO R9700 32GB has 30.4 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 Radeon AI PRO R9700 32GB (300 GB/s on the NVIDIA L4, 640 on the AMD Radeon AI PRO R9700 32GB).

NVIDIA L4
Memory
24GB
Memory bandwidth
300 GB/s
FP16 compute
121 TFLOPS
Reports
3
AMD Radeon AI PRO R9700 32GB
Memory
32GB
Memory bandwidth
640 GB/s
FP16 compute
191 TFLOPS
Reports
56

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 Radeon AI PRO R9700 32GB
Qwen3.8 27B4-bit14.6one runllama.cppcontext not stated30.42 runsllama.cpp, 1 not statedcontext not stated

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 Radeon AI PRO R9700 32GB
Qwen3.8 27B10.9 t/sQ4_K_M16.0 t/sQ6_K
Qwen3.8 125B · 6B active16.4 t/sQ2_K, experts in RAM18.7 t/sQ2_K, experts in RAM
Qwen3.6 35B · 3B active38.5 t/sQ4_K_S58.2 t/sQ5_K_M
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27B10.9 t/sQ4_K_M16.0 t/sQ6_K
Gemma 4 26B · 4B active24.5 t/sQ5_K_S40.9 t/sQ6_K
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 Radeon AI PRO R9700 32GB

Every report on each card, with its source: NVIDIA L4 · AMD Radeon AI PRO R9700 32GB

More comparisons