llamaperf

NVIDIA L4 vs NVIDIA RTX 3090 for local LLMs

3 reports on the NVIDIA L4 and 219 on the NVIDIA RTX 3090

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 NVIDIA RTX 3090 has 38.4 generation tokens/s (5 runs); prompt processing 561.0 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 3.1x higher on the NVIDIA RTX 3090 (300 GB/s on the NVIDIA L4, 936 on the NVIDIA RTX 3090).

NVIDIA L4
Memory
24GB
Memory bandwidth
300 GB/s
FP16 compute
121 TFLOPS
Reports
3
NVIDIA RTX 3090
Memory
24GB
Memory bandwidth
936 GB/s
FP16 compute
142 TFLOPS
Reports
219

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 L4NVIDIA RTX 3090
Qwen3.8 27B4-bit14.6one runllama.cppcontext not stated38.45 runsPP 561.0 (2 runs)llama.cpp, vLLM128K to 256K context, 1 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 L4NVIDIA RTX 3090
Qwen3.8 27B10.9 t/sQ4_K_M33.9 t/sQ4_K_M
Qwen3.8 125B · 6B active16.4 t/sQ2_K, experts in RAM19.4 t/sQ2_K, experts in RAM
Qwen3.6 35B · 3B active38.5 t/sQ4_K_S120.1 t/sQ4_K_S
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27B10.9 t/sQ4_K_M33.9 t/sQ4_K_M
Gemma 4 26B · 4B active24.5 t/sQ5_K_S76.4 t/sQ5_K_S
DeepSeek V4.1 Flash 552B · 16B activedoesn't fit at these settingsdoesn't fit at these settings

Change the context, RAM or model in the calculator: NVIDIA L4 · NVIDIA RTX 3090

Every report on each card, with its source: NVIDIA L4 · NVIDIA RTX 3090

More comparisons