NVIDIA L4 vs M2 Pro 32GB for local LLMs
3 reports on the NVIDIA L4 and 4 on the M2 Pro 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 M2 Pro 32GB has 8.6 generation tokens/s (one run); prompt processing 21.9 tokens/s (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 46% higher on the NVIDIA L4 (300 GB/s on the NVIDIA L4, 205 on the M2 Pro 32GB).
- Memory
- 24GB
- Memory bandwidth
- 300 GB/s
- FP16 compute
- 121 TFLOPS
- Reports
- 3
- Memory
- 32GB unified
- Memory bandwidth
- 205 GB/s
- FP16 compute
- 6.8 TFLOPS
- Reports
- 4
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
| Model | NVIDIA L4 | M2 Pro 32GB |
|---|---|---|
| Qwen3.8 27B4-bit | 14.6one runllama.cppcontext not stated | 8.6one runPP 21.9 (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.
| Model | NVIDIA L4 | M2 Pro 32GB |
|---|---|---|
| Qwen3.8 27B | 10.9 t/sQ4_K_M | 11.5 t/sQ4_K_S |
| Qwen3.8 125B · 6B active | 16.4 t/sQ2_K, experts in RAM | doesn't fit at these settings |
| Qwen3.6 35B · 3B active | 38.5 t/sQ4_K_S | 41.9 t/sQ3_K_M |
| DeepSeek V4 Flash 284B · 13B active | doesn't fit at these settings | doesn't fit at these settings |
| Qwen3.6 27B | 10.9 t/sQ4_K_M | 11.5 t/sQ4_K_S |
| Gemma 4 26B · 4B active | 24.5 t/sQ5_K_S | 25.4 t/sQ4_K_M |
| GLM-5.3 320B · 18B active | doesn't fit at these settings | doesn't fit at these settings |
Change the context, RAM or model in the calculator: NVIDIA L4 · M2 Pro 32GB
Every report on each card, with its source: NVIDIA L4 · M2 Pro 32GB