llamaperf

M5 Max 48GB vs NVIDIA RTX 5080 for local LLMs

67 reports on the M5 Max 48GB and 26 on the NVIDIA RTX 5080

Which is faster for local LLMs?

On Llama 3.2 3B at 4-bit, the M5 Max 48GB has 199.9 generation tokens/s (one run); prompt processing 6122.5 tokens/s (one run); the NVIDIA RTX 5080 has 298.6 generation tokens/s (one run); prompt processing 19397.4 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 1.6x higher on the NVIDIA RTX 5080 (614 GB/s on the M5 Max 48GB, 960 on the NVIDIA RTX 5080).

M5 Max 48GB
Memory
48GB unified
Memory bandwidth
614 GB/s
FP16 compute
not on record
Reports
67
NVIDIA RTX 5080
Memory
16GB
Memory bandwidth
960 GB/s
FP16 compute
225 TFLOPS
Reports
26

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

ModelM5 Max 48GBNVIDIA RTX 5080
Llama 3.2 3B4-bit199.9one runPP 6122.5 (one run)llama.cppcontext not stated298.6one runPP 19397.4 (one run)Ollama16K 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.

ModelM5 Max 48GBNVIDIA RTX 5080
Llama 3.2 3B81.4 t/sFP1688.0 t/sFP16
Qwen3.8 27B22.3 t/sQ6_K62.6 t/sQ2_K
Qwen3.8 125B · 6B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 35B · 3B active88.4 t/sQ5_K_M207.0 t/sQ2_K
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27B22.3 t/sQ6_K62.6 t/sQ2_K
Gemma 4 26B · 4B active43.2 t/sQ8_0139.6 t/sQ3_K_S

Change the context, RAM or model in the calculator: M5 Max 48GB · NVIDIA RTX 5080

Every report on each card, with its source: M5 Max 48GB · NVIDIA RTX 5080

More comparisons