llamaperf

M4 Max 128GB vs NVIDIA RTX 2080 Ti 22GB (modded) for local LLMs

52 reports on the M4 Max 128GB and 9 on the NVIDIA RTX 2080 Ti 22GB (modded)

Which is faster for local LLMs?

On Qwen3.6 35B · 3B active at 4-bit, the M4 Max 128GB has 81.1 generation tokens/s (one run); prompt processing 1423.5 tokens/s (one run); the NVIDIA RTX 2080 Ti 22GB (modded) has 69.0 generation 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 13% higher on the NVIDIA RTX 2080 Ti 22GB (modded) (546 GB/s on the M4 Max 128GB, 616 on the NVIDIA RTX 2080 Ti 22GB (modded)).

M4 Max 128GB
Memory
128GB unified
Memory bandwidth
546 GB/s
FP16 compute
18.4 TFLOPS
Reports
52
NVIDIA RTX 2080 Ti 22GB (modded)
Memory
22GB
Memory bandwidth
616 GB/s
FP16 compute
108 TFLOPS
Reports
9

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

ModelM4 Max 128GBNVIDIA RTX 2080 Ti 22GB (modded)
Qwen3.6 35B · 3B active4-bit81.1one runPP 1423.5 (one run)llama.cppcontext not stated69.0one runllama.cpp16K 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.

ModelM4 Max 128GBNVIDIA RTX 2080 Ti 22GB (modded)
Qwen3.6 35B · 3B active21.2 t/sFP1693.6 t/sQ3_K_M
Qwen3.8 27B6.7 t/sFP1625.1 t/sQ4_K_S
Qwen3.8 125B · 6B active30.7 t/sQ5_K_S18.6 t/sQ2_K, experts in RAM
DeepSeek V4 Flash 284B · 13B active48.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B6.7 t/sFP1625.1 t/sQ4_K_S
Gemma 4 26B · 4B active18.2 t/sFP1656.6 t/sQ4_K_M
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: M4 Max 128GB · NVIDIA RTX 2080 Ti 22GB (modded)

Every report on each card, with its source: M4 Max 128GB · NVIDIA RTX 2080 Ti 22GB (modded)

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