llamaperf

M1 16GB vs M3 Pro 18GB for local LLMs

3 reports on the M1 16GB and 1 on the M3 Pro 18GB

Which is faster for local LLMs?

Nobody has reported the same model at the same quant on both cards yet, so there's no measured head-to-head. Memory bandwidth, which caps how fast a card can write, is 2.2x higher on the M3 Pro 18GB (68 GB/s on the M1 16GB, 154 on the M3 Pro 18GB). The estimates below compare them on the models people run most.

M1 16GB
Memory
16GB unified
Memory bandwidth
68 GB/s
FP16 compute
2.6 TFLOPS
Reports
3
M3 Pro 18GB
Memory
18GB unified
Memory bandwidth
154 GB/s
FP16 compute
7.4 TFLOPS
Reports
1

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.

ModelM1 16GBM3 Pro 18GB
Qwen3.8 27Bdoesn't fit at these settingsdoesn't fit at these settings
Qwen3.8 125B · 6B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 35B · 3B activedoesn't fit at these settingsdoesn't fit at these settings
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27Bdoesn't fit at these settingsdoesn't fit at these settings
Gemma 4 26B · 4B activedoesn't fit at these settings35.1 t/sQ2_K

Change the context, RAM or model in the calculator: M1 16GB · M3 Pro 18GB

Every report on each card, with its source: M1 16GB · M3 Pro 18GB

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