M1 Ultra 128GB vs M4 32GB for local LLMs
11 reports on the M1 Ultra 128GB and 14 on the M4 32GB
Which is faster for local LLMs?
On Qwen3 8B at 4-bit, the M1 Ultra 128GB has 81.2 generation tokens/s (one run); prompt processing 518.0 tokens/s (one run); the M4 32GB has 19.7 generation tokens/s (one run); prompt processing 223.8 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 6.8x higher on the M1 Ultra 128GB (819 GB/s on the M1 Ultra 128GB, 120 on the M4 32GB). Across 2 shared models with generation measurements on both cards, the M1 Ultra 128GB's median is higher on 2 and the M4 32GB's on 0.
- Memory
- 128GB unified
- Memory bandwidth
- 819 GB/s
- FP16 compute
- 21 TFLOPS
- Reports
- 11
- Memory
- 32GB unified
- Memory bandwidth
- 120 GB/s
- FP16 compute
- 4.3 TFLOPS
- Reports
- 14
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
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 | M1 Ultra 128GB | M4 32GB |
|---|---|---|
| Qwen3 8B | 25.2 t/sFP16 | 11.4 t/sQ8_0 |
| Qwen3 4B | 50.4 t/sFP16 | 11.4 t/sFP16 |
| Qwen3.8 27B | 7.5 t/sFP16 | 6.8 t/sQ4_K_S |
| Qwen3.8 125B · 6B active | 34.0 t/sQ5_K_S | doesn't fit at these settings |
| Qwen3.6 35B · 3B active | 23.5 t/sFP16 | 24.6 t/sQ3_K_M |
| DeepSeek V4 Flash 284B · 13B active | 53.5 t/sQ2_K | doesn't fit at these settings |
| Qwen3.6 27B | 7.5 t/sFP16 | 6.8 t/sQ4_K_S |
| Gemma 4 26B · 4B active | 20.2 t/sFP16 | 14.9 t/sQ4_K_M |
Change the context, RAM or model in the calculator: M1 Ultra 128GB · M4 32GB
Every report on each card, with its source: M1 Ultra 128GB · M4 32GB