M1 Pro 32GB vs AMD Strix Halo 128GB for local LLMs
3 reports on the M1 Pro 32GB and 320 on the AMD Strix Halo 128GB
Which is faster for local LLMs?
On Qwen3.6 35B · 3B active at 4-bit, the M1 Pro 32GB has 25.4 generation tokens/s (one run); prompt processing 38.6 tokens/s (one run); the AMD Strix Halo 128GB has 60.0 generation tokens/s (7 runs); prompt processing 1005.3 tokens/s (7 runs). 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 25% higher on the AMD Strix Halo 128GB (205 GB/s on the M1 Pro 32GB, 256 on the AMD Strix Halo 128GB).
- Memory
- 32GB unified
- Memory bandwidth
- 205 GB/s
- FP16 compute
- 5.2 TFLOPS
- Reports
- 3
- Memory
- 128GB unified
- Memory bandwidth
- 256 GB/s
- FP16 compute
- 59 TFLOPS
- Reports
- 320
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 | M1 Pro 32GB | AMD Strix Halo 128GB |
|---|---|---|
| Qwen3.6 35B · 3B active4-bit | 25.4one runPP 38.6 (one run)llama.cpp32K context | 60.07 runsPP 1005.3 (7 runs)llama.cpp, 3 not stated30K context, 6 not stated |
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 Pro 32GB | AMD Strix Halo 128GB |
|---|---|---|
| Qwen3.6 35B · 3B active | 40.7 t/sQ3_K_M | 12.6 t/sFP16 |
| Qwen3.8 27B | 11.2 t/sQ4_K_S | 3.5 t/sFP16 |
| Qwen3.8 125B · 6B active | doesn't fit at these settings | 12.6 t/sQ6_K |
| DeepSeek V4 Flash 284B · 13B active | doesn't fit at these settings | 33.5 t/sQ2_K |
| Qwen3.6 27B | 11.2 t/sQ4_K_S | 3.5 t/sFP16 |
| Gemma 4 26B · 4B active | 24.6 t/sQ4_K_M | 9.5 t/sFP16 |
| DeepSeek V4.1 Flash 552B · 16B active | doesn't fit at these settings | doesn't fit at these settings |
Change the context, RAM or model in the calculator: M1 Pro 32GB · AMD Strix Halo 128GB
Every report on each card, with its source: M1 Pro 32GB · AMD Strix Halo 128GB