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Can I run MiniMax-M1-80k on Apple M4 Pro (48GB)?

Compatibility verdict VRAM threshold engine
No, not enough memory would not load

No. MiniMax-M1-80k needs ~284.6 GB even at Q4_K_M, but Apple M4 Pro (48GB) only has ~32 GB usable.

Needs ~284.6 GB Device usable ~32 GB

Needs ~284.6 GB even at Q4_K_M, but only ~32 GB is usable.

That figure is at a 4k context and moves about ±15% as context length changes.

The gap is about 252.6 GB: MiniMax-M1-80k needs roughly 284.6 GB at Q4_K_M and Apple M4 Pro (48GB) leaves only about 32 GB usable for a model. No single tracked device has enough memory; MiniMax-M1-80k needs a multi-GPU or high-memory rig.

Q4_K_M needed
~284.6 GB
Usable on device
~32 GB
Device memory
48 GB
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Which quant fits

Quant ladder vs ~32 GB usable
Q2_K
~196.9 GB
Q3_K_M
~228.8 GB
Q4_K_M
~284.6 GB
Q5_K_M
~330.8 GB
Q6_K
~379.8 GB
Q8_0
~490.4 GB
FP16
~917.9 GB
The line marks Apple M4 Pro (48GB)'s ~32 GB budget; rungs past it are too large.

How to run it

On macOS use LM Studio (Polished GUI, ships MLX on Apple Silicon, one-click model downloads.).

Model MiniMax
Parameters
456B (MoE, 45.9B active)
Q4_K_M size
278.7 GB
Context
1000k
Full MiniMax-M1-80k requirements →
Device macOS
Memory
48 GB unified
Usable for weights
~32 GB
Power draw
~140 W
Best runtime
Ollama (MLX backend) / MLX direct
Best models for Apple M4 Pro (48GB) →

What you can run instead

FAQ

Can Apple M4 Pro (48GB) run MiniMax-M1-80k?

No. MiniMax-M1-80k needs ~284.6 GB even at Q4_K_M, but Apple M4 Pro (48GB) only has ~32 GB usable.

How much memory does MiniMax-M1-80k need?

Apple M4 Pro (48GB) does not have enough memory. At Q4_K_M the weights are ~278.7 GB; with KV cache and runtime overhead, budget ~284.6 GB at a 4k context. It is a Mixture-of-Experts model (456B total / 45.9B active), so all experts must stay in memory; memory tracks total params, not active params.

What is the best tool to run MiniMax-M1-80k on macOS?

LM Studio for a simple setup; mlx-lm for the most speed. vLLM is NOT a Mac tool, it is a CUDA/Linux serving engine. Unified memory is not a fixed VRAM slice; ~70% is usable for weights.

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Sources

Weights are measured from GGUF files; KV cache and overhead are computed, so totals can vary ~15% with context and runtime. Any tok/s is a bandwidth estimate. See methodology.