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text model · ERNIE · macOS

Can I run ERNIE 4.5 21B-A3B on Apple M4 Max (128GB)?

Compatibility verdict VRAM threshold engine
Yes, it runs GPU accelerated

Yes. ERNIE 4.5 21B-A3B runs on Apple M4 Max (128GB) at Q4_K_M (~14.3 GB of ~96 GB usable).

Needs ~14.3 GB Device usable ~96 GB

Runs at Q4_K_M using ~14.3 GB of ~96 GB usable. You have room for FP16 for higher quality.

That figure is at a 4k context and moves about ±15% as context length changes. Apple M4 Max (128GB) leaves ~81.7 GB of headroom, room to step up to FP16 for higher quality.

Q4_K_M needed
~14.3 GB
Usable on device
~96 GB
Device memory
128 GB
Best quant
Q4_K_M
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Which quant fits

Quant ladder vs ~96 GB usable
Q2_K
~10.7 GB
Q3_K_M
~12.2 GB
Q4_K_M
~14.3 GB
Q5_K_M
~16.9 GB
Q6_K
~19.1 GB
Q8_0
~23.5 GB
FP16
~45.6 GB
The line marks Apple M4 Max (128GB)'s ~96 GB budget; rungs past it are too large.

Run it

Install commands macOS

Pick your tool. All 2 load the same Q4_K_M weights.

llama.cpp
$ llama-cli -hf unsloth/ERNIE-4.5-21B-A3B-PT-GGUF:Q4_K_M
LM Studio
$ lms get unsloth/ERNIE-4.5-21B-A3B-PT-GGUF

How to run it

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

Model ERNIE
Parameters
21B (MoE, 3B active)
Q4_K_M size
12.42 GB
Q8_0 size
21.61 GB
Context
131k
Full ERNIE 4.5 21B-A3B requirements →
Device macOS
Memory
128 GB unified
Usable for weights
~96 GB
Power draw
~145 W
Best runtime
MLX direct / Ollama (MLX backend)
Best models for Apple M4 Max (128GB) →

You could also run

Run ERNIE 4.5 21B-A3B on other hardware

FAQ

Can Apple M4 Max (128GB) run ERNIE 4.5 21B-A3B?

Yes. ERNIE 4.5 21B-A3B runs on Apple M4 Max (128GB) at Q4_K_M (~14.3 GB of ~96 GB usable).

How much memory does ERNIE 4.5 21B-A3B need?

Apple M4 Max (128GB) has room to spare. At Q4_K_M the weights are ~12.42 GB; with KV cache and runtime overhead, budget ~14.3 GB at a 4k context. It is a Mixture-of-Experts model (21B total / 3B active), so all experts must stay in memory; memory tracks total params, not active params.

What is the best tool to run ERNIE 4.5 21B-A3B 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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ERNIE 4.5 21B-A3B on Apple M4 Max (128GB) compatibility badge A live badge for your model card or README, updated as the data is.
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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.