Can an Apple M4 Pro 48GB run Qwen3 14B?

Yes

At Q8_0 it needs 16.28 GB of the 36 GB available and generates around 12.3 tokens per second at an 8k context window.

In practice

Qwen3 14B sits comfortably on Apple M4 Pro 48GB. At Q8_0 it takes 16.28 GB of the 36 GB available, which leaves 19.72 GB spare, enough for the 8k window we assumed and for a window of up to about 32k tokens before memory runs out. Generation runs at about 12.3 tokens per second, faster than most people read, so a 500-token answer takes about 40 seconds.

Of the memory in use, 90% is the weights and 8% is the attention cache. There is no higher-quality file to step up to, so the spare memory is best spent on a longer window.

Reading a 4,000-token prompt, roughly a long email or a few pages of text, takes about 45 seconds before the first word appears. That part is limited by compute and not by bandwidth, so it follows a different spec from the writing speed.

The numbers

Qwen3 14B has 14.77 billion parameters across 40 layers. The Apple M4 Pro 48GB has 48 GB of unified memory at 273 GB/s, of which about 36 GB is left for a model once the operating system has taken its share.

QuantizationTotal neededFitsSpeed
Q8_0 16.28 GB yes 12.3 t/s
Q6_K 12.94 GB yes 15.6 t/s
Q5_K_M 11.44 GB yes 17.6 t/s
Q4_K_M 9.97 GB yes 20.4 t/s
IQ4_XS 8.97 GB yes 22.7 t/s
Q3_K_M 8.38 GB yes 24.4 t/s
IQ3_XXS degraded 6.92 GB yes 29.8 t/s
Q2_K degraded 7.42 GB yes 27.7 t/s
IQ2_XXS degraded 5.2 GB yes 40.3 t/s

9 of the 9 levels fit entirely. Levels marked degraded are listed for completeness, not as advice.

How long a conversation it holds

Memory rises with the length of the conversation because the attention cache keeps a key and a value for every token. At Q8_0, the longest window that still fits on this device is 32k tokens. Setting the window to what you need and no more is the cheapest way to buy back memory.

ContextCacheTotalFits
4k 0.63 GB 15.65 GB yes
8k 1.25 GB 16.28 GB yes
16k 2.5 GB 17.53 GB yes
32k 5 GB 20.03 GB yes

The settings we would use

llama-server -m <model>.gguf -ngl all -c 8192 -fa on

In Ollama, set OLLAMA_CONTEXT_LENGTH to the window you want, run ollama ps while the model is loaded and check that the processor column reads 100% GPU. If it shows a split on a model that fits, the Ollama guide shows how to fix it. The llama.cpp flags guide explains each option above.

What else an Apple M4 Pro 48GB runs well

For comparison, these are the other popular models that fit this device at a sound quantization, best pairings first.

ModelQuantizationMemorySpeed
Qwen3 30B A3B Q8_0 31.27 GB 26.8 t/s
GPT OSS 20B MXFP4 11.81 GB 45.1 t/s
Qwen3.5 9B Q8_0 10.22 GB 21.0 t/s
Qwen3.5 27B Q5_K_M 19.46 GB 10.2 t/s

The same model on nearby hardware

Memory decides whether Qwen3 14B loads and bandwidth decides how quickly it answers. Here is what a step down, a card with the same memory and a step up do with it.

DeviceMemoryBandwidthResult
Apple M3 Max 36GB 36 GB 400 GB/s Q8_0, 18.0 t/s
Apple M4 Max 64GB 64 GB 546 GB/s Q8_0, 24.6 t/s

See how fast it feels

Apple M4 Pro 48GB running Qwen3 14B at Q8_0

Wait for the first word5.5 s
Then writes at12.3 tok/s
Whole answer20 s

YouWhy does my model use more memory when the conversation gets longer?

Model

Simulated from our estimate at a 512-token question, not a recording. Assumes nothing else is competing for the GPU.

Questions people ask

How much VRAM does Qwen3 14B need on Apple M4 Pro 48GB?

At Q4_K_M with an 8k context window it needs 9.97 GB in total: 8.3 GB of weights, 1.25 GB of KV cache and 0.41 GB of runtime overhead. The Apple M4 Pro 48GB makes about 36 GB available once the operating system has taken its share.

What context length can Apple M4 Pro 48GB handle with Qwen3 14B?

At Q8_0 the longest window that still fits is about 32k tokens. Memory grows with the window, so a shorter one leaves room for a higher quantization.

How fast is Qwen3 14B on Apple M4 Pro 48GB?

We estimate about 12.3 tokens per second at Q8_0, which is faster than most people read. A 500-token answer takes about 40 seconds. Memory bandwidth of 273 GB/s sets that ceiling, and the estimate is good to about 10 to 30 percent.

Keep going

Everything the Apple M4 Pro 48GB runs, the full breakdown for Qwen3 14B, how the numbers are made in the methodology, or a different pairing in the calculator.