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⇱ Qwen 3 8B on MacBook Pro M4 Pro 24GB? YES


Can Qwen 3 8B run on MacBook Pro M4 Pro 24GB?

YES — Runs Great

S92Excellent
Estimated — low-sample bucket· few comparable runs

Qwen 3 8B needs ~10.6 GB VRAM. MacBook Pro M4 Pro 24GB has 17.3 GB. With Q4_K_M quantization, expect ~43 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: LowStack: StandardBottleneck: Balanced
Share:

Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) — 10.6 GB, 42.6 tok/s, Runs well
10.6 GB required17.3 GB available
61% VRAM used

Fit status

Runs well

Decode

42.6 tok/s

TTFT

4544 ms

Safe context

65K

Memory

10.6 GB / 17.3 GB

Memory breakdown

Weights4.9 GB
KV Cache2.2 GB
Runtime0.9 GB
Headroom2.6 GB

See how fast it feels

See how fast it feelsQwen 3 8B on MacBook Pro M4 Pro 24GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 42.6 tok/s decode · 4.5s TTFT (warm) · 107 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

Shared-memory contention still exists

The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatSRuns well42.6 tok/s2479 ms65K
CodingSRuns well42.6 tok/s4544 ms65K
Agentic CodingSRuns well42.6 tok/s6610 ms65K
ReasoningSRuns well42.6 tok/s5371 ms65K
RAGSRuns well42.6 tok/s8263 ms65K

Quantization options

How Qwen 3 8B (8B params) fits at each quantization level on MacBook Pro M4 Pro 24GB (17.3 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.1 GB
LowS86
Q3_K_S
3
3.9 GB
LowS87
NVFP4
4
4.5 GB
MediumS88
Q4_K_M
4
4.9 GB
MediumS88
Q5_K_M
5
5.8 GB
HighS89
Q6_K
6
6.6 GB
HighS89
Q8_0Best for your GPU
8
8.6 GB
Very HighS91
F16
16
16.4 GB
MaximumF0

Get started

Copy-paste commands to run Qwen 3 8B on your machine.

Run

ollama run qwen3:8b

Your hardware

More models your MacBook Pro M4 Pro 24GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen 3.5 9B
9BS37.9 tok/s
👁 Mistral
Magistral Small 2507
24BA17.8 tok/s
👁 Mistral
Devstral Small 2 24B Instruct
24BA17.8 tok/s
👁 Alibaba
Qwen 3 14B
14BS23.4 tok/s

Frequently asked questions

See all results for MacBook Pro M4 Pro 24GBSee all hardware for Qwen 3 8B