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StarCoder 2 15B on Apple M3 Pro (18GB Unified)

Apple M3 Pro (18GB Unified) can run StarCoder 2 15B at 4 tok/s at Q3_K_M, though performance is marginal. Consider a higher-end GPU for better results.

Model Size

15.5B

Device VRAM

18 GB

Bandwidth

150 GB/s

Quantizations Tested

1

Performance by Quantization

Each row shows StarCoder 2 15B performance at a different quality level on Apple M3 Pro (18GB Unified).

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q3_K_M4 tok/s1700ms✓ YesMarginalestimated

Notes

Q3_K_M

Fits at Q3. Very slow. Marginal for code completion.

About StarCoder 2 15B

StarCoder 2 15B (15.5B) is a coding, ai coding model. Trained on The Stack v2 with 619 programming languages. Strong fill-in-the-middle (FIM) support for code completion. BigCode's best model — competitive but surpassed by Qwen 2.5 Coder on most benchmarks.

View all StarCoder 2 15B hardware options →

About Apple M3 Pro (18GB Unified)

Apple M3 Pro (18GB Unified) has 18 GB at 150 GB/s. Available in MacBook Pro 14", MacBook Pro 16".

See all models Apple M3 Pro (18GB Unified) can run →

Source: MLX performance estimates (2026-03-15)

Data last updated: 2026-03-01