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Compatibility Report

StarCoder 2 15B on NVIDIA GeForce RTX 4060 Ti 16GB

Yes — RTX 4060 Ti 16GB handles StarCoder 2 15B well at Q5_K_M — 25 tok/s. Solid daily-driver performance on 16 GB VRAM.

Model Size

15.5B

Device VRAM

16 GB

Bandwidth

288 GB/s

Quantization

Q5_K_M

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for StarCoder 2 15B on NVIDIA GeForce RTX 4060 Ti 16GB at Q5_K_M. This is the best supported pairing we can stand behind today.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q5_K_M25 tok/s280ms✓ YesGoodestimated

Notes

Q5_K_M

Q5 at 10.7GB on 16GB. Good FIM support makes it suitable for code completion backends.

About StarCoder 2 15B

StarCoder 2 15B (15.5B) is a coding, ai coding model. Trained on The Stack v2 with 619 programming languages. Full 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 NVIDIA GeForce RTX 4060 Ti 16GB

NVIDIA GeForce RTX 4060 Ti 16GB has 16 GB at 288 GB/s. Street price: $449.

See all models NVIDIA GeForce RTX 4060 Ti 16GB can run →
Hardware

Builds with NVIDIA GeForce RTX 4060 Ti 16GB

Estimate method: Community benchmarks. Reference hardware source: github.com (2026-01-15)

Performance varies by driver version, inference engine, quantization method, context length, and system configuration. Figures shown are estimates based on community benchmarks and may not reflect your exact setup. Product names are trademarks of their respective owners. OwnRig is independent and not affiliated with any hardware or AI model provider.