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Compatibility Report

StarCoder 2 15B on AMD Radeon RX 7600

AMD Radeon RX 7600 cannot run StarCoder 2 15B. 8 GB VRAM is insufficient at any quantization level.

Model Size

15.5B

Device VRAM

8 GB

Bandwidth

288 GB/s

Quantization

Q3_K_M

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for StarCoder 2 15B on AMD Radeon RX 7600 at Q3_K_M. This pairing has limitations β€” check the rating and notes below.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q3_K_M4 tok/s1282msβœ— OffloadMarginalestimated

Notes

Q3_K_M

Budget RDNA 3 card. Vulkan is the most reliable local runtime; ROCm support is more limited. Q3_K_M needs ~7.3GB and relies on offloading on this card.

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 β†’

About AMD Radeon RX 7600

AMD Radeon RX 7600 has 8 GB at 288 GB/s. Street price: $239.

See all models AMD Radeon RX 7600 can run β†’

Estimate method: Estimated from rtx-4060-8gb compatibility patterns plus ROCm/Vulkan adjustments. Reference hardware source: github.com (2026-03-26)

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.