Can I Run StarCoder 2 15B on AMD Radeon RX 9070 XT?

Written by Jakub Rusinowski · Last updated August 15, 2026

Yes. StarCoder 2 15B needs 9.4 GB at Q4_K_M and the AMD Radeon RX 9070 XT has 16 GB, leaving about 6.6 GB of headroom, at roughly 44 tok/s (estimated) with room for up to 32K of context.

The numbers

ModelStarCoder 2 15B
Parameters15B
QuantizationQ4_K_M
VRAM needed9.4 GB
AMD Radeon RX 9070 XT VRAM16 GB
VerdictRuns
Max context32K
Estimated speed~44 tok/s

What to do next

Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.

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Running StarCoder 2 15B on this card:

AMD Radeon RX 9070 XT 16GB
16 GB VRAM · 220 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

Buy vs. rent StarCoder 2 15B
Buy the GPU
~$599
AMD Radeon RX 9070 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$599) beats renting at $0.34/hr after about 2.4 years.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

Other StarCoder 2 sizes on the AMD Radeon RX 9070 XT

StarCoder 2 15B on nearby hardware

All StarCoder 2 sizes on the AMD Radeon RX 9070 XT | VRAM calculator for StarCoder 2 15B | AMD Radeon RX 9070 XT GPU page | Check your hardware