Can the Radeon RX 9070 XT run Qwen2.5 Coder 7B Instruct?
Fits comfortably at Q4_K_M.
Qwen2.5 Coder 7B Instruct is 7.61B parameters. At Q4_K_M the weights are about 4.3 GiB; with the 1.5 GiB runtime reserve that is 5.8 GiB against the card's 16GB, leaving about 10.2 GiB for context.
All three quants
16GB card| Quant | Weights | With reserve | Verdict | Headroom |
|---|---|---|---|---|
| Q4_K_Mthe everyday quant | 4.3 GiB | 5.8 GiB | Fits comfortably | 10.2 GiB |
| Q8_0near-lossless | 7.5 GiB | 9.0 GiB | Fits comfortably | 7.0 GiB |
| FP16full weights | 14.2 GiB | 15.7 GiB | Fits, tight on context | 0.3 GiB |
Verdict rules: fits comfortably when weights plus reserve sit within 85% of VRAM; tight when they fit with little left for context; CPU offload when they exceed VRAM by up to 2x (runs, slowly, with layers in system RAM); no beyond that. The KV cache per token depends on the model's architecture and is not modelled here.
Good match. Get the card.
The Radeon RX 9070 XT clears Qwen2.5 Coder 7B Instruct at Q4_K_M and at Q8_0. Live listings below; this page was rebuilt 2026-08-23.
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About the model
Qwen2.5 Coder 7B Instruct by Alibaba Qwen: 32,768-token native context, text, released 2024 under the Apache-2.0. Model card →