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Can RX 7600 XT 16GB run Devstral-Small-2507?

AMD · 16 GB GDDR6 · 288 GB/s bandwidth · Mistral · 23.6B · model ctx up to 128K

No — Devstral-Small-2507 at Q4 needs ≈ 16.34 GB even at 4K context, beyond the RX 7600 XT 16GB's 16 GB GDDR6. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 16.2 tok/s (estimated, batch 1). FP16 needs ≈ 52.92 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K16.34 GBNo21.3 est.
Q48K default18.7 GBNo16.2 est.
Q432K32.86 GBNo5.3 est.
FP164K50.56 GBNo0.6 est.
FP168K default52.92 GBNo0.6 est.
FP1632K67.08 GBNo

Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

QuantWeightsKV cacheOverheadTotal neededRX 7600 XT 16GB VRAM
Q412.98 GB4.72 GB1 GB18.7 GB16 GB
FP1647.2 GB4.72 GB1 GB52.92 GB16 GB

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