Can I Run Gemma 4 12B (Unified) on AMD Radeon RX 7900 XT?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 12 lipca 2026

Yes. Gemma 4 12B (Unified) needs 9.4 GB at 8K context (7.2 GB weights + 2.2 GB KV cache/overhead) at Q4_K_M and the AMD Radeon RX 7900 XT has 20 GB, leaving about 10.6 GB of headroom, at roughly 54 tok/s (estimated) with room for up to 64K of context.

See what else this hardware can run →

The numbers

ModelGemma 4 12B (Unified)
Parameters12B
QuantizationQ4_K_M
VRAM needed (8K context)9.4 GB
AMD Radeon RX 7900 XT VRAM20 GB
VerdictRuns
Max context64K
Estimated speed~54 tok/s

Gemma 4 12B (Unified) on the AMD Radeon RX 7900 XT: VRAM by quantization

QuantVRAM neededFits 20 GB?Max contextWhole PC
F1626.1 GB✗ No——
Q8_014.9 GB✓ Yes32K—
Q6_K11.9 GB✓ Yes32K—
Q5_K_M10.6 GB✓ Yes64K—
Q4_K_M9.4 GB✓ Yes64K—
Q3_K_M7.2 GB✓ Yes64K—
Q2_K6.1 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 20 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the AMD Radeon RX 7900 XT: 8K 9.4 GB · 32K 13.3 GB · 125K 28.5 GB ✗. Past 125K it no longer fits 20 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

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.

No compatible GPU? Gemma 4 12B (Unified) on 16 GB of system RAM, CPU only: runs, but it is tight.

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Running Gemma 4 12B (Unified) on this card:

AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
Ceny w 2026 są niestabilne — sprawdź aktualną ofertę.
Sprawdź cenę na Amazon

Buy vs. rent Gemma 4 12B (Unified)
Buy the GPU
~$899
AMD Radeon RX 7900 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$899) beats renting at $0.34/hr after about 3.7 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 Gemma 4 sizes on the AMD Radeon RX 7900 XT

Gemma 4 12B (Unified) on nearby hardware

All Gemma 4 sizes on the AMD Radeon RX 7900 XT | Gemma 4 12B (Unified) model page | AMD Radeon RX 7900 XT GPU page | VRAM calculator | Check your hardware