Can I Run Gemma 4 E2B on AMD Radeon RX 7800 XT?

作者: Jakub Rusinowski · 最后更新: 2026年9月29日

Yes. Gemma 4 E2B needs 4.7 GB at 8K context (2.9 GB weights + 1.8 GB KV cache/overhead) at Q4 (QAT) and the AMD Radeon RX 7800 XT has 16 GB, leaving about 11.3 GB of headroom, at roughly 85 tok/s (estimated).

See what else this hardware can run →

The numbers

ModelGemma 4 E2B
Parameters2B (Efficient)
QuantizationQ4 (QAT)
VRAM needed (8K context)4.7 GB
AMD Radeon RX 7800 XT VRAM16 GB
VerdictRuns
Estimated speed~85 tok/s

Gemma 4 E2B on the AMD Radeon RX 7800 XT: VRAM by quantization

QuantVRAM neededFits 16 GB?Max contextWhole PC
F1612 GB✓ Yes32K—
Q8_07.2 GB✓ Yes64K—
Q6_K6 GB✓ Yes64K—
Q5_K_M5.4 GB✓ Yes64K—
Q4_K_M4.9 GB✓ Yes64K—
Q3_K_M4 GB✓ Yes64K—
Q2_K3.5 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 16 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 (QAT) on the AMD Radeon RX 7800 XT: 8K 4.7 GB · 32K 7.7 GB · 125K 19.4 GB ✗. Past 125K it no longer fits 16 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 (QAT). If you want more capability, check whether the next size up also fits.

No compatible GPU? Gemma 4 E2B on 8 GB of system RAM, CPU only: runs, but it is tight.

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Running Gemma 4 E2B on this card:

AMD Radeon RX 7800 XT 16GB
16 GB VRAM · 263 W board power
2026年价格波动较大——请以当前商品页价格为准。
在亚马逊查看价格

Buy vs. rent Gemma 4 E2B
Buy the GPU
~$499
AMD Radeon RX 7800 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$499) beats renting at $0.34/hr after about 2.0 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 7800 XT

Gemma 4 E2B on nearby hardware

All Gemma 4 sizes on the AMD Radeon RX 7800 XT | Gemma 4 E2B model page | AMD Radeon RX 7800 XT GPU page | VRAM calculator | Check your hardware