Can I Run Gemma 4 on NVIDIA GeForce RTX 4090?

作者: Jakub Rusinowski · 最后更新: 2026年6月3日

Yes, comfortably — you'll have ~6 GB of headroom running Gemma 4 31B at Q4_K_M (18 GB, ~56 tok/s (est.)).

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在亚马逊查看价格 — NVIDIA GeForce RTX 4090 24GB

NVIDIA GeForce RTX 4090 Specs

VRAM24 GB
Memory Bandwidth1008 GB/s

Gemma 4 31B on the NVIDIA GeForce RTX 4090: VRAM by quantization

QuantVRAM neededFits 24 GB?Max context
F1672.7 GB✗ No
Q8_043.7 GB✗ No
Q6_K36.1 GB✗ No
Q5_K_M32.7 GB✗ No
Q4_K_M29.4 GB✗ No
Q3_K_M23.9 GB✓ Yes4K
Q2_K20.9 GB✓ Yes4K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 24 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Gemma 4 Sizes That Fit the NVIDIA GeForce RTX 4090

Gemma 4 31BQ4_K_M · 18 GB · ~56 tok/s (est.)
Gemma 4 26B-A4BQ4_K_M · 16 GB · ~400 tok/s (est.)
Gemma 4 12B (Unified)Q4_K_M · 10 GB · ~101 tok/s (est.)
Gemma 4 E4BQ4 (QAT) · 5.5 GB · ~183 tok/s (est.)
Gemma 4 E2BQ4 (QAT) · 5 GB · ~202 tok/s (est.)
Buy vs. rent Gemma 4
Buy the GPU
~$1,599
NVIDIA GeForce RTX 4090 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$1,599) beats renting at $0.34/hr after about 6.5 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.

FAQ

Will Gemma 4 run on the NVIDIA GeForce RTX 4090?

Yes, comfortably — you'll have ~6 GB of headroom running Gemma 4 31B at Q4_K_M (18 GB, ~56 tok/s (est.)).

Which Gemma 4 variant fits best on the NVIDIA GeForce RTX 4090?

Gemma 4 31B at Q4_K_M quantization (18 GB), estimated ~56 tokens/sec.

Gemma 4 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 4090

VRAM Tier

Troubleshooting

Buying Guide

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