Can I Run Gemma 4 on NVIDIA GeForce RTX 4090?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, comfortably — you'll have ~5.3 GB of headroom running Gemma 4 31B at Q4_K_M (18.71625 GB, ~43 tok/s (est.)) with room for up to 16K context.

See what else this hardware can run →

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NVIDIA GeForce RTX 4090 24GB
24 GB VRAM · 450 W board power
2026 prices are volatile — check the current listing.
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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
F1663.7 GB✗ No
Q8_034.6 GB✗ No
Q6_K27.1 GB✗ No
Q5_K_M23.7 GB✓ Yes4K
Q4_K_M20.4 GB✓ Yes16K
Q3_K_M14.9 GB✓ Yes32K
Q2_K11.9 GB✓ Yes32K

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 · 18.71625 GB · ~43 tok/s (est.)
Gemma 4 26B-A4BQ4_K_M · 15.6975 GB · ~174 tok/s (est.)
Gemma 4 12B (Unified)Q4_K_M · 7.245 GB · ~93 tok/s (est.)
Gemma 4 E4BQ4 (QAT) · 4.5 GB · ~130 tok/s (est.)
Gemma 4 E2BQ4 (QAT) · 2.86875 GB · ~171 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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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 ~5.3 GB of headroom running Gemma 4 31B at Q4_K_M (18.71625 GB, ~43 tok/s (est.)) with room for up to 16K context.

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

Gemma 4 31B at Q4_K_M quantization (18.71625 GB), estimated ~43 tokens/sec, up to 16K context.

Every Gemma 4 size on the NVIDIA GeForce RTX 4090

SizeVRAMVerdictSpeed
Gemma 4 31B18.7 GBRuns~43 tok/s
Gemma 4 26B-A4B15.7 GBRuns~174 tok/s
Gemma 4 12B (Unified)7.2 GBRuns~93 tok/s
Gemma 4 E4B4.5 GBRuns~130 tok/s
Gemma 4 E2B2.9 GBRuns~171 tok/s

Gemma 4 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 4090

VRAM Tier

Troubleshooting

Buying Guide

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