Can I Run Gemma 4 on NVIDIA GeForce RTX 5070 Ti?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, comfortably — Gemma 4 12B (Unified) at Q4_K_M needs 8.7 GB at 8K context (7.2 GB weights + 1.5 GB KV cache/overhead), leaving ~7.3 GB of the NVIDIA GeForce RTX 5070 Ti's 16 GB, at ~80 tok/s (est.), with room for up to 64K context.

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NVIDIA GeForce RTX 5070 Ti 16GB
16 GB VRAM · 300 W board power
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NVIDIA GeForce RTX 5070 Ti Specs

VRAM16 GB
Memory Bandwidth896 GB/s

Gemma 4 12B (Unified) on the NVIDIA GeForce RTX 5070 Ti: VRAM by quantization

QuantVRAM neededFits 16 GB?Max contextWhole PC
F1625.4 GB✗ No——
Q8_014.2 GB✓ Yes64K—
Q6_K11.3 GB✓ Yes64K—
Q5_K_M9.9 GB✓ Yes64K—
Q4_K_M8.7 GB✓ Yes64K—
Q3_K_M6.6 GB✓ Yes64K—
Q2_K5.4 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache. 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_K_M on the NVIDIA GeForce RTX 5070 Ti: 8K 8.7 GB · 32K 9.1 GB · 125K 10.6 GB. Every window this model publishes still fits 16 GB.

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

Gemma 4 Sizes That Fit the NVIDIA GeForce RTX 5070 Ti (at 8K context)

Gemma 4 12B (Unified)Q4_K_M · 8.7 GB at 8K context · ~80 tok/s (est.)
Gemma 4 E4BQ4 (QAT) · 6.4 GB at 8K context · ~112 tok/s (est.)
Gemma 4 E2BQ4 (QAT) · 4.7 GB at 8K context · ~150 tok/s (est.)
Buy vs. rent Gemma 4
Buy the GPU
~$749
NVIDIA GeForce RTX 5070 Ti · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$749) beats renting at $0.34/hr after about 3.1 years.

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RunPod $0.34/hr
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Vast.ai $0.35/hr · typical low · varies
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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

Is the NVIDIA GeForce RTX 5070 Ti enough to run Gemma 4 locally?

Yes, comfortably — Gemma 4 12B (Unified) at Q4_K_M needs 8.7 GB at 8K context (7.2 GB weights + 1.5 GB KV cache/overhead), leaving ~7.3 GB of the NVIDIA GeForce RTX 5070 Ti's 16 GB, at ~80 tok/s (est.), with room for up to 64K context.

What's the best Gemma 4 size for the NVIDIA GeForce RTX 5070 Ti?

Gemma 4 12B (Unified) at Q4_K_M quantization needs 8.7 GB at 8K context (7.2 GB weights + 1.5 GB KV cache/overhead), estimated ~80 tokens/sec, up to 64K context.

Every Gemma 4 size on the NVIDIA GeForce RTX 5070 Ti

SizeVRAM at 8KVerdictSpeed
Gemma 4 31B21.4 GBRuns at Q3_K_M—
Gemma 4 26B-A4B17 GBRuns at Q3_K_M—
Gemma 4 12B (Unified)8.7 GBRuns~80 tok/s
Gemma 4 E4B6.4 GBRuns~112 tok/s
Gemma 4 E2B4.7 GBRuns~150 tok/s

Gemma 4 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 5070 Ti

VRAM Tier

Troubleshooting

Buying Guide

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