Can I Run Qwen 2.5 Family on NVIDIA GeForce RTX 4070?

Written by Jakub Rusinowski · Last updated November 12, 2024

Yes, comfortably — you'll have ~2.5 GB of headroom running Qwen 2.5 14B Instruct at Q4_K_M (9.5 GB, ~53 tok/s (est.)) with room for up to 8K context.

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Check price on Amazon — NVIDIA GeForce RTX 4070 12GB

NVIDIA GeForce RTX 4070 Specs

VRAM12 GB
Memory Bandwidth504 GB/s

Qwen 2.5 14B Instruct on the NVIDIA GeForce RTX 4070: VRAM by quantization

QuantVRAM neededFits 12 GB?Max context
F1629.6 GB✗ No
Q8_016.5 GB✗ No
Q6_K13.1 GB✗ No
Q5_K_M11.5 GB✓ Yes4K
Q4_K_M10.1 GB✓ Yes8K
Q3_K_M7.6 GB✓ Yes16K
Q2_K6.2 GB✓ Yes32K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Qwen 2.5 Family Sizes That Fit the NVIDIA GeForce RTX 4070

Qwen 2.5 14B InstructQ4_K_M · 9.5 GB · ~53 tok/s (est.)
Qwen 2.5 7B InstructQ4_K_M · 4.8 GB · ~105 tok/s (est.)
Buy vs. rent Qwen 2.5 Family
Buy the GPU
~$599
NVIDIA GeForce RTX 4070 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$599) beats renting at $0.34/hr after about 2.4 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

Can I run Qwen 2.5 Family on the NVIDIA GeForce RTX 4070?

Yes, comfortably — you'll have ~2.5 GB of headroom running Qwen 2.5 14B Instruct at Q4_K_M (9.5 GB, ~53 tok/s (est.)) with room for up to 8K context.

What's the best Qwen 2.5 Family size for the NVIDIA GeForce RTX 4070?

Qwen 2.5 14B Instruct at Q4_K_M quantization (9.5 GB), estimated ~53 tokens/sec, up to 8K context.

Qwen 2.5 Family on Other GPUs

Popular Models on the NVIDIA GeForce RTX 4070

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Qwen 2.5 Family Model Page | NVIDIA GeForce RTX 4070 GPU Page | Check Your Hardware