Can I Run Qwen 2.5 VL on NVIDIA GeForce RTX 5070?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, comfortably — Qwen 2.5 VL 7B Instruct at Q4_K_M needs 6.3 GB at 8K context (5 GB weights + 1.3 GB KV cache/overhead), leaving ~5.7 GB of the NVIDIA GeForce RTX 5070's 12 GB, at ~88 tok/s (est.), with room for up to 64K context.

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NVIDIA GeForce RTX 5070 12GB
12 GB VRAM · 250 W board power
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NVIDIA GeForce RTX 5070 Specs

VRAM12 GB
Memory Bandwidth672 GB/s

Qwen 2.5 VL 7B Instruct on the NVIDIA GeForce RTX 5070: VRAM by quantization

QuantVRAM neededFits 12 GB?Max contextWhole PC
F1617.8 GB✗ No——
Q8_010.1 GB✓ Yes32K—
Q6_K8.1 GB✓ Yes64K—
Q5_K_M7.1 GB✓ Yes64K—
Q4_K_M6.3 GB✓ Yes64K—
Q3_K_M4.8 GB✓ Yes64K—
Q2_K4 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 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Superseded model. Qwen 2.5 VL has been superseded by Qwen 3. This page is kept for reference; the newer family is a better starting point. Can I run Qwen 3 on NVIDIA GeForce RTX 5070? →

Context costs VRAM too. At Q4_K_M on the NVIDIA GeForce RTX 5070: 8K 6.3 GB · 32K 7.7 GB · 125K 13.1 GB ✗. Past 125K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Qwen 2.5 VL 7B Instruct on 8 GB of system RAM, CPU only: runs, but it is tight.

Qwen 2.5 VL Sizes That Fit the NVIDIA GeForce RTX 5070 (at 8K context)

Qwen 2.5 VL 7B InstructQ4_K_M · 6.3 GB at 8K context · ~88 tok/s (est.)
Buy vs. rent Qwen 2.5 VL
Buy the GPU
~$549
NVIDIA GeForce RTX 5070 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$549) beats renting at $0.34/hr after about 2.2 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

Is the NVIDIA GeForce RTX 5070 enough to run Qwen 2.5 VL locally?

Yes, comfortably — Qwen 2.5 VL 7B Instruct at Q4_K_M needs 6.3 GB at 8K context (5 GB weights + 1.3 GB KV cache/overhead), leaving ~5.7 GB of the NVIDIA GeForce RTX 5070's 12 GB, at ~88 tok/s (est.), with room for up to 64K context.

What's the best Qwen 2.5 VL size for the NVIDIA GeForce RTX 5070?

Qwen 2.5 VL 7B Instruct at Q4_K_M quantization needs 6.3 GB at 8K context (5 GB weights + 1.3 GB KV cache/overhead), estimated ~88 tokens/sec, up to 64K context.

Every Qwen 2.5 VL size on the NVIDIA GeForce RTX 5070

SizeVRAM at 8KVerdictSpeed
Qwen 2.5 VL 72B Instruct47.8 GBDoes not fit—
Qwen 2.5 VL 7B Instruct6.3 GBRuns~88 tok/s

Qwen 2.5 VL on Other GPUs

Popular Models on the NVIDIA GeForce RTX 5070

VRAM Tier

Troubleshooting

Buying Guide

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