Can I Run OLMo 2 on NVIDIA GeForce RTX 4080?

作者: Jakub Rusinowski · 最后更新: 2026年7月12日

Yes, comfortably — you'll have ~7.7 GB of headroom running OLMo 2 13B Instruct at Q4_K_M (8.271374999999999 GB, ~51 tok/s (est.)) with room for up to 4K context.

Buy This HardwareNVIDIA GeForce RTX 4080 16GB — 16 GB VRAM · 320 W board powerDeploy in the Cloud NowRTX 4090 on RunPod — from $0.34/hr · rate checked 2026-07

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NVIDIA GeForce RTX 4080 16GB
16 GB VRAM · 320 W board power
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NVIDIA GeForce RTX 4080 Specs

VRAM16 GB
Memory Bandwidth717 GB/s

OLMo 2 13B Instruct on the NVIDIA GeForce RTX 4080: VRAM by quantization

QuantVRAM neededFits 16 GB?Max context
F1631.6 GB✗ No
Q8_018.7 GB✗ No
Q6_K15.4 GB✓ Yes4K
Q5_K_M13.9 GB✓ Yes4K
Q4_K_M12.4 GB✓ Yes4K
Q3_K_M10 GB✓ Yes4K
Q2_K8.7 GB✓ Yes4K

VRAM needed assumes a 4K-token context with an f16 KV cache; “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.

OLMo 2 Sizes That Fit the NVIDIA GeForce RTX 4080

OLMo 2 13B InstructQ4_K_M · 8.271374999999999 GB · ~51 tok/s (est.)
OLMo 2 7B InstructQ4_K_M · 4.407375 GB · ~83 tok/s (est.)
Buy vs. rent OLMo 2
Buy the GPU
~$1,199
NVIDIA GeForce RTX 4080 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$1,199) beats renting at $0.34/hr after about 4.9 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

OLMo 2 on the NVIDIA GeForce RTX 4080 — does it fit?

Yes, comfortably — you'll have ~7.7 GB of headroom running OLMo 2 13B Instruct at Q4_K_M (8.271374999999999 GB, ~51 tok/s (est.)) with room for up to 4K context.

Which OLMo 2 variant fits best on the NVIDIA GeForce RTX 4080?

OLMo 2 13B Instruct at Q4_K_M quantization (8.271374999999999 GB), estimated ~51 tokens/sec, up to 4K context.

Every OLMo 2 size on the NVIDIA GeForce RTX 4080

SizeVRAMVerdictSpeed
OLMo 2 13B Instruct8.3 GBRuns~51 tok/s
OLMo 2 7B Instruct4.4 GBRuns~83 tok/s

OLMo 2 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 4080

VRAM Tier

Troubleshooting

Buying Guide

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