Can I Run Nemotron Cascade 2 on NVIDIA GeForce RTX 3080 (10GB)?

Written by Jakub Rusinowski · Last updated July 12, 2026

No — Nemotron Cascade 2 doesn't fit the NVIDIA GeForce RTX 3080 (10GB)'s 10 GB; you're short by ~1.6 GB even at Q2_K. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).

Buy This HardwareAMD Radeon RX 7900 XT 20GB — 20 GB VRAM · 315 W board powerDeploy in the Cloud NowRTX 4090 on RunPod — from $0.34/hr · rate checked 2026-07

or compare on Vast.ai from $0.35/hr (typical low · varies)

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NVIDIA GeForce RTX 3080 (10GB) Specs

VRAM10 GB
Memory Bandwidth760 GB/s

Nemotron Cascade 2 30B on the NVIDIA GeForce RTX 3080 (10GB): VRAM by quantization

QuantVRAM neededFits 10 GB?Max context
F1661.7 GB✗ No
Q8_033.6 GB✗ No
Q6_K26.3 GB✗ No
Q5_K_M23 GB✗ No
Q4_K_M19.8 GB✗ No
Q3_K_M14.5 GB✗ No
Q2_K11.6 GB✗ No

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 10 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Why It Does Not Fit

Every Nemotron Cascade 2 variant requires more VRAM than the NVIDIA GeForce RTX 3080 (10GB) provides (10 GB).

Nearest GPU That Fits

AMD Radeon RX 7900 XT (20 GB VRAM).

AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon
Won't fit — rent Nemotron Cascade 2 instead

Nemotron Cascade 2 needs ~18 GB but this GPU has 10 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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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 3080 (10GB) enough to run Nemotron Cascade 2 locally?

No — Nemotron Cascade 2 doesn't fit the NVIDIA GeForce RTX 3080 (10GB)'s 10 GB; you're short by ~1.6 GB even at Q2_K. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).

What's the cheapest GPU that runs Nemotron Cascade 2?

The AMD Radeon RX 7900 XT (20 GB VRAM) is the cheapest upgrade that fits it.

Nemotron Cascade 2 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 3080 (10GB)

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Nemotron Cascade 2 Model Page | NVIDIA GeForce RTX 3080 (10GB) GPU Page | Check Your Hardware