Can I Run Nemotron Cascade 2 on NVIDIA RTX 6000 Ada Generation?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026

Yes, comfortably — you'll have ~5.7 GB of headroom running Nemotron Cascade 2 70B at Q4_K_M (42.2625 GB, ~20 tok/s (est.)) with room for up to 16K context.

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NVIDIA RTX 6000 Ada Generation 48GB
48 GB VRAM · 300 W board power
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NVIDIA RTX 6000 Ada Generation Specs

VRAM48 GB
Memory Bandwidth960 GB/s

Nemotron Cascade 2 70B on the NVIDIA RTX 6000 Ada Generation: VRAM by quantization

QuantVRAM neededFits 48 GB?Max context
F16142 GB✗ No
Q8_076.4 GB✗ No
Q6_K59.4 GB✗ No
Q5_K_M51.6 GB✗ No
Q4_K_M44.3 GB✓ Yes16K
Q3_K_M31.8 GB✓ Yes32K
Q2_K25 GB✓ Yes64K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 48 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Nemotron Cascade 2 Sizes That Fit the NVIDIA RTX 6000 Ada Generation

Nemotron Cascade 2 70BQ4_K_M · 42.2625 GB · ~20 tok/s (est.)
Nemotron Cascade 2 30BQ4_K_M · 18.1125 GB · ~42 tok/s (est.)
Buy vs. rent Nemotron Cascade 2
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~$6,799
NVIDIA RTX 6000 Ada Generation · MSRP
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A100 (80 GB) class

At 2 hrs/day, buying (~$6,799) beats renting at $0.77/hr after about 12.3 years.

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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

Will Nemotron Cascade 2 run on the NVIDIA RTX 6000 Ada Generation?

Yes, comfortably — you'll have ~5.7 GB of headroom running Nemotron Cascade 2 70B at Q4_K_M (42.2625 GB, ~20 tok/s (est.)) with room for up to 16K context.

Which Nemotron Cascade 2 variant fits best on the NVIDIA RTX 6000 Ada Generation?

Nemotron Cascade 2 70B at Q4_K_M quantization (42.2625 GB), estimated ~20 tokens/sec, up to 16K context.

Every Nemotron Cascade 2 size on the NVIDIA RTX 6000 Ada Generation

SizeVRAMVerdictSpeed
Nemotron Cascade 2 70B42.3 GBRuns~20 tok/s
Nemotron Cascade 2 30B18.1 GBRuns~42 tok/s

Nemotron Cascade 2 on Other GPUs

Popular Models on the NVIDIA RTX 6000 Ada Generation

VRAM Tier

Troubleshooting

Buying Guide

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