Can I Run Aya Expanse on NVIDIA RTX 6000 Ada Generation?

作者: Jakub Rusinowski · 最后更新: 2026年7月21日

Yes, comfortably — you'll have ~28.5 GB of headroom running Aya Expanse 32B at Q4_K_M (19.501125 GB, ~40 tok/s (est.)) with room for up to 64K context.

Buy This HardwareNVIDIA RTX 6000 Ada Generation 48GB — 48 GB VRAM · 300 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 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

Aya Expanse 32B on the NVIDIA RTX 6000 Ada Generation: VRAM by quantization

QuantVRAM neededFits 48 GB?Max context
F1666.1 GB✗ No
Q8_035.8 GB✓ Yes64K
Q6_K28 GB✓ Yes64K
Q5_K_M24.4 GB✓ Yes64K
Q4_K_M21 GB✓ Yes64K
Q3_K_M15.2 GB✓ Yes64K
Q2_K12.1 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.

Aya Expanse Sizes That Fit the NVIDIA RTX 6000 Ada Generation

Aya Expanse 32BQ4_K_M · 19.501125 GB · ~40 tok/s (est.)
Aya Expanse 8BQ4_K_M · 4.8481125 GB · ~121 tok/s (est.)
Buy vs. rent Aya Expanse
Buy the GPU
~$6,799
NVIDIA RTX 6000 Ada Generation · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$6,799) beats renting at $0.34/hr after about 27.8 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 Aya Expanse on the NVIDIA RTX 6000 Ada Generation?

Yes, comfortably — you'll have ~28.5 GB of headroom running Aya Expanse 32B at Q4_K_M (19.501125 GB, ~40 tok/s (est.)) with room for up to 64K context.

What's the best Aya Expanse size for the NVIDIA RTX 6000 Ada Generation?

Aya Expanse 32B at Q4_K_M quantization (19.501125 GB), estimated ~40 tokens/sec, up to 64K context.

Every Aya Expanse size on the NVIDIA RTX 6000 Ada Generation

SizeVRAMVerdictSpeed
Aya Expanse 32B19.5 GBRuns~40 tok/s
Aya Expanse 8B4.8 GBRuns~121 tok/s

Aya Expanse on Other GPUs

Popular Models on the NVIDIA RTX 6000 Ada Generation

VRAM Tier

Troubleshooting

Buying Guide

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