Can I Run Yi 1.5 34B Chat on NVIDIA RTX 6000 Ada Generation?

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

Yes. Yi 1.5 34B Chat needs 23.6 GB at 8K context (20.8 GB weights + 2.8 GB KV cache/overhead) at Q4_K_M and the NVIDIA RTX 6000 Ada Generation has 48 GB, leaving about 24.4 GB of headroom, at roughly 37 tok/s (estimated) with room for up to 16K of context.

See what else this hardware can run →

The numbers

ModelYi 1.5 34B Chat
Parameters34B
QuantizationQ4_K_M
VRAM needed (8K context)23.6 GB
NVIDIA RTX 6000 Ada Generation VRAM48 GB
VerdictRuns
Max context16K
Estimated speed~37 tok/s

Yi 1.5 34B Chat on the NVIDIA RTX 6000 Ada Generation: VRAM by quantization

QuantVRAM neededFits 48 GB?Max contextWhole PC
F1671.6 GB✗ No——
Q8_039.4 GB✓ Yes16K—
Q6_K31 GB✓ Yes16K—
Q5_K_M27.2 GB✓ Yes16K—
Q4_K_M23.6 GB✓ Yes16K—
Q3_K_M17.5 GB✓ Yes16K—
Q2_K14.1 GB✓ Yes16K—

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 48 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the NVIDIA RTX 6000 Ada Generation: 8K 23.6 GB · 31K 29.4 GB. Every window this model publishes still fits 48 GB.

What to do next

Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.

No compatible GPU? Yi 1.5 34B Chat on 32 GB of system RAM, CPU only: runs comfortably.

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Running Yi 1.5 34B Chat on this card:

NVIDIA RTX 6000 Ada Generation 48GB
48 GB VRAM · 300 W board power
2026年价格波动较大——请以当前商品页价格为准。
在亚马逊查看价格

Buy vs. rent Yi 1.5 34B Chat
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
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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.

Other Yi 1.5 Family sizes on the NVIDIA RTX 6000 Ada Generation

Yi 1.5 34B Chat on nearby hardware

All Yi 1.5 Family sizes on the NVIDIA RTX 6000 Ada Generation | Yi 1.5 34B Chat model page | NVIDIA RTX 6000 Ada Generation GPU page | VRAM calculator | Check your hardware