Can I Run Qwen 2.5 Family on NVIDIA H100 80GB (PCIe)?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026

Yes, comfortably — Qwen 2.5 72B Instruct at Q4_K_M needs 47 GB at 8K context (43.5 GB weights + 3.5 GB KV cache/overhead), leaving ~33 GB of the NVIDIA H100 80GB (PCIe)'s 80 GB, at ~35 tok/s (est.), with room for up to 64K context.

See what else this hardware can run →

Kup ten sprzęt NVIDIA H100 80GB PCIe — 80 GB VRAM · 350 W board powerUruchom w chmurze NVIDIA H100 80GB w RunPod — od $2.89/godz. · stawka sprawdzona 2026-07

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NVIDIA H100 80GB PCIe
80 GB VRAM · 350 W board power
Ceny w 2026 są niestabilne — sprawdź aktualną ofertę.
Sprawdź cenę na Amazon

NVIDIA H100 80GB (PCIe) Specs

VRAM80 GB
Memory Bandwidth2000 GB/s

Qwen 2.5 72B Instruct on the NVIDIA H100 80GB (PCIe): VRAM by quantization

QuantVRAM neededFits 80 GB?Max contextWhole PC
F16147.5 GB✗ No——
Q8_080 GB✓ Yes8K—
Q6_K62.5 GB✓ Yes32K—
Q5_K_M54.5 GB✓ Yes64K—
Q4_K_M47 GB✓ Yes64K—
Q3_K_M34.2 GB✓ Yes128K—
Q2_K27.2 GB✓ Yes128K—

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

Superseded model. Qwen 2.5 Family has been superseded by Qwen 3. This page is kept for reference; the newer family is a better starting point. View Qwen 3 32B →

Context costs VRAM too. At Q4_K_M on the NVIDIA H100 80GB (PCIe): 8K 47 GB · 32K 55 GB · 128K 87.2 GB ✗. Past 128K it no longer fits 80 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Qwen 2.5 Family on 8 GB of system RAM, CPU only: runs, but it is tight.

Qwen 2.5 Family Sizes That Fit the NVIDIA H100 80GB (PCIe) (at 8K context)

Qwen 2.5 72B InstructQ4_K_M · 47 GB at 8K context · ~35 tok/s (est.)
Qwen 2.5 Coder 32BQ4_K_M · 22.3 GB at 8K context · ~70 tok/s (est.)
Qwen 2.5 14B InstructQ4_K_M · 10.9 GB at 8K context · ~130 tok/s (est.)
Qwen 2.5 7B InstructQ4_K_M · 5.9 GB at 8K context · ~197 tok/s (est.)
Buy vs. rent Qwen 2.5 Family
Buy the GPU
~$25,000
NVIDIA H100 80GB (PCIe) · MSRP
Rent by the hour
from $0.77/hr
A100 (80 GB) class

At 2 hrs/day, buying (~$25,000) beats renting at $0.77/hr after about 45.1 years.

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Vast.ai $0.77/hr · typical low · varies
Rent on Vast.ai →
RunPod $1.39/hr
Rent on RunPod →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Can I run Qwen 2.5 Family on the NVIDIA H100 80GB (PCIe)?

Yes, comfortably — Qwen 2.5 72B Instruct at Q4_K_M needs 47 GB at 8K context (43.5 GB weights + 3.5 GB KV cache/overhead), leaving ~33 GB of the NVIDIA H100 80GB (PCIe)'s 80 GB, at ~35 tok/s (est.), with room for up to 64K context.

What's the best Qwen 2.5 Family size for the NVIDIA H100 80GB (PCIe)?

Qwen 2.5 72B Instruct at Q4_K_M quantization needs 47 GB at 8K context (43.5 GB weights + 3.5 GB KV cache/overhead), estimated ~35 tokens/sec, up to 64K context.

Every Qwen 2.5 Family size on the NVIDIA H100 80GB (PCIe)

SizeVRAM at 8KVerdictSpeed
Qwen 2.5 72B Instruct47 GBRuns~35 tok/s
Qwen 2.5 Coder 32B22.3 GBRuns~70 tok/s
Qwen 2.5 14B Instruct10.9 GBRuns~130 tok/s
Qwen 2.5 7B Instruct5.9 GBRuns~197 tok/s

Qwen 2.5 Family on Other GPUs

Popular Models on the NVIDIA H100 80GB (PCIe)

VRAM Tier

Troubleshooting

Buying Guide

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