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NVIDIA H100 80GB (PCIe) for local LLMs

Written by Jakub Rusinowski · Last updated

With 80 GB at 2,000 GB/s, the H100 80GB (PCIe) runs 130 catalogued models at Q4_K_M with 8K context. The largest that fits is Devstral-2 123B (~75.1 GB), and the top pick is GPT-OSS 120B at 147–306 tok/s.

The reference datacenter GPU for LLM serving: 80 GB HBM3, FP8 transformer engine, first-class vLLM/TensorRT-LLM support. One H100 serves a 70B model to a whole department; 2–4× serve 100B+ MoE models. No official MSRP — figure shown is a typical single-unit PCIe street price; most businesses buy it inside an OEM server or rent it hourly (see the cloud directory) before committing.

Models that run on the H100 80GB (PCIe)

Q4_K_M, 8K context, 80 GB usable. Ranked by quality and speed.

ModelVRAMSpeed
GPT-OSS 120B
GPT-OSS
71.9 GB147–306 tok/s
Llama 4.5 Scout
Llama 4.5
66.6 GB66–136 tok/s
Llama 4 Scout 17B
Llama 4
68.2 GB70–146 tok/s
Llama 3.2 Vision 90B
Llama 3.2 Vision
57.8 GB18–38 tok/s
Qwen3-Coder-Next (80B-A3B MoE)
Qwen3-Coder
49.1 GB136–283 tok/s
Kolibri 1
Kolibri
48.4 GB182–378 tok/s
Llama 3.3 70B Instruct
Llama 3.3
45.7 GB23–47 tok/s
Cogito v1 70B
Cogito v1
45.7 GB23–47 tok/s
Apertus 70B
Apertus
43.1 GB23–47 tok/s
Cosmos 3 Super
Cosmos 3
39.4 GB43–90 tok/s
K2 Horizon MoVA 36B-A4B
K2 Horizon
25 GB141–293 tok/s
Qwen 3.6 35B-A3B
Qwen 3.6
22.1 GB191–396 tok/s
Showing 12 of 130

Buy it or rent the same memory

Buy the card, or rent a GPU with the same memory by the hour to try models first.

Buy this hardware NVIDIA H100 80GB PCIe — 80 GB VRAM · 350 W board powerDeploy in the cloud now NVIDIA H100 80GB on RunPod — from $2.89/hr · rate checked 2026-07

or compare on Vast.ai

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NVIDIA H100 80GB PCIe
80 GB VRAM · 350 W board power
2026 prices are volatile — check the current listing.

Speed vs other GPUs

Llama 3.1 8B, Q4_K_M. Estimated ranges. How this is calculated

Specifications

Specs last updated 2026-07-21.

Memory
80 GB
Memory bandwidth
2,000 GB/s
Architecture
Hopper GH100
Series
Server
Board power
350 W
Release year
2022
Launch price
$25,000
Usable for models
80 GB
Best forproduction inference at scale70B+ modelsfine-tuningvLLM serving
Recommended first model (Ollama)

Similar GPUs

Frequently asked questions

Can the NVIDIA H100 80GB (PCIe) run local LLMs?

Yes. With 80 GB (80 GB usable by a model) it runs 130 of the catalogued models at Q4_K_M with 8K context; the largest is Devstral-2 123B, needing about 75.1 GB.

How fast is the NVIDIA H100 80GB (PCIe) for AI inference?

It is estimated to run Llama 3.1 8B at 120–250 tok/s at Q4_K_M. Llama 3.3 70B is estimated at 23–48 tok/s. These are modelled estimates from memory bandwidth, not measurements; the methodology page shows the formula.

What LLMs can I run on 80 GB?

Among the best that fit: GPT-OSS 120B, Llama 4.5 Scout, Llama 4 Scout 17B, Llama 3.2 Vision 90B, Qwen3-Coder-Next (80B-A3B MoE). The quickest start is Ollama: ollama run llama3.3:70b.