NVIDIA H100 PCIe 80GB — Benchmarks & Specs
Bottom line: how fast is the NVIDIA H100 PCIe 80GB?
For local LLM inference it generates 28.2 tokens/sec running qwen3:72b at q4_K_M under ollama, per DatabaseMart. In 3DMark Time Spy it scores 2,681 points, per TechSpot. Its 80 GB of VRAM is the binding constraint for local inference: the largest model on file at 4-bit quantization on this card is qwen2.5:110b (110B parameters, q4_K_M), generating 20.2 tokens/sec under ollama, per DatabaseMart.
Every figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
The NVIDIA H100 PCIe 80GB is a datacenter accelerator from the Hopper family released in 2022 from NVIDIA. Key on-paper specs include 80 GB of HBM2e memory, 350W TDP. It launched with a $32,000 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 1 synthetic benchmark result, 26 community AI inference reports (top 12 shown), 1 measured game frame-rate result, compiled from DatabaseMart, TechSpot, GPU-Benchmarks-on-LLM-Inference, Koyeb GPU Benchmarks, llama.cpp GitHub Discussions, Spheron Blog, VALDI Docs; each table row links to its source. Read this page when shopping the NVIDIA H100 PCIe 80GB, comparing it against other datacenter accelerators for your server or cluster, or sizing it for a specific workload (LLM inference and serving, fine-tuning, or HPC compute).
Gaming Performance (measured FPS)
Average and 1% low frame rates by game, resolution, and quality preset. Bars are scaled against the fastest result on this page.
| Game | Resolution | Settings | Relative | Avg FPS | 1% low | Source |
|---|---|---|---|---|---|---|
| Red Dead Redemption 2 | 1440p | High | 8 fps | — | TechSpot 2023-06-21 |
AI Inference Performance
Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.
| Model | Quantization | Relative | Tokens/sec | VRAM used | Source |
|---|---|---|---|---|---|
| deepseek-r1-distill-qwen:14b | FP16 vllm | 3689.2 tok/s | — | DatabaseMart 2026-08-25 | |
| gemma2:27b | BF16 vllm | 1575.0 tok/s | 54.5 GB | DatabaseMart 2025-03-01 | |
| llama2:7b | q4_0 llama.cpp | 280.7 tok/s | — | llama.cpp GitHub Discussions 2024-01-01 | |
| llama3:8b | Q4_K_M llama.cpp | 145.6 tok/s | — | XiongjieDai/GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-12-01 | |
| llama3:8b | q4_K_M llama.cpp | 144.5 tok/s | — | GPU-Benchmarks-on-LLM-Inference (GitHub, XiongjieDai) 2024-05-01 | |
| llama3.3:70b | FP8 vllm | 120.0 tok/s | 76.0 GB | Spheron Blog 2026-01-01 |
Batched serving throughput
| Model | Quantization | Relative | Tokens/sec (aggregate) | VRAM used | Source |
|---|---|---|---|---|---|
| deepseek-r1-distill-qwen:7b | FP16 vllm batched | 6270.0 tok/s aggregate | 72.0 GB | DatabaseMart 2025-03-01 | |
| deepseek-r1-distill-llama:8b | FP16 vllm batched | 5561.0 tok/s aggregate | 72.0 GB | DatabaseMart 2025-03-01 | |
| deepseek-r1-distill-qwen:14b | FP16 vllm batched | 3689.0 tok/s aggregate | 72.0 GB | DatabaseMart 2025-03-01 | |
| llama3.1:8b | BF16 vllm 64 concurrent requests | 3621.0 tok/s aggregate | — | VALDI Docs 2024-09-01 | |
| llama3.1:8b | FP16 vllm 32 concurrent requests | 3008.0 tok/s aggregate | — | Koyeb GPU Benchmarks 2025-01-01 | |
| deepseek-r1-distill-qwen:32b | FP16 vllm batched | 1192.0 tok/s aggregate | 72.0 GB | DatabaseMart 2025-03-01 |
Synthetic Benchmarks
Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.
| Benchmark | Relative | Score | Source |
|---|---|---|---|
| 3DMark Time Spy | 2,681 points | TechSpot 2023-06-21 |
Full Specifications
| tdp w | 350 |
|---|---|
| vram gb | 80 |
| cuda cores | 14592 |
| memory type | HBM2e |
NVIDIA H100 PCIe 80GB — Frequently Asked Questions
What is the NVIDIA H100 PCIe 80GB best used for?
When was the NVIDIA H100 PCIe 80GB released, and what was its launch MSRP?
Where do the NVIDIA H100 PCIe 80GB benchmark numbers come from?
Can the NVIDIA H100 PCIe 80GB run local LLMs?
Where can I buy the NVIDIA H100 PCIe 80GB?
Buying guides that rank the NVIDIA H100 PCIe 80GB's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
Editorial guides covering the NVIDIA H100 PCIe 80GB
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