NVIDIA A100 PCIe 80GB — Benchmarks & Specs
Bottom line: how fast is the NVIDIA A100 PCIe 80GB?
For local LLM inference it generates 1133.6 tokens/sec running deepseek-r1:14b at FP16 under vllm, per DatabaseMart. Its 80 GB of VRAM is the binding constraint for local inference: that capacity fits 70B-parameter open-weight models at Q4 without offloading.
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 A100 PCIe 80GB is a graphics card from the Ampere family released in 2021 from NVIDIA. Key on-paper specs include 80 GB of GDDR VRAM, 300W TDP. It launched with a $15,000 MSRP, though street prices typically diverge meaningfully from launch pricing — see the linked product cards below for current Amazon listings. Data on this page draws on 12 community AI inference reports, aggregated from public benchmark databases (TechPowerUp, PassMark, Geekbench, Cinebench) and the LocalLLaMA community. Read this page when shopping the NVIDIA A100 PCIe 80GB, comparing it against other graphics cards in your build, or sizing it for a specific workload (gaming at 1080p/1440p/4K, productivity benchmarks, or local LLM inference).
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-r1:14b | FP16 vllm | 1133.6 tok/s | 28.0 GB | DatabaseMart 2026-08-25 | |
| llama3:70b | AWQ-4bit other | 700.0 tok/s | — | BentoML 2024-06-05 | |
| llama3.3:70b | BF16 tgi | 570.0 tok/s | — | Silex Data Blog 2025-01-01 | |
| llama-3.3-70b-instruct | BF16 tensorrt-llm | 570.0 tok/s | — | Silex Data 2025-02-01 | |
| qwq:32b | FP16 vllm | 522.2 tok/s | 62.0 GB | DatabaseMart 2026-08-25 | |
| deepseek-r1:32b | FP16 vllm | 472.2 tok/s | 62.0 GB | DatabaseMart 2026-08-25 | |
| deepseek-r1-distill-qwen:32b | BF16 vllm | 472.2 tok/s | 62.0 GB | Databasemart.com 2025-03-01 | |
| gemma2:27b | FP16 vllm | 302.3 tok/s | 51.0 GB | DatabaseMart 2026-08-25 | |
| gemma2:27b | BF16 vllm | 302.3 tok/s | 51.0 GB | Databasemart.com 2025-03-01 | |
| llama2:7b | Q4_0 llama.cpp | 200.9 tok/s | — | llama.cpp GitHub 2024-06-01 | |
| llama3.1:8b | Q4_K_M vllm | 142.0 tok/s | 6.0 GB | Markaicode 2024-10-01 | |
| llama3.1:8b | q4_K_M vllm | 142.0 tok/s | 6.0 GB | Markaicode 2026-07-04 |
Full Specifications
| tdp w | 300 |
|---|---|
| vram gb | 80 |
| cuda cores | 6912 |
| memory type | HBM2e |
NVIDIA A100 PCIe 80GB — Frequently Asked Questions
What is the NVIDIA A100 PCIe 80GB best used for?
When was the NVIDIA A100 PCIe 80GB released, and what was its launch MSRP?
Where do the benchmark numbers on this page come from?
Can the NVIDIA A100 PCIe 80GB run local LLMs?
Where can I buy the NVIDIA A100 PCIe 80GB?
Buying guides that rank the NVIDIA A100 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 A100 PCIe 80GB
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