NVIDIA A100 PCIe 40GB — Benchmarks & Specs
Bottom line: how fast is the NVIDIA A100 PCIe 40GB?
For local LLM inference it generates 3385.7 tokens/sec running gemma-3-4b-it at FP16 under vllm, per DatabaseMart. In PassMark G3D Mark it scores 13,326 points, per PassMark VideoCardBenchmark. Its 40 GB of VRAM is the binding constraint for local inference: that capacity fits 32B-parameter models at Q4 without offloading to system RAM.
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 40GB is a graphics card from the Ampere family released in 2020 from NVIDIA. Key on-paper specs include 40 GB of GDDR VRAM, 250W TDP. It launched with a $12,000 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 5 synthetic benchmark results, 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 40GB, 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 |
|---|---|---|---|---|---|
| gemma-3-4b-it | FP16 vllm | 3385.7 tok/s | 8.1 GB | DatabaseMart 2025-03-01 | |
| llama2:7b | FP16 vllm | 2246.0 tok/s | — | vLLM GitHub Discussions 2023-06-27 | |
| llama-7b | — vllm | 2246.0 tok/s | — | vllm GitHub Discussion #275 2023-06-27 | |
| DeepSeek-R1-Distill-Llama-8B | FP16 vllm | 2225.3 tok/s | 15.0 GB | DatabaseMart 2025-03-01 | |
| deepseek-r1-distill-llama:8b | BF16 vllm | 2225.0 tok/s | 15.0 GB | Databasemart.com 2026-08-25 | |
| qwen2.5:7b | FP16 vllm | 2091.2 tok/s | 15.0 GB | DatabaseMart 2025-03-01 | |
| qwen2.5:7b | BF16 vllm | 2091.0 tok/s | 15.0 GB | Databasemart.com 2026-08-25 | |
| qwen3:32b | FP16 vllm | 913.7 tok/s | — | DatabaseMart 2025-05-01 | |
| open_llama:13b | FP16 vllm | 745.2 tok/s | — | vLLM GitHub Discussions 2023-07-03 | |
| DeepSeek-R1-Distill-Qwen-14B | FP16 vllm | 615.6 tok/s | 28.0 GB | DatabaseMart 2025-03-01 | |
| deepseek-r1:14b | FP16 vllm | 615.6 tok/s | 28.0 GB | DatabaseMart 2026-08-03 | |
| deepseek-r1-distill-qwen:14b | BF16 vllm | 615.6 tok/s | 28.0 GB | Databasemart.com 2026-08-25 |
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 |
|---|---|---|---|
| PassMark G3D Mark | 13,326 points | PassMark VideoCardBenchmark 2025-01-01 | |
| HPL (High Performance LINPACK) FP64 | 10,940 Gflops | Puget Systems Labs 2021-05-21 | |
| Blender (Bizon composite) | 3,788 points | Bizon Tech GPU Benchmarks 2024-01-01 | |
| V-Ray GPU | 1,555 points | Bizon Tech GPU Benchmarks 2024-01-01 | |
| OctaneBench | 498 points | Bizon Tech GPU Benchmarks 2024-01-01 |
Full Specifications
| tdp w | 250 |
|---|---|
| vram gb | 40 |
| cuda cores | 6912 |
| memory type | HBM2 |
NVIDIA A100 PCIe 40GB — Frequently Asked Questions
What is the NVIDIA A100 PCIe 40GB best used for?
When was the NVIDIA A100 PCIe 40GB released, and what was its launch MSRP?
Where do the benchmark numbers on this page come from?
Can the NVIDIA A100 PCIe 40GB run local LLMs?
Where can I buy the NVIDIA A100 PCIe 40GB?
Buying guides that rank the NVIDIA A100 PCIe 40GB's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
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