NVIDIA RTX A2000 12GB — Benchmarks & Specs
Bottom line: how fast is the NVIDIA RTX A2000 12GB?
For local LLM inference it generates 35.7 tokens/sec running llama3.1:8b at q4_K_M under llama.cpp, per LocalScore. In Geekbench 5 CUDA it scores 83,470 points, per HardwareDB. Its 12 GB of VRAM is the binding constraint for local inference: the largest model on file at 4-bit quantization on this card is qwen2.5:14b (14.8B parameters, q4_K_M), generating 19.5 tokens/sec under llama.cpp, per LocalScore.
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 RTX A2000 12GB is a graphics card from the Ampere Pro family released in 2021 from NVIDIA. Key on-paper specs include 12 GB of GDDR6 VRAM, 70W TDP. It launched with a $450 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 16 synthetic benchmark results (top 10 shown), 4 community AI inference reports, compiled from HardwareDB, LocalScore, Notebookcheck, knightli.com llama.cpp GPU Scoreboards, PassMark, topcpu.net 3DMark Rankings; each table row links to its source. Read this page when shopping the NVIDIA RTX A2000 12GB, comparing it against other graphics cards in your build, or sizing it for a specific workload (synthetic benchmark scores 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 |
|---|---|---|---|---|---|
| llama3.2:1b | q4_K_M llama.cpp | 140.0 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 | |
| llama2:7b | q4_0 llama.cpp | 45.5 tok/s | — | knightli.com llama.cpp GPU Scoreboards 2026-04-23 | |
| llama3.1:8b | q4_K_M llama.cpp | 35.7 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 | |
| qwen2.5:14b | q4_K_M llama.cpp | 19.5 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 |
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 |
|---|---|---|---|
| Geekbench 5 CUDA | 83,470 points | HardwareDB 2022-01-01 | |
| Geekbench 5 OpenCL | 79,123 points | HardwareDB 2022-01-01 | |
| Geekbench 6 OpenCL | 72,991 points | HardwareDB 2022-01-01 | |
| Geekbench 6 Vulkan | 70,140 points | HardwareDB 2022-01-01 | |
| 3DMark Solar Bay | 26,502 points | Notebookcheck 2023-12-01 | |
| 3DMark Fire Strike | 14,566 points | Notebookcheck 2023-12-01 | |
| PassMark G3D Mark | 13,672 points | PassMark PerformanceTest 2022-04-17 | |
| PassMark G3D Mark | 13,670 points | PassMark 2026-06-09 | |
| 3DMark Time Spy | 6,282 points | Notebookcheck 2023-12-01 | |
| 3DMark Time Spy | 5,834 points | topcpu.net 3DMark Rankings 2022-01-01 |
Full Specifications
| tdp w | 70 |
|---|---|
| vram gb | 12 |
| cuda cores | 3328 |
| memory type | GDDR6 |
NVIDIA RTX A2000 12GB — Frequently Asked Questions
What is the NVIDIA RTX A2000 12GB best used for?
When was the NVIDIA RTX A2000 12GB released, and what was its launch MSRP?
Where do the NVIDIA RTX A2000 12GB benchmark numbers come from?
Can the NVIDIA RTX A2000 12GB run local LLMs?
Where can I buy the NVIDIA RTX A2000 12GB?
Buying guides that rank the NVIDIA RTX A2000 12GB'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 RTX A2000 12GB
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