Best GPU Options for TS‑h2490FU? Anyone Running Surveillance + LLaMA on It

Hi everyone,

Has anyone here successfully added a GPU to the QNAP TS‑h2490FU? I’m looking into whether GPU acceleration is practical on this model and would really appreciate any real‑world experience.

The documentation for the TS‑h2490FU doesn’t clearly list supported GPUs, and I’m trying to understand what actually works in the field. I’m specifically interested in NVIDIA cards such as the NVIDIA L4, NVIDIA A2, or NVIDIA A30.

My use cases are:

• Adding camera surveillance analytics (AI motion detection, indexing, object recognition)
• Running a local LLaMA model for on‑prem inference and internal AI workloads

If you’ve added a GPU to the TS‑h2490FU:

• Which GPU model did you install?
• Did QTS hero detect it properly?
• Any issues with power, thermals, or PCIe slot compatibility?
• Any limitations when using it for AI or surveillance workloads?

I’m trying to determine what the best GPU option is for this chassis, or whether GPU support is realistically limited on this platform.

Thanks in advance for any insights.

Hi @mingmanhk

Thanks for your question — this is a great use case to think through.

First, the most important point: this is about cooling, not just compatibility.
The L4, A2, and A30 are all passive data-center GPUs, designed back in 2021–2023 for previous-generation GPU servers. They have no fans of their own and rely entirely on the strong, directed front-to-back airflow of a purpose-built GPU server to stay within thermal limits. Without that engineered airflow they overheat very easily — in fact, even outside a NAS, simply dropping one of these into an ordinary open PC workstation is risky. The TS-h2490FU is an all-flash storage platform, and its airflow is tuned for general cooling, so these cards are not a good physical fit for that chassis.

Second, on the driver side, there’s another blocker.
Data-center cards and workstation cards behave very differently in terms of GPU detection, driver support, and passthrough. Our NAS platforms do not include drivers for those data-center cards — which is exactly why you won’t find them on the compatibility list. So even setting thermals aside, the L4/A2/A30 would not come up cleanly.

Third, a quick note on availability, for your planning.
The A2 already has an end-of-life notice (clearing stock only), the A30 is an older Ampere-generation card that’s gradually being phased out (may still be orderable through SIs/distributors, but harder to source), and the L4 is the only one of the three that remains a current, widely available product.

Fourth, on the model-sizing question for your LLaMA workload.
VRAM is the deciding factor. All three of those cards have 24 GB VRAM, which is plenty for Llama 3 8B only — it runs comfortably even in FP16. However, the bigger 70B-class models (Llama 3 70B, or Llama 4 Scout) need roughly 40~70 GB+ even at 4-bit and simply won’t fit in 24 GB; those need a 96 GB-class card or multi-GPU. So it still depends on your development direction and application.

So what we’d actually recommend:
Rather than forcing a passive data-center card into a storage NAS, the cleaner path is a system designed for GPU compute paired with an actively-cooled professional card. For your two workloads — surveillance analytics plus a local 8B-class LLM — a great entry point is the NVIDIA RTX PRO 4000 Blackwell SFF. It’s also 24 GB, but it’s a newer Blackwell-generation card with GDDR7 and FP4 support, draws only 70 W, has its own fan, and is slot-powered. It’s newer, faster, and notably more affordable than an L4.

If you later want to scale up to Llama 3 70B or Llama 4, that’s a different tier: you’d want the RTX PRO 6000 Blackwell (96 GB), which requires a special design like the QAI-h1290FX — purpose-built for this kind of GPU and not something the standard TS-h1290FX can accommodate.

But seem like TVS‑AIh1688ATX is only model support RTX PRO 6000 Blackwell (96 GB), QAI‑H1290FX does no show support RTX PRO 6000 Blackwell (96 GB), could you confirm?

Hi @mingmanhk

QAI-h1290FX now is supporting RTX PRO 6000 Blackwell Max-Q Workstation Edition, please note that’s Max-Q & Workstation which is 300W and contain active cooling.