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Jetson nano for AI

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Interested in running frigate on my server as well as home assistant with voice support. Can I accelerate these by adding a Jetson nano to the network? Trying to maintain low power consumption and avoid paying a ton for a graphics card I won't use otherwise. I apologize in advance if this question is out there. Thanks!

  • Community Expert

HA VM on unriad? Or HA dockers?
*Recomend VM route due to chagnes....

Can it be done yes... I don't sere why not...

Executive Summary

  • Frigate: Yes, Jetson Nano works very well for Frigate object detection via NVIDIA hardware acceleration.

  • Home Assistant Voice: Partially — Jetson can help, but it’s not a turnkey offload the way Frigate is.

  • Unraid integration: The Jetson will not be part of Unraid itself; it runs as a separate network node.

  • Power efficiency: Jetson Nano is far more power-efficient than a desktop GPU.

  • Best overall low-power option (honestly): Google Coral TPU for Frigate + CPU for HA voice.

Architecture Reality Check (Important)

A Jetson Nano:

  • cannot be passed through to Unraid like a PCIe GPU

  • cannot be used as a remote CUDA device transparently

  • must run Frigate itself (or another inference service) and communicate over the network...

Think of it as a smart coprocessor box, not an accelerator card.

How it works

You run Frigate directly on the Jetson Nano:

  • Jetson OS (JetPack / Ubuntu)

  • Frigate Docker using:

    • NVIDIA NVDEC (video decode)

    • TensorRT / CUDA (object detection)

Your Unraid server:

  • Hosts cameras / storage

  • Runs Home Assistant

  • Talks to Frigate via MQTT / RTSP / HTTP

Why this is a good idea

  • Excellent inference per watt

  • No $300–$600 GPU sitting mostly idle

  • Nano idles very low power (~5–10W)

  • Handles multiple 1080p streams comfortably (model dependent)

Practical note

You will not run Frigate as an Unraid Docker in this setup!
It runs on the Jetson, period.


Home Assistant + Voice (This Is the Tricky Part )

Core Home Assistant

You can run Home Assistant on Unraid either way:

Option A — HA Docker (Recommended for Unraid users)

  • Lightweight

  • Easy backups

  • Works well with Frigate over MQTT

Option B — HA VM

  • Required only if you need:

    • Supervisor add-ons

    • Full HA OS experience

  • More overhead, more complexity

*Docker is usually the right call unless you need add-ons.


Voice Acceleration Reality

Voice in HA usually involves:

  • Wake word detection

  • Speech-to-Text (STT)

  • Text-to-Speech (TTS)

Jetson Nano:

  • Not directly supported as a remote accelerator for HA voice

  • ⚠️ Can run Whisper / Piper / OpenWakeWord locally — but:

    • Integration is manual

    • Networking adds latency

    • Maintenance burden increases

Most people find:

  • CPU STT on a modern server is “good enough”

  • Or use cloud STT selectively

  • Or use ESP32-S3 voice satellites


Power-Efficient Alternatives (Strongly Consider These)

Google Coral TPU (USB or M.2)

Entity: Google Coral

Why it’s often better than Jetson:

  • 2–3W power draw

  • Directly supported by Frigate

  • Plug-and-play with Unraid

  • No extra node to maintain

This is the sweet spot if your primary concern is:

“I don’t want a GPU I won’t otherwise use”

Intel iGPU (if available)

If your Unraid CPU has:

  • Intel iGPU + Quick Sync

You get:

  • Hardware video decode

  • Decent inference (OpenVINO)

  • Zero extra hardware


Recommended Setup (Low-Power, Low-Pain)

Best balance for most people(as seen on the forum...):

Unraid
├── Home Assistant (Docker)
├── MQTT
├── Storage
└── Frigate (Docker)
     └── Google Coral TPU

If you already have a Jetson Nano:

Jetson Nano
└── Frigate (Docker, TensorRT)

Unraid
├── Home Assistant (Docker)
├── MQTT
└── Media / Storage

Final Verdict

  • Yes, Jetson Nano works great for Frigate

  • Not ideal as a general HA voice accelerator

  • It will never be “part of” Unraid

  • Coral TPU is usually the better low-power answer

  • HA Docker on Unraid is the sane default


Edited by bmartino1

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