# General **URL:** https://community.memryx.com/c/general/4.md [Latest](https://community.memryx.com/latest.md) · [Categories](https://community.memryx.com/categories.md) · [Tags](https://community.memryx.com/tags.md) --- ## [Welcome to MemryX Developer Community! 👋](https://community.memryx.com/t/welcome-to-memryx-developer-community/5)
**Author:** [@system](https://community.memryx.com/u/system)\ **Replies:** 3\ **Last updated:** [October 29, 2025, 2:12am UTC](https://community.memryx.com/t/welcome-to-memryx-developer-community/5 "2025-10-29T02:12:01Z")
We are so glad you joined us. MemryX Developer Community A place for MemryX developers to support each other Here are some things you can do to get started: :speaking\_head: Introduce yourself by adding your picture … --- ## [Welcome to the MemryX Developer Community — Start Here](https://community.memryx.com/t/welcome-to-the-memryx-developer-community-start-here/236)
**Author:** [@pruthin1](https://community.memryx.com/u/pruthin1)\ **Replies:** 0\ **Last updated:** [August 13, 2026, 4:19pm UTC](https://community.memryx.com/t/welcome-to-the-memryx-developer-community-start-here/236 "2026-08-13T16:19:46Z")
Welcome to the MemryX Developer Community — Start Here Welcome to the MemryX Developer Community! This is a place for developers, researchers, makers, partners, and edge-AI enthusiasts to learn, exchange ideas, showcase… --- ## [Home Assistant OS Install](https://community.memryx.com/t/home-assistant-os-install/227)
**Author:** [@Sheldon\_Goldwing](https://community.memryx.com/u/Sheldon_Goldwing)\ **Replies:** 12\ **Last updated:** [July 29, 2026, 2:14pm UTC](https://community.memryx.com/t/home-assistant-os-install/227 "2026-07-29T14:14:37Z")
I’m sorry to have to ask this but I just can’t spend every evening searching and experimenting to get my new MX3 M.2 working. I’m using Frigate with: Home Assistant OS Core: 2026.7.2 Supervisor: 2026.06.2 Operating… --- ## [Need for Privileged LXC and Containers will be blocker to adoption for Frigate users](https://community.memryx.com/t/need-for-privileged-lxc-and-containers-will-be-blocker-to-adoption-for-frigate-users/219)
**Author:** [@scyto](https://community.memryx.com/u/scyto)\ **Replies:** 2\ **Last updated:** [June 25, 2026, 9:49pm UTC](https://community.memryx.com/t/need-for-privileged-lxc-and-containers-will-be-blocker-to-adoption-for-frigate-users/219 "2026-06-25T21:49:56Z")
I am new to this device, i looked at it as part of enabling AI detection in Frigate on TrueNAS which blocks install of drivers (the solution i built addresses that) The one thing that surprised me is the need for privil… --- ## [Model failed ONNX checker validation](https://community.memryx.com/t/model-failed-onnx-checker-validation/221)
**Author:** [@yan12125](https://community.memryx.com/u/yan12125)\ **Replies:** 2\ **Last updated:** [June 16, 2026, 2:52am UTC](https://community.memryx.com/t/model-failed-onnx-checker-validation/221 "2026-06-16T02:52:33Z")
I’m trying a Transformers model (Tacoin/openpi-pi0.5-libero-onnx at main). mx\_nc reports Model failed ONNX checker validation, while onnx.checker.check\_model('/path/to/model.onnx') does not result in an error. How to fix… --- ## [Unbounded count in memx\_fops\_read copy\_to\_user — possible kernel memory disclosure](https://community.memryx.com/t/unbounded-count-in-memx-fops-read-copy-to-user-possible-kernel-memory-disclosure/220)
**Author:** [@scyto](https://community.memryx.com/u/scyto)\ **Replies:** 1\ **Last updated:** [June 15, 2026, 7:13pm UTC](https://community.memryx.com/t/unbounded-count-in-memx-fops-read-copy-to-user-possible-kernel-memory-disclosure/220 "2026-06-15T19:13:45Z")
Ok i am going to be super clear, i am not a programmer, i have worked in software for 20 years including security enviroments that include TLA. So when i see an AI unsolicitedly tell me it found a potential buffer ovelo… --- ## [MX3 not detected after SDK 2.2 upgrade. Deevice missing from lspci (bricked?)](https://community.memryx.com/t/mx3-not-detected-after-sdk-2-2-upgrade-deevice-missing-from-lspci-bricked/195)
**Author:** [@andornaut](https://community.memryx.com/u/andornaut)\ **Replies:** 4\ **Last updated:** [April 26, 2026, 3:59pm UTC](https://community.memryx.com/t/mx3-not-detected-after-sdk-2-2-upgrade-deevice-missing-from-lspci-bricked/195 "2026-04-26T15:59:21Z")
I upgraded from MemryX SDK 2.1 to 2.2 on Ubuntu 24.04 (kernel 6.17.0-20-generic). sudo apt upgrade memx-accl memx-drivers mxa-manager The upgrade process hung - I let it run for 20 minutes - with a progress bar stuck a… --- ## [📣 Announcing the MemryX DevBlog](https://community.memryx.com/t/announcing-the-memryx-devblog/170)
**Author:** [@mx-tim](https://community.memryx.com/u/mx-tim)\ **Replies:** 0\ **Last updated:** [February 3, 2026, 11:26pm UTC](https://community.memryx.com/t/announcing-the-memryx-devblog/170 "2026-02-03T23:26:56Z")
Hello hello, all! The MemryX engineering team is happy to announce the start of the Dev Blog (devblog.memryx.com) Here we’ll post “by devs, for devs” content, such as: Announcements of MemryX integrations into third… --- ## [Multiple MX3 device usage](https://community.memryx.com/t/multiple-mx3-device-usage/164)
**Author:** [@ronne991](https://community.memryx.com/u/ronne991)\ **Replies:** 2\ **Last updated:** [January 31, 2026, 6:02pm UTC](https://community.memryx.com/t/multiple-mx3-device-usage/164 "2026-01-31T18:02:16Z")
Hello Everyone, The last time I posted here was about my memryx MX3 unit being bricked. Since then I have bought a dozen more units of MX3. I’m wondering how do I utilize multiple MX3 units (4 units) in a PC? Do i need … --- ## [Problems in SDK 2.1 & imagenet\_c++\_user\_threading example](https://community.memryx.com/t/problems-in-sdk-2-1-imagenet-c-user-threading-example/163)
**Author:** [@SIMDgenius](https://community.memryx.com/u/SIMDgenius)\ **Replies:** 2\ **Last updated:** [January 28, 2026, 9:35pm UTC](https://community.memryx.com/t/problems-in-sdk-2-1-imagenet-c-user-threading-example/163 "2026-01-28T21:35:29Z")
I had problems with the imagenet\_c++\_user\_threading example. It was getting stuck occasionally. Then I realized it’s because receive\_output() could use a different stream from send\_input because recvinf\_label is uninitia… --- ## [N00b here, having trouble getting started - getting strange answer to hello](https://community.memryx.com/t/n00b-here-having-trouble-getting-started-getting-strange-answer-to-hello/148)
**Author:** [@Aragon476](https://community.memryx.com/u/Aragon476)\ **Replies:** 8\ **Last updated:** [December 15, 2025, 11:08pm UTC](https://community.memryx.com/t/n00b-here-having-trouble-getting-started-getting-strange-answer-to-hello/148 "2025-12-15T23:08:04Z")
I’m just starting to learn about this I installed the heatsink, installed the MX3 twice – once in PCIe X1 adapter, once in a PCIe X4 adapter, both with the VPN on & off (it shuts down TCP sockets at powerup), and every … --- ## [SDK 2.1 Update now available](https://community.memryx.com/t/sdk-2-1-update-now-available/133)
**Author:** [@sam.fuller](https://community.memryx.com/u/sam.fuller)\ **Replies:** 0\ **Last updated:** [November 4, 2025, 11:55pm UTC](https://community.memryx.com/t/sdk-2-1-update-now-available/133 "2025-11-04T23:55:38Z")
Adding support for Debian 13 among other updates. More details can be found here: Release Notes — MemryX Developer Hub --- ## [MemryX OnLine Compiler](https://community.memryx.com/t/memryx-online-compiler/98)
**Author:** [@billeichen](https://community.memryx.com/u/billeichen)\ **Replies:** 4\ **Last updated:** [October 30, 2025, 9:19pm UTC](https://community.memryx.com/t/memryx-online-compiler/98 "2025-10-30T21:19:44Z")
Over the past few months, we’ve been exploring ways to streamline the process of compiling YOLO models for MemryX hardware. Today, doing this locally requires setting up toolchains, cloning repositories, managing depend… --- ## [MX3 benchmark performance CPU consumption](https://community.memryx.com/t/mx3-benchmark-performance-cpu-consumption/125)
**Author:** [@vaigen](https://community.memryx.com/u/vaigen)\ **Replies:** 3\ **Last updated:** [October 1, 2025, 10:09pm UTC](https://community.memryx.com/t/mx3-benchmark-performance-cpu-consumption/125 "2025-10-01T22:09:34Z")
Hi folks - I’ve been benchmarking MX3 on i.MX 8MP processor with 1-lane Gen 3 PCIe (4 chip MX3). Here are the results. What’s surprising is how much CPU is used during this benchmarking of YOLOv8 Nano Object Detection wi… --- ## [Python3 packages for Yocto](https://community.memryx.com/t/python3-packages-for-yocto/126)
**Author:** [@vaigen](https://community.memryx.com/u/vaigen)\ **Replies:** 1\ **Last updated:** [September 29, 2025, 7:23pm UTC](https://community.memryx.com/t/python3-packages-for-yocto/126 "2025-09-29T19:23:29Z")
Hi all, As you have C++ runtime and driver support for Yocto (I’ll publish a pull request to fix the recipes), could you make Python runtime and support modules also available separately? pip install generally brings in… --- ## [SDK 2.0 is Live](https://community.memryx.com/t/sdk-2-0-is-live/116)
**Author:** [@sam.fuller](https://community.memryx.com/u/sam.fuller)\ **Replies:** 1\ **Last updated:** [August 6, 2025, 7:47pm UTC](https://community.memryx.com/t/sdk-2-0-is-live/116 "2025-08-06T19:47:50Z")
SDK 2.0 is a monumental release that introduces major new features and improvements across the entire software stack. Visit the MemryX developer site to learn more and download the new SDK today: --- ## [Running Multimodel](https://community.memryx.com/t/running-multimodel/111)
**Author:** [@Soykot\_podder](https://community.memryx.com/u/Soykot_podder)\ **Replies:** 1\ **Last updated:** [July 14, 2025, 6:29pm UTC](https://community.memryx.com/t/running-multimodel/111 "2025-07-14T18:29:44Z")
Hello everyone, I just develop a Multi model AI for Face age and gender detection. Face and age are perfect but my gender detection not provided good result. If anyone try any gender detector then please share your expe… --- ## [June Newsletter](https://community.memryx.com/t/june-newsletter/94)
**Author:** [@sam.fuller](https://community.memryx.com/u/sam.fuller)\ **Replies:** 0\ **Last updated:** [June 17, 2025, 9:13pm UTC](https://community.memryx.com/t/june-newsletter/94 "2025-06-17T21:13:43Z")
--- ## [OnLine MemryX Compiler now Available](https://community.memryx.com/t/online-memryx-compiler-now-available/91)
**Author:** [@billeichen](https://community.memryx.com/u/billeichen)\ **Replies:** 0\ **Last updated:** [June 17, 2025, 8:18pm UTC](https://community.memryx.com/t/online-memryx-compiler-now-available/91 "2025-06-17T20:18:34Z")
High performance On-line MemryX compiler, available now Powered by DeGirum using latest MemryX hardware. http://hub.degirum.com --- ## [MemryX March Newsletter](https://community.memryx.com/t/memryx-march-newsletter/63)
**Author:** [@sam.fuller](https://community.memryx.com/u/sam.fuller)\ **Replies:** 0\ **Last updated:** [March 5, 2025, 11:36pm UTC](https://community.memryx.com/t/memryx-march-newsletter/63 "2025-03-05T23:36:57Z")
Link to the March 2025 MemryX Newsletter --- ## [Purchasing MX3](https://community.memryx.com/t/purchasing-mx3/44)
**Author:** [@AliUzel](https://community.memryx.com/u/AliUzel)\ **Replies:** 7\ **Last updated:** [January 10, 2025, 1:09am UTC](https://community.memryx.com/t/purchasing-mx3/44 "2025-01-10T01:09:26Z")
Hi, How can MX3 be purchased? Direct from Memryx or a dist.? Any distributor selling MX3? Thank you Happy Christmas, happy new year Ali