AMD XDNA NPU optimization case study shows 2× throughput and 7× better energy efficiency for LLM inference via careful kernel fusion and memory management—with open-source tools released.
https://arxiv.org/abs/2609.21264
#AI #MachineLearning
https://arxiv.org/abs/2609.21264
#AI #MachineLearning
September 22, 2026 at 8:30 PM
AMD XDNA NPU optimization case study shows 2× throughput and 7× better energy efficiency for LLM inference via careful kernel fusion and memory management—with open-source tools released.
https://arxiv.org/abs/2609.21264
#AI #MachineLearning
https://arxiv.org/abs/2609.21264
#AI #MachineLearning
Don't forget to rotate your local Koko, and watch the Chimpa content at www.youtube.com/watch?v=XDnA...
July 28, 2025 at 1:26 PM
Don't forget to rotate your local Koko, and watch the Chimpa content at www.youtube.com/watch?v=XDnA...
God DAMN that fuckin rules
Ok last batch for bsky, THANK YALL SO MUCH FR
Vallcobear.bandcamp.com/yum
5zvd-3tnp
byge-hnvn
aukb-5eze
rmym-bbyu
ark9-xx7q
jvgv-59ql
7ftr-786e
xdna-5n9u
qjag-7akq
fbfy-57tz
mddn-7eu6
gqqm-vuak
ybr7-kpf8
tvxd-gfen
t9ep-umfe
2t7b-ezeu
k753-keap
u57m-6732
Ok last batch for bsky, THANK YALL SO MUCH FR
Vallcobear.bandcamp.com/yum
5zvd-3tnp
byge-hnvn
aukb-5eze
rmym-bbyu
ark9-xx7q
jvgv-59ql
7ftr-786e
xdna-5n9u
qjag-7akq
fbfy-57tz
mddn-7eu6
gqqm-vuak
ybr7-kpf8
tvxd-gfen
t9ep-umfe
2t7b-ezeu
k753-keap
u57m-6732
November 6, 2025 at 7:43 AM
God DAMN that fuckin rules
Ok last batch for bsky, THANK YALL SO MUCH FR
Vallcobear.bandcamp.com/yum
5zvd-3tnp
byge-hnvn
aukb-5eze
rmym-bbyu
ark9-xx7q
jvgv-59ql
7ftr-786e
xdna-5n9u
qjag-7akq
fbfy-57tz
mddn-7eu6
gqqm-vuak
ybr7-kpf8
tvxd-gfen
t9ep-umfe
2t7b-ezeu
k753-keap
u57m-6732
Ok last batch for bsky, THANK YALL SO MUCH FR
Vallcobear.bandcamp.com/yum
5zvd-3tnp
byge-hnvn
aukb-5eze
rmym-bbyu
ark9-xx7q
jvgv-59ql
7ftr-786e
xdna-5n9u
qjag-7akq
fbfy-57tz
mddn-7eu6
gqqm-vuak
ybr7-kpf8
tvxd-gfen
t9ep-umfe
2t7b-ezeu
k753-keap
u57m-6732
AMD preps SR-IOV support for next-gen Ryzen AI XDNA NPUs
AMD preps SR-IOV support for next-gen Ryzen AI XDNA NPUs - VideoCardz.com
AMD Medusa-era Ryzen AI NPUs may support SR-IOV AMD is preparing SR-IOV support for its next-generation Ryzen AI NPUs. According to Phoronix, a new Linux
videocardz.com
May 7, 2026 at 3:36 PM
AMD preps SR-IOV support for next-gen Ryzen AI XDNA NPUs
New AMD XDNA Linux Driver Patches Add Ryzen AI NPU6 IP, Other Improvements - https://www.phoronix.com/news/AMD-XDNA-Ryzen-AI-NPU6-Patches
New AMD XDNA Linux Driver Patches Add Ryzen AI NPU6 IP, Other Improvements
The "AMDXDNA" accelerator driver for supporting the Ryzen AI NPU is set to be introduced in the Linux 6.14 kernel next year. Ahead of that debut, a new set of patches from AMD surfaced on Wednesday to provide fixes and code improvements as well as introducing support for newer Ryzen AI "NPU6" IP...
www.phoronix.com
December 5, 2024 at 11:26 AM
New AMD XDNA Linux Driver Patches Add Ryzen AI NPU6 IP, Other Improvements - https://www.phoronix.com/news/AMD-XDNA-Ryzen-AI-NPU6-Patches
Anyone got any pointers to provide ANY kind of runtime support for XDNA NPU's on AMD's AI 300 series?
Obvs there's windows support but linux support is practically non-existent despite the device being listed and there being the module for it already being loaded.
Obvs there's windows support but linux support is practically non-existent despite the device being listed and there being the module for it already being loaded.
July 28, 2025 at 8:38 PM
Anyone got any pointers to provide ANY kind of runtime support for XDNA NPU's on AMD's AI 300 series?
Obvs there's windows support but linux support is practically non-existent despite the device being listed and there being the module for it already being loaded.
Obvs there's windows support but linux support is practically non-existent despite the device being listed and there being the module for it already being loaded.
They also have it on YT now. Check it out it's really cute and fun. www.youtube.com/watch?v=XDnA...
July 27, 2025 at 5:40 PM
They also have it on YT now. Check it out it's really cute and fun. www.youtube.com/watch?v=XDnA...
amdtop is a TUI system monitor for AMD GPUs, CPUs and XDNA NPUs.
You can monitor multiple GPUs at once & track metrics such as memory bandwidth, temperature, and monitor NPU process usage and more.
Leonard Lin made amdtop using @ratatui.rs and is Terminal Tool of the Week! ⭐️
You can monitor multiple GPUs at once & track metrics such as memory bandwidth, temperature, and monitor NPU process usage and more.
Leonard Lin made amdtop using @ratatui.rs and is Terminal Tool of the Week! ⭐️
August 11, 2026 at 8:52 PM
amdtop is a TUI system monitor for AMD GPUs, CPUs and XDNA NPUs.
You can monitor multiple GPUs at once & track metrics such as memory bandwidth, temperature, and monitor NPU process usage and more.
Leonard Lin made amdtop using @ratatui.rs and is Terminal Tool of the Week! ⭐️
You can monitor multiple GPUs at once & track metrics such as memory bandwidth, temperature, and monitor NPU process usage and more.
Leonard Lin made amdtop using @ratatui.rs and is Terminal Tool of the Week! ⭐️
1/2
Teil 2 ging sogar noch schneller, weil das Gehäuse echt super gebaut ist, nur die Abdeckung Plastik.
Mein letztes Problem - das von Anfang an schon bestand - die Debian-XDNA-Seite sagt, dass der XDNA-Treiber erst ab Linux 6.14 im Kernel enthalten ist. Die Kernel-Doku führt amdxdna inzwischen
↩️
Teil 2 ging sogar noch schneller, weil das Gehäuse echt super gebaut ist, nur die Abdeckung Plastik.
Mein letztes Problem - das von Anfang an schon bestand - die Debian-XDNA-Seite sagt, dass der XDNA-Treiber erst ab Linux 6.14 im Kernel enthalten ist. Die Kernel-Doku führt amdxdna inzwischen
↩️
Teil 1 ist geschafft. SER6 zerlegt, 32GB gegen 16GB getauscht, BIOS von 16GB UMA auf 8GB runter. Läuft wieder wie zuvor. Nur 16GB ärmer... 😔
March 15, 2026 at 3:45 PM
1/2
Teil 2 ging sogar noch schneller, weil das Gehäuse echt super gebaut ist, nur die Abdeckung Plastik.
Mein letztes Problem - das von Anfang an schon bestand - die Debian-XDNA-Seite sagt, dass der XDNA-Treiber erst ab Linux 6.14 im Kernel enthalten ist. Die Kernel-Doku führt amdxdna inzwischen
↩️
Teil 2 ging sogar noch schneller, weil das Gehäuse echt super gebaut ist, nur die Abdeckung Plastik.
Mein letztes Problem - das von Anfang an schon bestand - die Debian-XDNA-Seite sagt, dass der XDNA-Treiber erst ab Linux 6.14 im Kernel enthalten ist. Die Kernel-Doku führt amdxdna inzwischen
↩️
AMD and Stability AI launch the industry's first Stable Diffusion 3.0 Medium AI model optimized for AMD's XDNA 2 NPUs, designed to run locally on Ryzen laptops (Anton Shilov/Tom's Hardware)
Main Link | Techmeme Permalink
Main Link | Techmeme Permalink
July 22, 2025 at 10:50 AM
AMD and Stability AI launch the industry's first Stable Diffusion 3.0 Medium AI model optimized for AMD's XDNA 2 NPUs, designed to run locally on Ryzen laptops (Anton Shilov/Tom's Hardware)
Main Link | Techmeme Permalink
Main Link | Techmeme Permalink
Що таке AMD XDNA? Архітектура, яка запускає ШІ на процесорах Ryzen https://root-nation.com/ua/articles-ua/tech-ua/ua-amd-xdna-ai-ryzen/?utm_source=dlvr.it&utm_medium=bluesky #Технології #AMD #AMDRyzen #Вибране #ШтучнийІнтелект
March 7, 2024 at 3:39 PM
Що таке AMD XDNA? Архітектура, яка запускає ШІ на процесорах Ryzen https://root-nation.com/ua/articles-ua/tech-ua/ua-amd-xdna-ai-ryzen/?utm_source=dlvr.it&utm_medium=bluesky #Технології #AMD #AMDRyzen #Вибране #ШтучнийІнтелект
나: AI 가속기 가지고 신호처리하면 재밌겠다 나중에 백투스쿨하면 곰국끼려볼까
AMD: 해드렸습니다. 이제 XDNA 블럭들을 이용해서 LUT 사용을 줄이실 수 있습니다
나: (...)
AMD: 해드렸습니다. 이제 XDNA 블럭들을 이용해서 LUT 사용을 줄이실 수 있습니다
나: (...)
September 16, 2025 at 7:57 AM
나: AI 가속기 가지고 신호처리하면 재밌겠다 나중에 백투스쿨하면 곰국끼려볼까
AMD: 해드렸습니다. 이제 XDNA 블럭들을 이용해서 LUT 사용을 줄이실 수 있습니다
나: (...)
AMD: 해드렸습니다. 이제 XDNA 블럭들을 이용해서 LUT 사용을 줄이실 수 있습니다
나: (...)
www.youtube.com/watch?v=XDNa... anyway toxic yuri between qifrey wha and ky kiske
Shirahama. Stop doing this with Qifrey. I’m not so strong #witchhatatelier #orufrey #qifrey
YouTube video by Maddie's Maxis
www.youtube.com
July 31, 2026 at 7:10 PM
www.youtube.com/watch?v=XDNa... anyway toxic yuri between qifrey wha and ky kiske
July 30, 2025 at 12:36 AM
Erwei Wang, Ephrem Wu, Victor J. B. Jung, Jiajie Li, Andre Rosti, Joseph Melber, Samuel Bayliss: Programming AMD XDNA NPUs with Open-source Compiler Tools: A FlashAttention Case Study https://arxiv.org/abs/2609.21264 https://arxiv.org/pdf/2609.21264 https://arxiv.org/html/2609.21264
September 21, 2026 at 6:38 AM
Erwei Wang, Ephrem Wu, Victor J. B. Jung, Jiajie Li, Andre Rosti, Joseph Melber, Samuel Bayliss: Programming AMD XDNA NPUs with Open-source Compiler Tools: A FlashAttention Case Study https://arxiv.org/abs/2609.21264 https://arxiv.org/pdf/2609.21264 https://arxiv.org/html/2609.21264
xdna? that's the AI thing, right?
March 6, 2026 at 7:29 AM
xdna? that's the AI thing, right?
Grabbed a copy (xdna-5n9u)! Giving it a listen now 👀
November 6, 2025 at 8:55 AM
Grabbed a copy (xdna-5n9u)! Giving it a listen now 👀
AMD's Ninth Iteration Of Their XDNA Linux Driver Posted For Ryzen AI - https://www.phoronix.com/news/AMD-XDNA-Linux-Driver-v9
AMD's Ninth Iteration Of Their XDNA Linux Driver Posted For Ryzen AI
Yesterday brought the eighth and ninth iteration of the AMD XDNA Linux kernel driver posted for review for enabling the Ryzen AI branded NPUs found in their recent SoCs...
www.phoronix.com
November 12, 2024 at 11:40 AM
AMD's Ninth Iteration Of Their XDNA Linux Driver Posted For Ryzen AI - https://www.phoronix.com/news/AMD-XDNA-Linux-Driver-v9
In this paper, researchers have presented a two-stage methodology for end-to-end LLM deployment on the AMD XDNA 2 NPU, embodying a transition from human guidance to agent autonomy.
arxiv.org/pdf/2606.07586
arxiv.org/pdf/2606.07586
June 10, 2026 at 12:08 AM
In this paper, researchers have presented a two-stage methodology for end-to-end LLM deployment on the AMD XDNA 2 NPU, embodying a transition from human guidance to agent autonomy.
arxiv.org/pdf/2606.07586
arxiv.org/pdf/2606.07586
Linus Torvalds has released Linux kernel 6.14 with features like Btrfs RAID1 support, NTSYNC for Wine, AMD XDNA driver, and more. Rolling release and Fedora users will be the first to get it; while others will have to wait for distribution updates.
buff.ly/70vUKII
buff.ly/70vUKII
March 25, 2025 at 4:53 PM
Linus Torvalds has released Linux kernel 6.14 with features like Btrfs RAID1 support, NTSYNC for Wine, AMD XDNA driver, and more. Rolling release and Fedora users will be the first to get it; while others will have to wait for distribution updates.
buff.ly/70vUKII
buff.ly/70vUKII
AMD XDNA Linux Driver Preps For New Ryzen AI "NPU3A" Revision - https://www.phoronix.com/news/AMD-Ryzen-AI-XDNA-NPU3A
AMD XDNA Linux Driver Preps For New Ryzen AI "NPU3A" Revision
Yesterday the GitHub-hosted AMD XDNA driver code saw a new tagged release as version 202610.2.21.17. That itself wasn't too interesting but while diving into there is new yet-to-be-merged code for a new "NPU3A" revision to their NPU3 IP in Ryzen AI...
www.phoronix.com
October 29, 2025 at 10:55 AM
AMD XDNA Linux Driver Preps For New Ryzen AI "NPU3A" Revision - https://www.phoronix.com/news/AMD-Ryzen-AI-XDNA-NPU3A
In this paper is presented STEEL, the first open-source implementation of FlashAttention targeting AMD XDNA-like NPUs, introducing a dataflow formulation of prefill attention, enabling efficient exploitation of spatial parallelism and on-chip memory.
arxiv.org/pdf/2607.09385
arxiv.org/pdf/2607.09385
July 13, 2026 at 6:36 AM
In this paper is presented STEEL, the first open-source implementation of FlashAttention targeting AMD XDNA-like NPUs, introducing a dataflow formulation of prefill attention, enabling efficient exploitation of spatial parallelism and on-chip memory.
arxiv.org/pdf/2607.09385
arxiv.org/pdf/2607.09385
