Khronos Group is a non-commercial organization to manage open standards for software development such as OpenGL, OpenCL and SYCL.
Led by our lab, Tohoku University has joined Khronos Group as an academic member.
Our lab will aggressively join the discussions on standard programming models for future HPC systems.
A SYCL implementation we are developing, named neoSYCL, is introduced at Khnoros’s website.
It is also mentioned in an article at HPCwire.
Welcome A100
Hello there~ This is Minglu, a 1st-year master-degree student who still could not forget the impact when we heard our prof was planning to buy an A100 GPU!
Finally, welcome to A100! It was very shining when we were taking it out from the box.
We installed A100 into a server used for RTX 2080Ti temporarily.
Okay, there, I believe you must also be interested in its performance! Let’s figure it out using CIFAR-100 and CNN.
The training time for 20 and 100 epochs are showing in the left figure. Obviously, it is definitely faster than the CPU.
Though it is the same as what I expected that A100 is faster than 2080Ti for 20 epochs, when it comes to 100 epochs, A100 becomes slower instead.
To investigate the reason, we checked the execution time of each step. The results are showing in the right figure. At first few tens of epochs, A100 is fast. But it gets slowing down later.
To our surprise, the reason is because of the temperature 🙁
RTX2080Ti’s temperature was kept around 26 to 40 degrees, while A100’s temperature exceeded 80 degrees in a moment from 34 degrees. (AMAZING!!😨)
In conclusion:
Though A100’s performance is very excellent, we could not fully use it without a good cooling environment. 🙁
Ke made a presentation at HPC Asia 2021
Hello, this is Ke from Takizawa Lab.
2021 International Conference on High Performance Computing in Asia-Pacific Region was held from 20 to 22 Jan.
Due to the COVID-19, the HPC Asia 2021 was held as a virtual event.
I made a presentation in Session 2. The details of the presentation are shown as follows.
- Ke, Yinan, Mulya Agung, and Hiroyuki Takizawa. “neoSYCL: a SYCL implementation for SX-Aurora TSUBASA.” The International Conference on High Performance Computing in Asia-Pacific Region. 2021. [Program]

New group photo uploaded (2020)
Due to the Covid-19, an online party was held at the end of this year.
We took a screenshot as the new group photo.
Let’s enjoy our life in this lab and research together!
Prof. Takizawa gave a talk at PCCC20
Zhao made a presentation @BigData’20
Hello there. This is Zhao who just finished the presentation a few minutes ago and writing this web note now.
2020 IEEE International Conference on Big Data (IEEE BigData 2020) was held from 10th to 13th Dec.
It is quite sad that the conference becomes virtually this year because of the COVID-19. However, meanwhile, thanks to the virtual conference that I could experience attending the sessions in my Kotatsu, lol.
I had a presentation in the Third International Workshop of Internet of Things Data Analytics (IoTDA) about my currect research project.
- Failure Prediction in Datacenters Using Unsupervised Multimodal Anomaly Detection
Minglu Zhao*, Reo Furuhata*, Mulya Agung†, Hiroyuki Takizawa†, and Tomoya Soma‡
*Graduate School of Information Science, Tohoku University
†Cyberscience Center, Tohoku University
‡Corporate Business Development Division, NEC Corporation
Here are the screenshots of my pre-recorded video and the real-time Q&A session.
Furuhata, Liu and Ebata made a presentation at CANDAR’20
Hello! I am Naoki Ebata, a master-course student.
The Eighth International Symposium on Computing and Networking (CANDAR’20) was held during 11/24~11/27.
Physical conference in Okinawa was canceled due to COVID-19 and the conference was held virtually.
I wanted to visit Okinawa…
In the conference, three students from our laboratory, Reo Furuhata, Liu Jiaheng and Naoki Ebata, have presented their research projects.
- Reo Furuhata, Minglu Zhao, Mulya Agung, Ryusuke Egawa, and Hiroyuki Takizawa, “Improving the accuracy in SpMV implementation selection with machine learning,” The Eighth International Conference on Computing and Networking Workshops (CANDARW), 2020. [youtube]

- Jiaheng Liu, Ryusuke Egawa, Mulya Agung, and Hiroyuki Takizawa, “A Conflict-Aware Capacity Control Mechanism for Last-Level Cache,” The Eighth International Conference on Computing and Networking Workshops (CANDARW), 2020. [youtube]

- Naoki Ebata, Yoko Isobe, Ryusuke Egawa, and Hiroyuki Takizawa, “Polymorphic Data Layout for SX-Aurora TSUBASA Vector Engines,” The Eighth International Conference on Computing and Networking (CANDAR), 2020. [youtube]

Furuhata won Workshop Best Paper of LHAM! Congratulations! Details
They will improve their researches based on the received comments and questions at the conference!
Workshop Best Paper of LHAM Award @CANDARW’20

Reo Furuhata*, Minglu Zhao*, Mulya Agung†, Ryusuke Egawa‡, Hiroyuki Takizawa†
*Graduate School of Information Sciences, Tohoku University
†Cyberscience Center, Tohoku University
‡Department of Information and Communication Engineering, Tokyo Denki University
Agung gave a talk at SC20.
Agung made a presentation at the SC20 UrgentHPC Workshop.
The summary of his lightning talk can be accessed from the SC20 website:
Prof. Egawa gave a talk at SC20.
Professor Egawa made a presentation at SC20.
The contents of the presentation are as follows.
Ryusuke Egawa, Souya Fujimoto, Tsuyoshi Yamashita, Daisuke Sasaki, Yoko Isobe, Youichi Shimomura, and Hiroyuki Takizawa “Exploiting the Potentials of the Second Generation SX-Aurora TSUBASA” SC20, November 12