Parallel Software and Systems Group @hpc_group
The Parallel Software and Systems Group is a research group @UofMaryland @umdcs, directed by Prof. @bhatele. Research on HPC, Vis. and ML. RTs ≠ endorsements. pssg.cs.umd.edu College Park Joined April 2020-
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We are on a roll, second successful dissertation defense in a week (March 28)! Congratulations to @siddharth_3773 on becoming the second PhD graduate from PSSG!! Dissertation title: "Optimizing Communication in Parallel Deep Learning on Exascale-class Machines" #HPC #AI #HPC4AI
We present our very first newly minted Dr. Daniel Nichols (@DanielNichols10), who successfully defended his dissertation today. Congrats & best wishes for a bright future ahead!! Dissertation Title: "On Learning Behaviors of Parallel Code and Systems Across Modalities" #HPC #AI
We have a postdoc opening in our group on the intersection of HPC and AI, specifically on developing and applying Code LLMs to HPC software development. Please help us spread the word: umd.wd1.myworkdayjobs.com/en-US/UMCP/det… Position will remain open until filled. #HPC #AI
Come see our #NeurIPS2024 poster today on" Loki: Low-rank Keys for Efficient Sparse Attention" Paper: arxiv.org/abs/2406.02542 Code: github.com/hpcgroup/loki Loki is a sparse attention method that reduces the computational and memory costs of LLM inference! By exploiting the…
Come see our #NeurIPS2024 poster today on" Loki: Low-rank Keys for Efficient Sparse Attention" Paper: arxiv.org/abs/2406.02542 Code: github.com/hpcgroup/loki Loki is a sparse attention method that reduces the computational and memory costs of LLM inference! By exploiting the…
Want to learn about our findings around the low-rank structure of attention keys, and how to use it to improve sparse attention? Come to our poster at #NeurIPS2024 tomorrow (Friday) at the East Exhibit Hall from 11-2 (Poster #2000)!
Want to learn about our findings around the low-rank structure of attention keys, and how to use it to improve sparse attention? Come to our poster at #NeurIPS2024 tomorrow (Friday) at the East Exhibit Hall from 11-2 (Poster #2000)!
Excited to present “Be Like a Goldfish: Don’t Memorize!” led by @ahans30 at NeurIPS, East Building #4709. In this work, we propose a simple yet effective loss function to reduce verbatim memorization. Stop by the poster and grab some goldfish crackers while you’re at it!
🏆 Researchers from the @UofMaryland received the HPC Innovation Excellence Award from @Hyperion_HPC for their work on AxoNN—a scalable framework that’s pushing the limits of Large Language Model (LLM) training! 🚀 💫 bit.ly/3CsmjKM 🏆 bit.ly/3V9HFTw
We are honored to receive an HPC Innovation Excellence Award for work done by @siddharth_3773 on scaling AxoNN to large-scale GPU supercomputers. #SC24 #HPC #AI
We are honored to receive an HPC Innovation Excellence Award for work done by @siddharth_3773 on scaling AxoNN to large-scale GPU supercomputers. #SC24 #HPC #AI
A sneak peek into what PSSG is going to be up to this week at @Supercomputing in Atlanta. Come and talk to us, we'll be giving away t-shirts, buttons and lots of stickers! #SC24 #HPC #AI
This work was spearheaded by graduate students @siddharth_3773 and @jwkirchenbauer in @umdcs. We are looking forward to presenting our work at @Supercomputing. #HPC #AI #HPC4AI #SC24
This work was spearheaded by graduate students @siddharth_3773 and @jwkirchenbauer in @umdcs. We are looking forward to presenting our work at @Supercomputing. #HPC #AI #HPC4AI #SC24
A @UofMaryland team led by @bhatele & @tomgoldsteincs is a finalist for the prestigious ACM Gordon Bell Prize! Their framework is accelerating AI model training on supercomputers, and setting new speed records while addressing privacy concerns. Read more: go.umd.edu/1tn1
We will be training new Code LLMs with large context lengths, looking at multiple modalities and agents, with a goal to revolutionize HPC software development using AI. Stay tuned! 🚀🧑💻 #HPC #AI #HPC4AI #AI4HPC
Supported by $1M from the U.S. Dept. @ENERGY, @tomgoldsteincs & @bhatele are tackling AI’s limitations in high-performance computing. They aim to enhance LLMs for complex parallel tasks, boosting software developer productivity by tenfold. Read more: go.umd.edu/1t71
We've been scaling/benchmarking our DL framework, AxoNN, on NVIDIA & AMD platforms. We recently ran AxoNN on Alps @cscsch with H100 GPUs and achieved an unprecedented 1.42 Exaflop/s (BF16). More exciting news to come in the coming months, so stay tuned! cc: @umdcs @UMDscience
It was great talking to @sophurky about Frontier and its role in advancing science, and specifically our use of Frontier for scaling LLM training/fine-tuning/inference and for actual AI/ML research. This is joint work with @tomgoldsteincs' group. #HPC #AI #HPC4AI #LLMs #AMD
Todd Gamblin / @tgamb... @tgamblin
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Tom Goldstein @tomgoldsteincs
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ALCF @argonne_lcf
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The HPC Garage @hpcgarage
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UMD Center for Machin... @ml_umd
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Furong Huang @furongh
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Tom Deakin @tjdeakin
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UMD Research @UMDResearch
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Sarah Neuwirth 🇪�... @NeuwirthSarah
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Pradeep N @npav5057
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William Myrhang @wkmyrhang
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Praveen Vaddadi @Densebit
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Todd Gamblin / @tgamb... @tgamblin
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Tom Goldstein @tomgoldsteincs
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LLNL Computing @Livermore_Comp
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Glenn K. Lockwood @glennklockwood
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UMIACS @umiacs
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ALCF @argonne_lcf
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SC25 @Supercomputing
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Univ. of Maryland @UofMaryland
105K Followers 1K Following 2 Nobel laureates, 6 Pulitzer recipients, scores of Fulbright scholars, one cute turtle and a bike ride away from our nation's capital! RTs ≠ endorsements.
Furong Huang @furongh
9K Followers 2K Following Associate professor of @umdcs @umiacs @ml_umd at UMD. Researcher in #AI/#ML, AI #Alignment, #RLHF, #Trustworthy ML, #EthicalAI, AI #Democratization, AI for ALL.
Tom Deakin @tjdeakin
539 Followers 524 Following 🎓Senior Lecturer in Advanced Computer Systems @bristolcs🪑Chair @SYCLstd WG 🎺Trumpet @BrassConsort 📚Prog GPUs w/ OpenMP 🚂https://t.co/K1xdbq5S3u
Jeff Dean @JeffDean
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Satoshi Matsuoka @ProfMatsuoka
25K Followers 921 Following 理研計算科学研究センター長 Director RIKEN R-CCS, 東科大特定教授 Prof. Inst. Sci.. ACM/ISC/JSSST/IPSJ Fellows, IEEE Fernbach(2014)&Cray(2022) Awards, 令4紫綬褒章 Purple Ribbon Medal 2022
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UMD Research @UMDResearch
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Lawrence Livermore Na... @Livermore_Lab
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Women in HPC @women_in_hpc
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