Torsten Hoefler 🇨🇭 @thoefler
Professor @ETH_en, head of @spcl_eth, Chief Architect ML @cscsch researching large-scale #HPC and #AI systems and #Climate computing - youtube: https://t.co/dxrzSPIFVb htor.inf.ethz.ch Zurich, Switzerland Joined August 2009-
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Best universities in the world, 2024. 1. 🇺🇸 MIT 2. 🇬🇧 Cambridge 3. 🇬🇧 Oxford 4. 🇺🇸 Harvard 5. 🇺🇸 Stanford 6. 🇬🇧 Imperial College London 7. 🇨🇭 ETH Zurich 8. 🇸🇬 National University of Singapore 9. 🇬🇧 UCL 10. 🇺🇸 University of California, Berkeley (QS World Uni Rankings)
“In mathematics the art of asking questions is more valuable than solving problems." - Georg Cantor (1845 - 1918)
The University of Hamburg @unihh is looking for two new professors in Data Engineering and Data Science both with strong potential Earth Science collaborations 🌎☁️! uni-hamburg.de/en/stellenange… uni-hamburg.de/en/stellenange… Great opportunity for academics in #DataScience, #AI, and #HPC.
World's top 20 semiconductor companies by revenue in 2023: 1.🇺🇸 Intel: $51 billion 2.🇺🇸 NVIDIA: $49 billion 3.🇰🇷 Samsung Electronics: $44 billion 4.🇺🇸 Qualcomm: $31 billion 5.🇺🇸 Broadcom: $28 billion 6.🇰🇷 SK Hynix: $24 billion 7.🇺🇸 AMD: $22 billion 8.🇺🇸 Apple: $19 billion 9.🇩🇪…
$GOOG Alphabet Q1 FY24: • Revenue +15% Y/Y to $80.5B ($1.8B beat). • Operating margin 32% (+7pp Y/Y). • EPS $1.89 ($0.38 beat). ☁️ Google Cloud: • Revenue +28% Y/Y to $9.6B. • Operating margin 9% (+7pp Y/Y). ▶️ YouTube ads +21% to $8.1B.
$MSFT Microsoft Q3 FY24 (ending in March): • Revenue +17% Y/Y to $61.9B ($1.0B beat). • Gross margin 70% (+0pp Y/Y) • Operating margin 44% (+2pp Y/Y). • EPS $2.94 ($0.11 beat). ☁️ Azure +31% fx neutral.
It was great fun to present our work on large-scale AI on supercomputers and smart phones at @intel's Jones Farm Conference Center in Hillsboro. We had a great discussion after the talk. Fun to catch up on confidential high-performance computing with Mona, Simon, and others!
Happening right now at #NSDI👉 @nilsblach presenting "A High-Performance Design, Implementation, Deployment, and Evaluation of The Slim Fly Network" and Daniele De Sensi presenting his paper "Swing: Short-cutting Rings for Higher Bandwidth Allreduce" @thoefler @CSatETH #HPC
Minuto 6:25, "Carpinchos" mirando a 3 glorias del HPC mundial @danolds @jdongarra @thoefler. <3
Minuto 6:25, "Carpinchos" mirando a 3 glorias del HPC mundial @danolds @jdongarra @thoefler. <3 https://t.co/duHIZMFneM
openAI: 100 billion words per day, the whole humanity: 100 trillion words per day! We will soon be running out of human data to train our models and we will soon start using synthetic data! We are in the right business then!🤣@thoefler @spcl_eth @cscsch @hpccouncil #computational
Day 3 of the 15th Annual HPC-AI Swiss Conference opens with “Scalable and efficient AI: From Supercomputers to Smartphones” @thoefler @spcl_eth @cscs_ch Keynote speaker @hpccouncil in Locarno! #AI #HPC
A nice idea by former @spcl_eth student Niels to reorder inference orders in sparse #DNNs to minimize I/O complexity! A little understood area with huge potential in #AI. arxiv.org/abs/2301.01048 Many ways to sparsify deep neural networks - arxiv.org/abs/2102.00554 :-)
Don't miss this week's #SPCL_Bcast! Peter Pietzuch from Imperial College London will talk about improving cloud security with hardware memory capabilities. Join here:👉spcl.inf.ethz.ch/Bcast/ @thoefler @CSatETH #HPC
ASC 2024 has successfully concluded in Shanghai today! With outstanding performances across various challenges, including GoMars and HPL&HPCG, Peking University and Sun Yat-sen University secured first and second place, respectively.
⚔️ Closed-source vs. Open-weight LLMs The gap between the best-performing closed-source and open-source models is also narrowing in terms of Arena ELO (chat.lmsys.org/?leaderboard). We now face a 6 to 10-month lag, rather than years as was the case when GPT-4 was released. Let's…
See many of you there. I'm looking forward to giving the keynote talk on high-performance #AI tomorrow morning! Many interesting discussions on #HPC ahead 😀.
[1/7] Happy to release 🥕QuaRot, a post-training quantization scheme that enables 4-bit inference of LLMs by removing the outlier features. With @akmohtashami_a @max_croci @DAlistarh @thoefler @jameshensman and others Paper: arxiv.org/abs/2404.00456 Code: github.com/spcl/QuaRot
Digital Intelligence Index - a country's advancement in #AI is on the y axis and adoption of #AI on the x axis. Quite interesting. digitalintelligence.fletcher.tufts.edu/trajectory Watch China and Singapore! Fast compute is clearly the future - and whole countries need to watch to not be left behind.
Satoshi Matsuoka @ProfMatsuoka
24K Followers 954 Following 理研計算科学研究センター長 Director RIKEN R-CCS, 東工大特定教授 Prof. Tokyo Tech. ACM/ISC/JSSST/IPSJ Fellows, IEEE Fernbach(2014)&Cray(2022) Awards, 令4紫綬褒章 Purple Ribbon Medal 2022HPC Guru @HPC_Guru
26K Followers 97 Following "It takes a lot of knowledge to know what one does not know" 😎Tweets on things related to High Performance Computing -- systems, interconnects, storage, 🥭 ...Glenn K. Lockwood @glennklockwood
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4K Followers 2K Following たった一人で日本の天〇学研究遂行に重大な支障を来らせた罪人、博士 (物理) の皆様には申し訳ありませんでした。余計なツイートをしないように心掛けますが、私ごときが URL込み一次情報を紹介するのすら気に入らない方もいるので何かあったら察して↓ https://t.co/1K63SE3R0zPramod Bhatotia @pramod_bhatotia
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6K Followers 1K Following A joint effort of @ETH_en, University of Bologna @Unibo + partners for Parallel Ultra-Low Power computing. Boldly designing open hardware since '13.Simon McIntosh-Smith @simonmcs
3K Followers 498 Following Computer Scientist focused on HPC, advanced computer architectures and parallel programming languagesETH Zurich @ETH_en
93K Followers 552 Following This is the official Twitter account of ETH Zurich in English. Stay tuned for the latest news on research, technology and education. Deutscher Account: @ethHPCwire @HPCwire
21K Followers 365 Following #HPCwire is your world-class news portal covering high performance computers. @TomTaborHPC @TiffanyTrader @JRussonHPC @OliverPeckham #HPCAndrew Jones @hpcnotes
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3 Followers 29 FollowingRui Pan 潘瑞 @ruipeterpan
403 Followers 2K Following 2nd-yr Ph.D. student @PrincetonCS working on systems for ML, interning @aws this summer, previously @maxplanckpress @WisconsinCS, fan of @fcbarcelonaSatoshi Matsuoka @ProfMatsuoka
24K Followers 954 Following 理研計算科学研究センター長 Director RIKEN R-CCS, 東工大特定教授 Prof. Tokyo Tech. ACM/ISC/JSSST/IPSJ Fellows, IEEE Fernbach(2014)&Cray(2022) Awards, 令4紫綬褒章 Purple Ribbon Medal 2022HPC Guru @HPC_Guru
26K Followers 97 Following "It takes a lot of knowledge to know what one does not know" 😎Tweets on things related to High Performance Computing -- systems, interconnects, storage, 🥭 ...SC24 @Supercomputing
18K Followers 568 Following Official Twitter for the SC Conference Series • SC24 • Nov 17–21, 2024 • Georgia World Congress Center, Atlanta, GAUnderfox @Underfox3
7K Followers 133 Following Physicist, Telecom Engineering lover, HPC Enthusiast. Prog Rock/Metal fan.Didem Unat @didemunat
2K Followers 428 Following Scientist, liberal, likes simple solutions Prof @ Koç University, Computer Engineering, [email protected]Sunita Chandrasekaran @sunitachandra29
2K Followers 2K Following Assoc. Prof. @UDelaware, Computational Scientist. BNL, PhD, @NTUsg Singapore, HPC, Exascale computing, ML/AI. Co-Director AICoE https://t.co/B0rUUxozrr𝐷𝑟. 𝐼𝑎�.. @IanCutress
39K Followers 1K Following Consultant, Chief Analyst, Influencer @TechTechPotato - @MoreThanMoore2xTodd Gamblin / @tgamb.. @tgamblin
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4K Followers 2K Following たった一人で日本の天〇学研究遂行に重大な支障を来らせた罪人、博士 (物理) の皆様には申し訳ありませんでした。余計なツイートをしないように心掛けますが、私ごときが URL込み一次情報を紹介するのすら気に入らない方もいるので何かあったら察して↓ https://t.co/1K63SE3R0zPULP Platform @pulp_platform
6K Followers 1K Following A joint effort of @ETH_en, University of Bologna @Unibo + partners for Parallel Ultra-Low Power computing. Boldly designing open hardware since '13.Simon McIntosh-Smith @simonmcs
3K Followers 498 Following Computer Scientist focused on HPC, advanced computer architectures and parallel programming languagesETH Zurich @ETH_en
93K Followers 552 Following This is the official Twitter account of ETH Zurich in English. Stay tuned for the latest news on research, technology and education. Deutscher Account: @ethHPCwire @HPCwire
21K Followers 365 Following #HPCwire is your world-class news portal covering high performance computers. @TomTaborHPC @TiffanyTrader @JRussonHPC @OliverPeckham #HPCDylan Patel @dylan522p
39K Followers 684 Following SemiAnalysis Boutique AI & Semiconductor Research and Consulting DMs are open for consulting, quotes, or to talk shopSPCL@ETH @spcl_eth
2K Followers 33 Following News from the Scalable Parallel Computing Lab at ETH Zurich @ETH_en led by @thoefler. Join or visit us: https://t.co/4CO7bCJQ2sCSCS Lugano @cscsch
2K Followers 103 Following CSCS, the Swiss National Supercomputing Centre, develops and promotes technical and scientific services in the fields of high-performance computing.OpenMP ARB @OpenMP_ARB
2K Followers 62 Following The OpenMP Architecture Review Board (ARB) standardizes directive-based multi-language high-level parallelism that is performant, productive and portable.witeken @witeken
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1K Followers 226 Following HPC Architecture Ronin, currently at @nvidia. Ramblings are my own. He/HimPraneeth Vepakomma @proneat
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54 Followers 66 Following 2024 ACM Conference on Reproducibility and Replicability June 18-20, 2024 INRIA, Université de Rennes, Rennes, France Submissions: February 12, 2024ECMWF @ECMWF
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326 Followers 706 Following Husband and dad. Working @allen_ai at cross-section between #climate and #hpc. Mountain fanatic. Ranging from optimistic to sarcastic. Views my own.SATW @SATW_ch
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331 Followers 26 Following @TheSIAMNews SIAM Activity Group on Supercomputing. Follow us for activities, meetings, events and more. https://t.co/O66fvfthv9 #SIAMPP24 #HPC4ALLGünther Dissertori @G_Dissertori
2K Followers 227 Following Researcher and lecturer in physics. As of 1 February 2022 this is the official Twitter account of the Rector of ETH Zurich (@ETH, @ETH_en)I’m back after a month long break from Twitter #HPC
“There is a strong desire to have an open, accessible, Ethernet-based network specifically designed to accommodate AI & HPC workload requirements." Article by @NetworkWorld talks about how UEC is achieving the goals of broad interoperability & stability. networkworld.com/article/207547…
Best universities in the world, 2024. 1. 🇺🇸 MIT 2. 🇬🇧 Cambridge 3. 🇬🇧 Oxford 4. 🇺🇸 Harvard 5. 🇺🇸 Stanford 6. 🇬🇧 Imperial College London 7. 🇨🇭 ETH Zurich 8. 🇸🇬 National University of Singapore 9. 🇬🇧 UCL 10. 🇺🇸 University of California, Berkeley (QS World Uni Rankings)
“In mathematics the art of asking questions is more valuable than solving problems." - Georg Cantor (1845 - 1918)
This cost + latency for llama 3 is actually insane. Just look at the rest of the models in comparison
📊Delighted to welcome Command-R-Plus, Llama-3, and and Gemini-Pro-1.5 into the Berkeley Function Calling Leaderboard. Check out how they stack up across different categories, P95 latency, and costs at gorilla.cs.berkeley.edu/leaderboard.ht… Congratulations to @cohere, @AIatMeta, and…
TSMC to build massive chips twice the size of today's largest that draw thousands of watts of power — 120x120mm chips with 12 HBM4E stacks in 2027 trib.al/2HcfRK6
World's top 20 semiconductor companies by revenue in 2023: 1.🇺🇸 Intel: $51 billion 2.🇺🇸 NVIDIA: $49 billion 3.🇰🇷 Samsung Electronics: $44 billion 4.🇺🇸 Qualcomm: $31 billion 5.🇺🇸 Broadcom: $28 billion 6.🇰🇷 SK Hynix: $24 billion 7.🇺🇸 AMD: $22 billion 8.🇺🇸 Apple: $19 billion 9.🇩🇪…
Rule No. 1: Never stop questioning. Rule No. 2: Never forget rule No. 1.
Very large context windows may extend the capabilities of LLMs because you can give them hundreds of examples on how to solve a problem (many shot learning). This paper from Google finds significant performance boosts from many shot, even when the AI generates its own examples.
Interesting how in all these domains AI is asymptoting at roughly human performance - where's the AI zooming past us to superintelligence that Kurzweil etc. predicted/feared?
As part of our tour of the @meteoschweiz operational facilities at @zrh_airport yesterday, I was pleased to have met with Christof Appenzeller, the Director General, along with his senior management team.
Discover how UEC continues to advance towards its v1.0 specifications! 💻 Read our blog and learn about the UEC Stack, explore multi-path packet spraying, etc. Get involved today 🌐. ultraethernet.org/uec-progresses… #HPC
$GOOG Alphabet Q1 FY24: • Revenue +15% Y/Y to $80.5B ($1.8B beat). • Operating margin 32% (+7pp Y/Y). • EPS $1.89 ($0.38 beat). ☁️ Google Cloud: • Revenue +28% Y/Y to $9.6B. • Operating margin 9% (+7pp Y/Y). ▶️ YouTube ads +21% to $8.1B.
$MSFT Microsoft Q3 FY24 (ending in March): • Revenue +17% Y/Y to $61.9B ($1.0B beat). • Gross margin 70% (+0pp Y/Y) • Operating margin 44% (+2pp Y/Y). • EPS $2.94 ($0.11 beat). ☁️ Azure +31% fx neutral.
Mental models are rules of thumb that simplify decisions. 10 most powerful mental models I've found:
The best number is 73. 73 is the 21st prime number. Its mirror (37) is the 12th and its mirror (21) is the product of multiplying 7 and 3. In binary, 73 is a palindrome, 1001001 which backwards is 1001001.
1. Never stop learning. 2. See failure as a beginning. 3. Teach others what you know. 4. Assume nothing, question everything. 5. Analyze objectively. 6. Practice humility. 7. Respect constructive criticism. 8. Love what you do. 9. Give credit where it's due. 10. Take initiative.
I was running my first Dagstuhl last week with David Bacon (Google), Dave Patterson (UC Berkeley), and Margo Seltzer @margo_seltzer (UBC) bringing together researchers on #CloudDatabases & #ComputerArchitecture : dagstuhl.de/24162/. The was a fun & highly interesting week.