2. [12/2021] A poster LB HM: Load Balance Aware Data Placement on Heterogeneous Memory for Task Parallel HPC Application is accepted by PPoPP'22. Before Merced was opened in 2005, the San Joaquin Valley was the most populated part of the state without a UC campus. [9/2022] A paper on using heterogeneous memory to train GNN (titled "Betty: Enabling Large-Scale GNN Training with Batch-Level Graph Partitioning") is accepted to ASPLOS'23. First employment: assistant professor at William and Mary), Wenqian Dong (PhD student, graduated in May 2022. Lab Site. 95343, 2nd Workshop on Heterogeneous Memory Systems (HMEM), a keynote at the Eleventh International Workshop on Accelerators and Hybrid Emerging Systems (AsHES), Electrical Engineering and Computer Science, High Performance Computing Systems and Architecture Group, Seventh International Workshop on Extreme Scale Programming Models and Middleware. We aim to discover new metastable quantum . Overview. You are encouraged to study together and to discuss information and concepts . Technical reviewers for major journals:IEEE Transaction on First employment: Barcelona Supercomputer Center), Armando Montanez. ZeRO-Offload: Democratizing Billion-Scale Model Training. My research interests lie in high performance computing, computer architecture, and machine learning. Use MPI collective communication to implement the following steps. Jiawen Liu, Zhen Xie, Dimitrios Nikolopoulos, Dong Li IPDPS'19; top-cr Runtime Concurrency Control and Operation Scheduling for High Performance Neural Network Training The 33rd IEEE International Parallel and Distributed Processing Symposium, 2019. 5200 North Lake Rd. [09/2022] A paper "A Comprehensive Evaluation of Novel AI Accelerators for Deep Learning Workloads" is accepted at the 13th IEEE International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS) at SC'22. Visit a faculty member's profile to find out more about their research, or find contact details in the faculty directory. [4/2022] Congratulations to my student, Jiawen Liu. array is then divided into equal chunks and sent to other processes. © 2021 Kai Wu. Google Scholar / A paper "ArchTM: Architecture-Aware, High Performance Transaction for Persistent Memory" is accepted in FAST'21. Life is short. Use the individual file pointers. Our work creates innovation in runtime, architecture, performance modeling, and programming models; We also investigate the impact of novel architectures (e.g., CXL-based memory and accelerator with massive parallelism) on the designs of applications and runtime. I received my B.S. Dr. Dong Li is an associate professor at University of California, Merced. Parallel and Distributed Computing (JPDC), Journal of Supercomputing, Dong Li Professor in the Computer Science department at University of California Merced 0% Would take again 3 Level of Difficulty Rate Professor Li I'm Professor Li Submit a Correction Check out Similar Professors in the Computer Science Department 4.33 Florin Rusu 3.75 Angelo Kyrilov 3.60 Alberto Cerpa 1 Student Ratings All courses Quality 2.0 UC Merced is ranked #7 in high performance computing (HPC) and #59 in computer science in general by CSRankings. Merced and other places. 148 Amphitheater Way. [2/2020] A paper, "Flame: A Self-Adaptive Auto-Labeling System for Heterogeneous Mobile Processors", is accepted in MLSys-W 2020. [02/2023] A paper Transfer Learning Across Heterogeneous Features For Efficient Tensor Program Generation" is accepted into ExHET'23. University of California, Merced 5200 North Lake Rd. . All current faculty in the School of Biological Sciences at UC San Diego. First employment: Byton), Wei Liu (Master student, graduated in 2017. When it comes to out-of-state tuition and fees, these figures jump dramatically. Robin Gustafson, UC Davis. [11/2022] Invited as a panelist in the panel on "AI for HPC" in. She will join the College of William and Mary as a tenure-track assistant professor since fall! UC Merced; Newsroom; Executive Leadership; University Library; Academics. Dong Yu Professor Department of Physics and Astronomy University of California at Davis Office: 203 Physics Phone: 530-754-0832 Fax: 530-752-4717 Email: yu at physics.ucdavis.edu 2021- Professor of Physics and Astronomy, University of California at Davis [4/2022] A paper, "Campo: A Cost-Aware and High-Performance Mixed Precision Optimizer for Neural Network Training", is accepted to ATC'22. The Merced campus is a destination all its own, yet still close to many major cities and natural resources: an hour north of Fresno, two hours south of Sacramento, two hours southeast of San Francisco and the Silicon Valley . [3/2020] A paper, "RIANN: Real-time Incremental Learning with Approximate Nearest Neighbor on Mobile Devices", is accepted in OpML 2020. MPI_File_set_view, MPI_File_write_alll, Copyright 2023 StudeerSnel B.V., Keizersgracht 424, 1016 GC Amsterdam, KVK: 56829787, BTW: NL852321363B01, Give Me Liberty! I am a research scientist at Meta AI System Co-design. Sessions: Feb 7 - Mindfulness Feb 14 - Self-Compassion degree from The University of Edinburgh and Sun Yat-sen University (SYSU) on 2020 and 2019, respectively. [1/2021] A paper Tahoe: Tree Structure-Aware High Performance Inference Engine for Decision Tree Ensemble on GPU is accepted in EuroSys'21. Description: A weekly 1.5-hour group therapy for UC Merced students focused on using art as a tool for self-discovery, creative self-expression, and self-care, with each week centered on a theme to draw from within. Jingkai Zhou. SE1 338. . Welcome to Applied Fractional Calculus (AFC @ UC Merced) Website! This lab is Anthony Li (BS 2014) Ivan Felix (BS 2015) Van Thai (BS 2015) Ryan Paw (BS 2015) Alex Anh-Tu Nguyen (BS 2017) Additional Links. 1 MPI process 0 initializes a one-dimensional array assigning to each element the value of its index. tianxili at virginia dot edu. School of Engineering; Department. Merced, CA 95343 Telephone: (209) 228-4400 She will join the Florida International University as a tenure-track assistant professor since fall! International Journal of High Performance Computing, etc. Dong's research focuses on high performance computing (HPC), and maintains a strong relevance to computer systems (especially systems for large-scale AI/ML). [6/2019] A paper Adaptive Neural Network-Based Approximation to Accelerate Eulerian Fluid Simulation is accepted in SC'19. [New: A collection of FC books] [Our previous AFC activities can be found here and here] [Our new AFC Workshop Series @ UC Merced] 3/14/2019. Improving the performance and scalability of tensor computation is essential to those domains. [8/2022] Welcome new PhD student, Jin Huang! High performance computing; [09/2022] A tutorial on "Programming New AI Accelerators for Scientific Computing" is accepted and will be presented at SC'22, [08/2022] Invited talk on Argonne Training Program on Extreme-Scale Computing (ATPESC 2022), [04/2022] Invited talk and service as panellist at Berkeley Lab: "Throughput-oriented and Accuracy-aware DNN Training with BFloat16 on GPU". UC Riverside, for the most part, is a pretty good school especially if you are looking to major in STEM. [12/2021] A paper TLB-pilot: Mitigating TLB Contention Attack on GPUs with Microarchitecture-Aware Scheduling is accepted by ACM Transactions on Architecture and Code Optimization (TACO) . My advisor is Prof. Xiaoyi Lu. Only one Ph.D. who advanced to Ph.D. candidacy has been elected each year based on his/her primarily on the basis of merit and the promise of outstanding academic and. Data Recovery. 5200 North Lake Rd, GitHub / The experiments are performed using the VGG-16, and MobileNet-v1 on the CIFAR10/100 and UC Merced Land-use datasets. Pursue what you really want. The following articles are merged in Scholar. Before that, I received my Ph.D. in Electrical Engineering and Computer Sciences from University of California Merced, working with Prof. Dong Li on building efficient and scalable system supports for heterogeneous memory-based platforms. UC Merced Graduate Student Travel Fellowship, UC Merced Bobcat Graduate Research Fellowship. *sarcastically* It's so fun. (103/372=27.7%) Jiawen Liu, Dong Li, Gokcen Kestor, Jeffrey Vetter MICRO'18 She will join the College of William and Mary as a tenure-track assistant professor since fall! First employment: PayPal), Kevin Song (Undergraduate student, graduated in 2015, as the UC 15h I promised myself to never take the beautiful view of #Sierras from @ucmerced The Department of Computer Science offers an undergraduate major leading to a B.S. degree from the Beijing Institute of Technology. Person ReID, Data Augmentation, Unsupervised Learning. [9/2021] Thanks ANL and SK Hynix for supporting our research on machine learning systems and big memory! Pi day AFC gift from MESA Lab: all AFC books so far collected by Ms. Lihong Guo - enjoy this copy: HERE; 04/21/2015. [6/2021] Dong was selected to be an associate editor for IEEE Transactions on Parallel and Distributed Systems (TPDS). UC Merced administers a number of scholarship funds designed to benefit undergraduate students. [12/2022] Welcome new PhD students, Bin Ma and Jianbo Wu! University of California, Merced records show Dong Li held one job from 2019 to 2020. MercedEECSDong Li (faculty.ucmerced.edu/dong-li) 1-2CS (2021 Spring/Fall). [11/2022]Dong Li co-chairedAI for Scientific Applications workshopassociated with SC'22. Anna Seiffert, UC Santa Barbara. [10/2022] Will serve as a shadow PC member at EuroSys'23. 31 (non-volatile memory) . Professor, Department of Bioengineering, UC Merced. Charlottesville, VA 22904. [4/2022] Congratulations to my student, Jie Ren. Changqing Li Professional Title: Professor and Graduate Group Chair Email: cli32@ucmerced.edu Lab Website (s): Li Lab Research Interests: Biomedical imaging methods for cancer and drug delivery Changqing Li's research focuses on biomedical imaging, especially tissue optical imaging and x-ray imaging. [9/2022] A paper on using heterogeneous memory to train GNN (titled "Betty: Enabling Large-Scale GNN Training with Batch-Level Graph Partitioning") is accepted to ASPLOS'23. With 10 campuses, 5 medical centers, 3 national labs and a network of agricultural and natural resource centers, UC boasts large numbers of distinguished faculty and researchers in every field. The spring 2022 undergraduate fee is $1,266.66, and the graduate fee is $1,898.70. Aislinn Sotelo, UCSD. Professor Dong Li lab session submission deadline: mar 19, 11:59pm please submit your lab to catcourses, including makefile and short report (up to one page). In each MPI process, a variable is initialized with the local rank of the Cartesian communicator. Verified email at ucmerced.edu - Homepage. degree and a graduate program leading to M.S. Hints: use MPI_scatter/gather, MPI_scatterv/gatherv. Constantly being compared to the top UCs, UCR always falls behind. Join PASA as a PhD student), Zachary Canann (Undergraduate student, graduated in 2016, as the UC Merced outstanding student. Write a code that writes and reads a binary file in parallel according to the following steps: I) The first process writes integers 0-9 from the beginning of the file, the second process writes integer Zhen Xie is a postdoctoral researcher in Data Science group with Argonne Leadership Computing Facility (ALCF) at Argonne National Laboratory, supervised by Dr. Murali Emani. [11/2022] Prof. Jian Huang@UIUC visited us and gave a talk "The ISA of Future Storage Systems: Interface, Specialization and Approach". Google Scholar Profile. I received my Ph.D. from the University of California, Merced, supervised by Prof. Dong Li. Previously (2021-2022), I was a researcher at ByteDance (TikTok) Infrastructure System Lab. Before coming to UC Merced, I received my M.S. Previously (2011-2014), he was a research scientist at the Oak Ridge National Laboratory (ORNL). distributed and parallel systems . HPCC'17, NAS'17, OSDI'20, SC'20, NVMW'20, NVMW'19, SC'19, SC'18, OSDI'18, ASPLOS'18, NVMW'18, CLUSTER'17, NVMW'17, SC'16. One of the only things that brings this school down is it's reputation. Are they the same number? Dong Li Title: Associate Professor Email: dli35@ucmerced.edu Phone: (209) 228-2488 Office: S&E 2, 211 Website: Faculty Site Education: Ph.D., 2011 Virginia Tech Research Interests: High performance computing Fault tolerance/resilience in large-scale parallel and distributed systems Power-aware computing Performance modeling and optimization divided into the following two steps: Compare the local rank with the global MPI_COMM_WORLD rank. [HPDC] Panruo Wu, Dong Li, Zizhong Chen, Jeffrey S. Vetter, and Sparsh Mittal. Copyright 2023 Zhen Xie Academic Home Page. [11/2022] Thanks Oracle for supporting our research on large-scale AI model training! Dr. Dong Li is an associate professor at University of California, Merced. [5/2022] Dong Xu and Jie Liu will go to SK hynix and Tencent for summer internship. William Li was . LinkedIn / Merced, CA 95343 T: (209) 228-4400 2022 107 Halsey Hall. One GPU may contain many types of memory of different properties. calculating the square of its value) and finally broadcasts it to all the others MPI processes. II) Re-open the file. Merced County prosecutors filed murder charges Tuesday against a 50-year-old San Francisco man in connection with a slaying of a woman whose body was found in a Merced trash bin. [7/2019] Invited talk at China University Of Petroleum: "Performance Prediction and Optimization of Floating Point Operating Patterns". [9/2022] Welcome Prof. Tsung-wei Huang@Utah visits us. [11/2022] Thanks Lawrence Livermore National Lab (LLNL) for supporting our research on heterogeneous memory! Cartesian topology Algorithm-Directed Data Placement in Explicitly Managed Non-Volatile Memory. Dr. Dong Li is an associate professor at University of California, Merced. [5/2021] Dong was invited to give a keynote at the Eleventh International Workshop on Accelerators and Hybrid Emerging Systems (AsHES). My research aims to improve the performance and resource efficiency of heterogeneous computing systems while making it easier for users to deploy and manage their applications. A tag already exists with the provided branch name. Argonne Website, Argonne Leadership Computing Facility (ALCF), Performance optimization on HPC and AI/DL applications, Parallel computing on various architectures, Heterogeneous computing and memory systems. Congratulations! Join Rice as a PhD student), Hanlin He (Undergraduate student, graduated in 2016, as the UC Merced outstanding student. Selected Recent Publications (a complete list of the publication can be found fromhere), Parallel Architecture, System, and Algorithm Lab (PASA), High Performance Computing Systems and Architecture Group, highlighted by the U.S. Department of Energy, understanding natural error resilience in HPC applications, Memory-centric system optimization for machine learning training and inference, System support for big, heterogeneous memory platforms, Seventh International Workshop on Extreme Scale Programming Models and Middleware, ASPLOS Distinguished Artifact Award, 2021, Berkeley Lab University Faculty Fellowship, 2016, SC best poster nomination (2.9% of all poster submissions), 2016, Oak Ridge National Lab (CSMD) Distinguished Contributor Award, 2013. Telephone: (209) 228-4400, Management Analytics and Decision Making Minor, Electrical Engineering and Computer Science (EECS), Materials and Biomaterials Science and Engineering (MBSE), Management of Innovation, Sustainability and Technology (MIST), EECS (Electrical Engineering and Computer Science), School of Social Sciences, Humanities & Arts, Office of Executive Vice Chancellor and Provost, Physical Operations, Planning and Development, Fault tolerance/resilience in large-scale parallel and distributedsystems. Collective communication Before joining Meta, I worked at Pacific Northwest National Laboratory, Oak Ridge National Laboratory, Tencent America, and Meta. He obtained his Ph.D. degree at Institute of Computing Technology of the Chinese Academy of Sciences. Previously (2011-2014), he was a research scientist at the Oak Ridge National Laboratory (ORNL). Calculate on each MPI process the average between its local rank and the local rank from each of its Previously (2021-2022), I was a researcher at ByteDance (TikTok) Infrastructure System Lab. Athena: High-Performance Sparse Tensor Contraction Sequence on Heterogeneous Memory, Enabling Energy-Efficient DNN Training on Hybrid GPU-FPGA Accelerators, Sparta: High-Performance, Element-Wise Sparse Tensor Contraction on Heterogeneous Memory, Fast, Flexible and Comprehensive Bug Detection for Persistent Memory Programs, Tahoe: Tree Structure-Aware High Performance Inference Engine for Decision Tree Ensemble on GPU, RIANN: Real-Time Incremental Learning with Approximate Nearest Neighbor on Mobile Devices, Runtime Concurrency Control and Operation Scheduling for High Performance Neural Network Training, Processing in Memory for Energy-Efficient CNN Training: A Heterogeneous Approach, HOMP: Automated Distribution of Parallel Loops and Data in Highly Parallel Accelerator-Based Systems, Fall 2020: Pacific Northwest National Laboratory (PNNL), Summer 2020: Pacific Northwest National Laboratory (PNNL), Summer 2018: Oak Ridge National Laboratory (ORNL). neighbors (north, east, south, and west). For information about our group members, see our People page. : an American History (Eric Foner), Educational Research: Competencies for Analysis and Applications (Gay L. R.; Mills Geoffrey E.; Airasian Peter W.), Forecasting, Time Series, and Regression (Richard T. O'Connell; Anne B. Koehler), The Methodology of the Social Sciences (Max Weber), Biological Science (Freeman Scott; Quillin Kim; Allison Lizabeth), Campbell Biology (Jane B. Reece; Lisa A. Urry; Michael L. Cain; Steven A. Wasserman; Peter V. Minorsky), Brunner and Suddarth's Textbook of Medical-Surgical Nursing (Janice L. Hinkle; Kerry H. Cheever), Civilization and its Discontents (Sigmund Freud), Chemistry: The Central Science (Theodore E. Brown; H. Eugene H LeMay; Bruce E. Bursten; Catherine Murphy; Patrick Woodward), Psychology (David G. Myers; C. Nathan DeWall), Business Law: Text and Cases (Kenneth W. Clarkson; Roger LeRoy Miller; Frank B. [4/2022] Congratulations to my student, Jie Ren. Our work creates innovation in runtime, architecture, performance modeling, and programming models; We also investigate the impact of novel architectures (e.g., CXL-based memory and accelerator with massive parallelism) on the designs of applications and runtime. He will join the Meta (facebook) AI Research. Please submit your lab results/code to CatCourses, including Makefile and a short report (up to one page). However, the school is changing. Prior, he was a postdoctoral researcher in Electrical Engineering and Computer Science at University of California Merced, working with Prof. Dong Lion building efficient system supports for HPC and AI/DL workloads on persistent memory and GPU platforms. . [1/2021] A paper MD-HM: Memoization-based Molecular Dynamics Simulations on Big Memory System is accepted in ICS'21. [3/2021] Our collaboration work with LLNL on MPI fault tolerance benchmark suite is reported by HPCWire. Telephone: (209) 228-4400. reading has been performed correctly. After having received the proper A paper "Efficient Tensor Migration and Allocation on Heterogeneous Memory Systems for Deep Learning" is accepted in HPCA'21. Robin Gustafson, UC Davis (vice chair) Tom Bustos, UC Merced (SILS Operations Team chair) Todd Grappone, UC Los Angeles. Dong Li. External reviewers: PPoPP'14, SC'13, Euro-par'12, HPDC'11, etc. 5200 North Lake Rd. As a department with very high research activity housed in a liberal arts institution, our students enjoy the best of both worlds. I received my B.S. Any work submitted by a student in this course for academic credit will be the student's own work. I am a senior engineer at Microsoft. University of California, Merced - Cited by 3,230 - High Performance Computing - Parallel and Distributed Systems . [4/2021] Our work on training billion-scale NLP models on heterogeneous memory is accepted into USENIX ATC'21! However, he doesn't have a schedule for his course so you have no idea when quizzes are, I can only assume the next one is after homework is due. Merced outstanding student. Merced, CA 95343 | . My research interests span operating systems, computer architecture, and their intersection with machine learning and high-performance computing. [4/2022] Congratulations to my student, Wenqian Dong. This question is for testing whether or not you are a human visitor and to prevent automated spam submissions. Merced's Academic Honesty Policy. First employment: Meta Research), Zhen Xie (Postdoc, left in May 2021. dli35@ucmerced.edu. University of California, 1. . J Ren, S Rajbhandari, RY Aminabadi, O Ruwase, S Yang, M Zhang, D Li, USENIX Annual Technical Conference, 551-564, KL Spafford, JS Meredith, S Lee, D Li, PC Roth, JS Vetter, Proceedings of the 9th conference on Computing Frontiers, 103-112, 2014 47th Annual IEEE/ACM International Symposium on Microarchitecture, 88-100, B Wang, B Wu, D Li, X Shen, W Yu, Y Jiao, JS Vetter, Proceedings of the 22nd international conference on Parallel architectures, D Li, BR De Supinski, M Schulz, DS Nikolopoulos, KW Cameron, IEEE Transactions on parallel and distributed Systems 24 (1), 144-157, SC18: International Conference for High Performance Computing, Networking, SC'14: Proceedings of the International Conference for High Performance, Proceedings of the International Conference on High Performance Computing, 2019 IEEE 25th International Conference on Parallel and Distributed Systems, D Li, DS Nikolopoulos, K Cameron, BR de Supinski, M Schulz, Z Liu, B Wang, P Carpenter, D Li, JS Vetter, W Yu, 2012 IEEE 20th International Symposium on Modeling, Analysis and Simulation, New articles related to this author's research, Professor of Computer Science, Virginia Tech, Assistant Professor at ECE and Mehta Family School of DS&AI, IIT Roorkee, Professor of Computer Science, North Carolina State University, Professor of Computer Science, Florida State University, Powerpack: Energy profiling and analysis of high-performance systems and applications, A survey of architectural approaches for managing embedded DRAM and non-volatile on-chip caches, Destiny: A tool for modeling emerging 3d nvm and edram caches, Classifying soft error vulnerabilities in extreme-scale scientific applications using a binary instrumentation tool, Processing-in-memory for energy-efficient neural network training: A heterogeneous approach, Identifying opportunities for byte-addressable non-volatile memory in extreme-scale scientific applications, Unimem: Runtime data managementon non-volatile memory-based heterogeneous main memory, Enabling and exploiting flexible task assignment on GPU through SM-centric program transformations. Coordinator: Dong Li Contact Information: SE2 211 dli35@ucmerced.edu Designation: EECS245 Parallel Computing Office Hours . High Performance Computing Parallel and Distributed Systems. UC Merced HPC 7CSRankings 16 2018 U.S.News 29 2019 32 UC 50 UC Merced 44 UC Riverside 39 UCSC 34 16 2021 US News UC Merced 93 4 72 Merced Sarah Houghton, California Digital Library. Dong Li worked as an Assistant Professor (Business/Economics/Engineering) for the University of California, Merced and in 2019 had a reported pay of $116,200. In particular, his research includes: (i) System for Machine Learning: building modern ML/DL algorithms and systems on heterogeneous and parallel HPC architectures (e.g., GPUs and AI accelerators); (ii) HPC Performance Tuning: automatic performance optimization on HPC applications with the aid of machine learning; (iii) Scientific Machine Learning: accelerating HPC applications using machine learning-based approximation. Wei-Chun Chin. Only two papers won this award. PhD student at University of California, Merced. [3/2021] Four papers are accepeted into ICS'21! Tel: 434-243-3367. Faculty may update their list and profile information in the Faculty List Info Editor within the Faculty Portal. Dong Li. Dong Li's 56 research works with 338 citations and 3,926 reads, including: Large Scale Caching and Streaming of Training Data for Online Deep Learning. SE2 211 1 MPI process 0 initializes a variable to a given value, then modifies the variable (for example, by Try again later. [11/2022]Dong Li was invited as a panelist in the panel on "AI for HPC" inSeventh International Workshop on Extreme Scale Programming Models and Middlewareassociated with SC'22. Undergraduate student, Jin Huang reviewers: PPoPP'14, SC'13, Euro-par'12, HPDC'11,.! '' in: ( 209 ) 228-4400 she will join the Meta ( facebook AI! The student & # x27 ; s academic Honesty Policy Wei Liu ( student! 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Scientist at the Oak Ridge National Laboratory, Oak Ridge National Laboratory ( ORNL.. Meta research ), he was a researcher at ByteDance ( TikTok ) Infrastructure System Lab a liberal institution. Your Lab results/code to CatCourses, including Makefile and a short report up! Center ), Wei Liu ( Master student, Wenqian Dong major in STEM research,... Merced was opened in 2005, the San Joaquin Valley was the most populated part of the only things brings... Report ( up to one page ) in MLSys-W 2020 AI for HPC ''.... By 3,230 - High Performance Transaction for Persistent memory '' is accepted in MLSys-W 2020 (,. 6/2021 ] Dong was selected to be an associate professor at University of California, Merced records Dong... To give a keynote at the Oak Ridge National Laboratory ( ORNL ) academic Honesty Policy paper ArchTM...