University of California, Merced 5200 North Lake Rd. *sarcastically* It's so fun. Current employment: Microsoft), Luanzheng Guo (PhD student, graduated in Oct 2020. 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. divided into the following two steps: Compare the local rank with the global MPI_COMM_WORLD rank. [4/2022] Congratulations to my student, Jiawen Liu. Sarah Houghton, California Digital Library. The system can't perform the operation now. International Journal of High Performance Computing, etc. I am a research scientist at Meta AI System Co-design. In addition, your browser should visually indicate that you are accessing a secure page. [6/2021] Dong was selected to be an associate editor for IEEE Transactions on Parallel and Distributed Systems (TPDS). 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. All professors at the University of California, Merced (UC Merced) in Merced, California. Mehdi Bahrami from UC Merced Cloud Lab won the another highly prestigious award, 2016 Fletcher Jones Fellowship award. He will join the Meta (facebook) AI Research. First employment: Meta Research), Zhen Xie (Postdoc, left in May 2021. His research emphasizes on High-Performance Computing (HPC) with a focus on the interaction between machine learning algorithms and system-level performance optimization. Dr. Dong Li is an associate professor at University of California, Merced. Each process reads the data just written by using an explicit offset. Join Google), Jing Liang (Undergraduate student, graduated in 2017. This 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 . My research interests span operating systems, computer architecture, and their intersection with machine learning and high-performance computing. Verified email at ucmerced.edu - Homepage. 107 Halsey Hall. First employment: National Cancer Institute), Hanlin He (Master student, graduated in 2018. Reliability (TR), IEEE Transaction on Computers (TC), Journal of 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. Person ReID, Data Augmentation, Unsupervised Learning. Prof. Dong Li's work on high-performance computing has earned him a National Science Foundation (NSF) CAREER Award. He will join the Meta (facebook) AI Research. [3/2021] Our collaboration work with LLNL on MPI fault tolerance benchmark suite is reported by HPCWire. 1. First employment: Pacific Northwest National Lab), Neelam Sinha (Master student, graduated in 2020. High Performance Computing Parallel and Distributed Systems. 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. He earned his PhD from MIT in 2006 under Gang Chen, following a BS and MS (under Arun Majumdar) from UC Berkeley. chunk, each process updates it by adding its rank and then sends it back to root process. [6/2021] A paper "Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality Estimation" is accepted into VLDB'21. I previously received my PhD at University of California, Merced, advised by Prof. Dong Li. Congratulations! II) Re-open the file. [1/2021] A paper Enabling Energy-Efficient DNN Training on Hybrid GPU-FPGA Accelerators is accepted in ICS'21. 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. As a department with very high research activity housed in a liberal arts institution, our students enjoy the best of both worlds. 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 I received my Ph.D. from the University of California, Merced, supervised by Prof. Dong Li. Pi day AFC gift from MESA Lab: all AFC books so far collected by Ms. Lihong Guo - enjoy this copy: HERE; 04/21/2015. Merced's Academic Honesty Policy. Copyright 2023 Zhen Xie Academic Home Page. Dr. Dong Li is an associate professor at Electrical Engineering and Computer Science, University of California, Merced. "Dong Li from UC Merced on the development of runtimes for automatic data management on heterogeneous memories: a trade-off between the cost of memory profiling, online analysis and data migration. Department of Statistics. University of California, Merced 5200 North Lake Rd. This is a collaboration work with Microsoft. Charlottesville, VA 22904. . Office: 311, Science and Engineering Building 2, UC Merced, CA 95343 Email : twang61 [at] ucmerced [dot] edu Github Google Scholar. ZeRO-Offload: Democratizing Billion-Scale Model Training. We aim to discover new metastable quantum . My research interests lie in high performance computing, computer architecture, and machine learning. Welcome to Applied Fractional Calculus (AFC @ UC Merced) Website! Faculty Research List. . He is the director of Parallel Architecture, System, and Algorithm Lab (PASA) and a co-director of High Performance Computing Systems and Architecture Group at UC Merced. [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. University of California, Merced Electrical Engineering and Computer Science, School of Social Sciences, Humanities & Arts, Office of Executive Vice Chancellor and Provost, Physical Operations, Planning and Development, Non-volatile memory and memory heterogeneity, Fault tolerance/resilience in large-scale parallel and distributed systems. 5200 North Lake Rd. External reviewers: PPoPP'14, SC'13, Euro-par'12, HPDC'11, etc. Cartesian topology She will join the College of William and Mary as a tenure-track assistant professor since fall! His work has been published in multiple top-tier conferences and journals, including PPoPP, SC, ICS, EuroSys, TPDS. to be periodic (i., the bottom rank is neighbor of the top). Hints: use MPI_scatter/gather, MPI_scatterv/gatherv. III) Each process writes the data just read in the following way (supposing that there are 4 processes): 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. UC Merced is ranked #7 in high performance computing (HPC) and #59 in computer science in general by CSRankings. Before Merced was opened in 2005, the San Joaquin Valley was the most populated part of the state without a UC campus. SE2 211. Google Scholar Profile. [11/2022] Thanks Lawrence Livermore National Lab (LLNL) for supporting our research on heterogeneous memory! You are encouraged to study together and to discuss information and concepts . High performance computing; degree from the Beijing Institute of Technology. 5200 North Lake Rd. One GPU may contain many types of memory of different properties. He is the director of Parallel Architecture, System, and Algorithm Lab (PASA) and a co-director of High Performance Computing Systems and Architecture Group at UC Merced. [8/2022] Welcome new PhD student, Jin Huang! [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. [10/2021] Dong gave a talk on large AI model training at ECE@UMass. For each step, change the number [5/2022] Dong Xu and Jie Liu will go to SK hynix and Tencent for summer internship. Merced, CA 95343 Prof. Dong Li's work on high-performance computing has earned him a National Science Foundation (NSF) CAREER Award. Advisor (s): Li, Dong ( 2022) Tensors, which generalize matrices to more than two dimensions, are fundamental to many disciplines, such as scientific computing and machine learning. UC Riverside, for the most part, is a pretty good school especially if you are looking to major in STEM. 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. Merced and other places. [11/2022] Thanks Oracle for supporting our research on large-scale AI model training! School of Engineering; The best way to place data in memory is sensitive to many factors (e.g . [11/2022]Dong Li co-chairedAI for Scientific Applications workshopassociated with SC'22. (103/372=27.7%) Jiawen Liu, Dong Li, Gokcen Kestor, Jeffrey Vetter MICRO'18 The core theme of our research is to study how to enable scalable and efficient execution of applications (especially machine learning and artificial intelligence workloads) on increasingly complex large-scale parallel systems. I am a senior engineer at Microsoft. 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. [4/2022] A paper, "Campo: A Cost-Aware and High-Performance Mixed Precision Optimizer for Neural Network Training", is accepted to ATC'22. The school gives you many different opportunities to succeed and learn. 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. It appears you may have used Coursicle on this device and then cleared your cookies. 1 MPI process 0 initializes a one-dimensional array assigning to each element the value of its index. 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. The experiments are performed using the VGG-16, and MobileNet-v1 on the CIFAR10/100 and UC Merced Land-use datasets. [3/2020] A paper, "RIANN: Real-time Incremental Learning with Approximate Nearest Neighbor on Mobile Devices", is accepted in OpML 2020. Hints: use MPI_Dims_create, MPI_Cart_create, MPI_Cart_coords, and MPI_Cart_shift. [12/2022] Welcome new PhD students, Bin Ma and Jianbo Wu! [11/2022] Group meeting with DarchR Lab@UC Davis for research collaboration. Before coming to UC Merced, I received my M.S. Dong Li 0001 University of California, Merced, CA, USA (and 2 more) Dong Li 0002 PLA University of Science and Technology, College of Command Information System, Nanjing, China Dong Li 0003 Nanjing Agricultural University, NETCIA, Jiangsu Key Laboratory for Information Agriculture, China 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. [5/2021] Dong was invited to give a keynote at the Eleventh International Workshop on Accelerators and Hybrid Emerging Systems (AsHES). When it comes to out-of-state tuition and fees, these figures jump dramatically. 5200 North Lake Rd, [1/2021] A paper Tahoe: Tree Structure-Aware High Performance Inference Engine for Decision Tree Ensemble on GPU is accepted in EuroSys'21. My research interests span operating systems, computer architecture, and their intersection with machine learning and high-performance computing. [6/2021] A paper A Pattern Based SpGEMM Library for Multi-core and Many-core Architectures is accepted by TPDS. First employment: assistant professor at William and Mary), Wenqian Dong (PhD student, graduated in May 2022. Previously (2011-2014), he was a research scientist at the Oak Ridge National Laboratory (ORNL). degree from Tsinghua University (THU) and Beijing University of Posts and Telecommunications (BUPT) on 2016 and 2013 respectively. 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). Telephone: (209) 228-4400. University of California, Merced records show Dong Li held one job from 2019 to 2020. x. Merced, CA 95343 T: (209) 228-4400 2022 The minus strand of the HTLV-1 genome encodes HBZ, a protein that could play a r [8/2021] Welcome new PhD student, Dong Xu :-), [6/2021] Dong was invited to give a talk and be a panelist at 2nd Workshop on Heterogeneous Memory Systems (HMEM). 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. Our goal is to improve the performance, reliability, energy efficiency, and productivity of large-scale parallel systems. 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. LinkedIn / This lab is [9/2021] Thanks ANL and SK Hynix for supporting our research on machine learning systems and big memory! [11/2022] A paper "Merchandiser: Data Placement on Heterogeneous Memory for Task-Parallel HPC Applications with Load-Balance Awareness" is accepted to PPoPP'23. He is the director of Parallel Architecture, System, and Algorithm Lab (PASA). Jingkai Zhou. Aislinn Sotelo, UCSD. Coordinator: Dong Li Contact Information: SE2 211 dli35@ucmerced.edu Designation: EECS245 Parallel Computing Office Hours . In particular, my research focuses on building efficient, fast, and scalable systems for machine learning on modern platforms. Meeting Day: Tuesdays, 1:30pm to 3pm. [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. Merced, CA 95343 Telephone: (209) 228-4400 5200 North Lake Rd. UC Merced Web Pages that ask you for your UCMNet ID and password will generally have URLs that begin with "https://www.ucmerced.edu". Faculty may update their list and profile information in the Faculty List Info Editor within the Faculty Portal. [MEMSYS] Yuxiong Zhu, Borui Wang, Dong Li, and Jishen Zhao. [11/2022] A paper "Merchandiser: Data Placement on Heterogeneous Memory for Task-Parallel HPC Applications with Load-Balance Awareness" is accepted to PPoPP'23. [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) . [1/2021] A paper MD-HM: Memoization-based Molecular Dynamics Simulations on Big Memory System is accepted in ICS'21. 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. [3/2021] Prof. Xu Liu from NCSU will give us a talk "Rethinking Performance Tools Research" on April 2. Dong Li Major product: Surge Protector, High Voltage Ceramic Capacitor, Varistor, Condensator, SPD, Electronic type Instrument Transformer, Solid Sealed Polar Pole (VXG) Xi'an Xian Xiwuer. However, the school is changing. Previously (2021-2022), I was a researcher at ByteDance (TikTok) Infrastructure System Lab. First employment: PayPal), Kevin Song (Undergraduate student, graduated in 2015, as the UC Sessions: Feb 7 - Mindfulness Feb 14 - Self-Compassion UC Merced; Newsroom; Executive Leadership; University Library; Academics. [9/2020] A paper Smart-PGSim: Using Neural Network to Accelerate AC-OPF Power Grid Simulation is accepted in SC'20. He was previously an Assistant Professor at UC Riverside before joining UC Berkeley in 2011, and since 2013 he has also held a joint appointment at the Lawrence Berkeley National Laboratory (LBNL) in the Materials Science Division. neighbors (north, east, south, and west). [4/2021] Our ASPLOS'21 paper won the distinguished artifact award! Improving the performance and scalability of tensor computation is essential to those domains. Tianxi Li. Before coming to UC Merced, I obtained my M.S. [8/2021] Invited talk at ANL: "Performance Optimization of ML and HPC Applications on Heterogeneous Systems". Check that the Short Bio. Before (III): data per process, To see the binary file in ASCII use the command, Hints: Use MPI_File_Open, MPI_File_write, MPI_File_seek, MPI_File_get_size, MPI_File_read_at, The ones marked, R Ge, X Feng, S Song, HC Chang, D Li, KW Cameron, IEEE Transactions on Parallel and Distributed Systems 21 (5), 658-671, D Li, BR de Supinski, M Schulz, K Cameron, DS Nikolopoulos, 2010 IEEE International Symposium on Parallel & Distributed Processing, IEEE Transactions on Parallel and Distributed Systems 26 (6), 1524-1537, M Poremba, S Mittal, D Li, JS Vetter, Y Xie, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE, SC'12: Proceedings of the International Conference on High Performance, 2018 51st Annual IEEE/ACM International Symposium on Microarchitecture, D Li, JS Vetter, G Marin, C McCurdy, C Cira, Z Liu, W Yu, 2012 IEEE 26th International Parallel and Distributed Processing Symposium, Proceedings of the International Conference for High Performance Computing, Proceedings of the 29th ACM on International Conference on Supercomputing. array is then divided into equal chunks and sent to other processes. A tag already exists with the provided branch name. [6/2022] A paper on mixed-precision AI model training is accepted into ATC'22. PhD student at University of California, Merced. Tel: 434-243-3367. If you experience insomnia, I highly recommend you to take his class because his lectures can make you fall asleep easily. In each MPI process, a variable is initialized with the local rank of the Cartesian communicator. Anna Seiffert, UC Santa Barbara. SE1 338. . PC member and chairmanship: ASPLOS'24 (artifact evaluation co-chair), ICS'23, ICML'23, ICDCS'23, CLOUD'23, ICS'22 (PC and online activity chair), SC'22, HPDC'22 (poster and travel grant chair), ICS'21, SC'21, ICML'21, HPDC'21 (poster co-chair), IPDPS'21, IPDPS'20 (primary PC), NeurIPS'20, HPDC'18-20 (travel chair), ICPP'19-20, SC'18, ASPLOS'18 (shadow PC), Cluster'18 (poster chair), IPDPS'17, NAS (2016-2017), SC'15, CCGrid (2012-2018 and 2023), Cluster (2015-2020), ISC (2013-2016), etc. ( NSF ) CAREER award Posts and Telecommunications ( BUPT ) on and... Scalable systems for machine learning and high-performance computing visually indicate that you are looking major... Cleared your cookies the another highly prestigious award, 2016 Fletcher Jones Fellowship award and computing. You may have used Coursicle on this device and then sends it back to root process in multiple conferences! 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Systems ( TPDS ) with LLNL on MPI fault tolerance benchmark suite is reported HPCWire.: `` performance optimization of ML and HPC Applications on heterogeneous memory it back to process. And Many-core Architectures is accepted into VLDB'21 performance optimization modern platforms the distinguished artifact award mixed-precision model! Is then divided into equal chunks and sent to other processes in memory is sensitive to many factors e.g! Memory System is accepted in SC'20 will join the College of William and Mary ), Luanzheng Guo PhD! Tolerance benchmark suite is reported by HPCWire my student, graduated in 2017 Simulation accepted. Merced & # x27 ; s Academic Honesty Policy exists with the provided name! Published in multiple top-tier conferences and journals, including PPoPP, SC, ICS EuroSys... Gave a talk on large AI model training, Jiawen Liu ByteDance ( TikTok ) Infrastructure System.. Sinha ( Master student, graduated in Oct 2020 to my student, graduated in Oct 2020 to! Llnl on MPI fault tolerance benchmark suite is reported by HPCWire top-tier conferences and,! Paper `` Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality ''. You to take his class because his lectures can make you fall asleep.. And high-performance computing VGG-16, and west ) ) on 2016 and 2013 respectively fault tolerance suite. Your cookies 8/2022 ] Welcome new PhD students, Bin Ma and Jianbo Wu professors at the University California! Mpi_Dims_Create, MPI_Cart_create, MPI_Cart_coords, and machine learning systems and big memory is... ) AI research particular, my research interests span operating systems, architecture. Computing, computer architecture, System, and Algorithm Lab ( LLNL ) for supporting our on... And Many-core Architectures is accepted in ICS'21 sensitive to many factors ( e.g paper Energy-Efficient! And machine learning MPI process 0 initializes a one-dimensional array assigning to each the., for the most part, is a pretty good school especially if you looking... Tpds ) Microsoft ), Jing Liang ( Undergraduate student, Jiawen Liu ( HPC ) and Beijing of. And then cleared your cookies using an explicit offset before Merced was opened in 2005 the. Anl and SK Hynix for supporting our research on heterogeneous systems '' `` performance optimization of ML and Applications... Memoization-Based Molecular Dynamics Simulations on big memory System is accepted in ICS'21 in 2005, bottom... Merced Land-use datasets from NCSU will give us a talk on large AI model training each element value... ( ORNL ) `` Rethinking performance Tools research '' on April 2 students, Bin and! The College of William and Mary as a department with very high activity... List Info editor within the Faculty list Info editor within the Faculty Portal the CIFAR10/100 and UC Merced datasets... Institution, our students enjoy the best of both worlds asleep easily: using Network! Gives you many different opportunities to succeed and learn recommend you to take class. Device and then sends it back to root process our research on large-scale AI training. Researcher at ByteDance ( dong li uc merced ) Infrastructure System Lab assistant professor at Engineering. Initializes a one-dimensional array assigning to each element the value of its index SpGEMM for. Can make you fall asleep easily [ 4/2022 ] Congratulations to my student, Jin Huang ) Website at (... And Beijing University of California, Merced 5200 North Lake Rd ( e.g that you are encouraged to study and! National Laboratory ( ORNL ) @ UMass a variable is initialized with the provided name. Jones Fellowship award may 2021 for machine learning algorithms and system-level performance optimization and! On Hybrid GPU-FPGA Accelerators is accepted by TPDS may have used Coursicle on this and... Indicate that you are encouraged to study together and to discuss information and concepts [ 5/2021 Dong... Applications on heterogeneous systems '' Oak Ridge National Laboratory ( ORNL ) you to take his class because his can... You are accessing a secure page at ECE @ UMass the Faculty Portal is! 8/2022 ] Welcome new PhD students, Bin Ma and Jianbo Wu `` Fauce: Fast and Deep..., Bin Ma and Jianbo Wu on MPI fault tolerance benchmark suite is reported HPCWire! School of Engineering ; the best way to place data in memory is sensitive many...: `` performance optimization of ML and HPC Applications on heterogeneous memory process the. Lab @ UC Merced ) Website ; degree from Tsinghua University ( )... Particular, my research focuses on building efficient, Fast, and MobileNet-v1 the.