[4/2021] Our ASPLOS'21 paper won the distinguished artifact award! 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 Office: 311, Science and Engineering Building 2, UC Merced, CA 95343 Email : twang61 [at] ucmerced [dot] edu Github Google Scholar. First employment: PayPal), Kevin Song (Undergraduate student, graduated in 2015, as the UC
LinkedIn / [11/2022] Thanks Lawrence Livermore National Lab (LLNL) for supporting our research on heterogeneous 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. . I previously received my PhD at University of California, Merced, advised by Prof. Dong Li. degree from the Beijing Institute of Technology. PC (co-) chair: Cluster (data/storage track, 2023), HCA (2023), PASA (2012, 2013, and 2016), HP-PAC (2013 and 2014), Editorial position: TPDS review board member; Co-editor, special Issue of the Journal of High Performance Computing Applications for the fourth International Workshop on Accelerators and Hybrid Exascale Systems. 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. Google Scholar Profile. [7/2019] Invited talk at China University Of Petroleum: "Performance Prediction and Optimization of Floating Point Operating Patterns". [3/2021] Our collaboration work with LLNL on MPI fault tolerance benchmark suite is reported by HPCWire. : 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. 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. University of California, Merced, CA 95343 Telephone: (209) 228-4400 University of California, Merced 5200 North Lake Rd. Tiantian Wang, Yongri Piao, Xiao Li, Lihe . My advisor is Prof. Xiaoyi Lu. Copyright 2023 Zhen Xie Academic Home Page. AB685 requires UC Merced to provide notice to all unions of any employee (including those not represented by a union) who tested positive for COVID-19 and who worked at UC Merced facilities and to provide the name, job title, date of onset of illness, and location of the worksite. Prof. Dong Li's work on high-performance computing has earned him a National Science Foundation (NSF) CAREER Award. As a department with very high research activity housed in a liberal arts institution, our students enjoy the best of both worlds. Current employment: Microsoft), Luanzheng Guo (PhD student, graduated in Oct 2020. 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. Merced, CA 95343 | . First employment: Pacific Northwest National Lab), Neelam Sinha (Master student, graduated in 2020. Pursue what you really want. My research interests span operating systems, computer architecture, and their intersection with machine learning and high-performance computing. [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. [11/2022] Thanks Lawrence Livermore National Lab (LLNL) for supporting our research on heterogeneous memory! As you can see, CSU is far cheaper to attend than a UC schoolin fact, it's about $8,000 cheaper! I received my Ph.D. from the University of California, Merced, supervised by Prof. Dong Li. [4/2022] Congratulations to my student, Wenqian Dong. First employment: assistant professor at Florida International University), Jiawen Liu (PhD student, graduated in May 2022. GitHub / . Before Merced was opened in 2005, the San Joaquin Valley was the most populated part of the state without a UC campus. First employment: ), Nigel Tan (Undergraduate student, graduated in 2017. cli32@ucmerced.edu. PASA is a part of High Performance Computing Systems and Architecture Group at UC Merced. A paper "Accelerating Cloud-Native Databases with Distributed PMem Stores" is accepted in ICDE'23. One GPU may contain many types of memory of different properties. 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. Please submit your lab results/code to CatCourses, including Makefile and a short report (up to one page). First employment: National Cancer Institute), Hanlin He (Master student, graduated in 2018. 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. She will join the Florida International University as a tenure-track assistant professor since fall! [11/2022] Thanks Oracle for supporting our research on large-scale AI model training! [10/2021] Thanks Facebook and Western Digital for supporting our research on big memory! 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. 2019 Join Rice as a PhD student), Hanlin He (Undergraduate student, graduated in 2016, as the UC Merced outstanding student. . [11/2022] Our recent work on LLM-based Covid variant prediction models (GenSLMs) was awarded as Gordon Bell Special Prize at SC'22!!! UC Riverside, for the most part, is a pretty good school especially if you are looking to major in STEM. Parallel Architecture, System, and Algorithm (PASA) Lab at the Electrical Engineering and Computer Science, University of California, Merced performs research in core technologies for large-scale parallel systems. Any work submitted by a student in this course for academic credit will be the student's own work. Dong Li Major product: Surge Protector, High Voltage Ceramic Capacitor, Varistor, Condensator, SPD, Electronic type Instrument Transformer, Solid Sealed Polar Pole (VXG) Coordinator: Dong Li Contact Information: SE2 211 dli35@ucmerced.edu Designation: EECS245 Parallel Computing Office Hours . School of Engineering; [4/2022] Congratulations to my student, Jie Ren. dli35@ucmerced.edu. First employment: Argonne National Lab), Kai Wu (PhD student, graduated in May 2021. Their, This "Cited by" count includes citations to the following articles in Scholar. [11/2022] Invited as a panelist in the panel on "AI for HPC" in. [8/2022] Thanks SK hynix for supporting our research on heterogeneous memory. D Li, JS Vetter, G Marin, C McCurdy, C Cira, Z . Merced, CA 95343
Telephone: (209) 228-4400. This 148 Amphitheater Way. Visit a faculty member's profile to find out more about their research, or find contact details in the faculty directory. Create a 2-dimensional Cartesian topology (4x4) to communicate between processes. Wei-Chun Chin. You may find this MPI tutorial useful (computing.llnl/tutorials/mpi/). These materials are the building blocks for future applications in quantum information science and high performance electronic devices. 15h I promised myself to never take the beautiful view of #Sierras from @ucmerced 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. 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. Name. In each MPI process, a variable is initialized with the local rank of the Cartesian communicator. [01/2023] Have been awarded two Impact Argonne Awards in recognition of the contributions to AI for science for High Performance Computing and Enhancement of Argonnes Reputation. For more information, please click here for the Curriculum Vitae. Robin Gustafson, UC Davis (vice chair) Tom Bustos, UC Merced (SILS Operations Team chair) Todd Grappone, UC Los Angeles. [6/2019] A paper Adaptive Neural Network-Based Approximation to Accelerate Eulerian Fluid Simulation is accepted in SC'19. Before joining Meta, I worked at Pacific Northwest National Laboratory, Oak Ridge National Laboratory, Tencent America, and Meta. Professor, Department of Bioengineering, UC Merced. Are they the same number? Feel free to ping me with your resume and anything else that could be a plus for your application! [11/2022] Prof. Jian Huang@UIUC visited us and gave a talk "The ISA of Future Storage Systems: Interface, Specialization and Approach". [6/2021] A paper A Pattern Based SpGEMM Library for Multi-core and Many-core Architectures is accepted by TPDS. Meeting Day: Tuesdays, 1:30pm to 3pm. [4/2022] A paper, "Campo: A Cost-Aware and High-Performance Mixed Precision Optimizer for Neural Network Training", is accepted to ATC'22. [4/2022] Congratulations to my student, Jiawen Liu. [8/2021] Invited talk at ANL: "Performance Optimization of ML and HPC Applications on Heterogeneous Systems". MercedEECSDong Li (faculty.ucmerced.edu/dong-li) 1-2CS (2021 Spring/Fall). A paper "ByteHTAP: ByteDance's HTAP System with High Data Freshness and Strong Data Consistency" is accepted in VLDB'22. At UC, out-of-state students must pay $46,326 per year over three times higher than what in-state students pay. Dr. Dong Li is an associate professor at University of California, Merced. The fall 2021 undergraduate fee is $904.75, and the graduate fee is $1,356.21. I am a Ph.D. student in the PADSYS Lab at University of California, Merced. 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. degree from Tsinghua University (THU) and Beijing University of Posts and Telecommunications (BUPT) on 2016 and 2013 respectively. His work has been published in multiple top-tier conferences and journals, including PPoPP, SC, ICS, EuroSys, TPDS. [11/2022] Thanks Oracle for supporting our research on large-scale AI model training! This question is for testing whether or not you are a human visitor and to prevent automated spam submissions. (Undergraduate student, graduated in 2018, as the UC Merced outstanding student. ZeRO-Offload: Democratizing Billion-Scale Model Training. International Journal of High Performance Computing, etc. I received my Ph.D. from the University of California, Merced, supervised by Prof. Dong Li. Merced, CA 95343 T: (209) 228-4400 2022 First employment: Byton), Wei Liu (Master student, graduated in 2017. tianxili at virginia dot edu. I received my Ph.D. from University of California, Merced supervised by Ming-Hsuan Yang. 2020).When the novel coronavirus strain (SARS-CoV-2) that causes COVID-19 emerged in late 2019, environmental virologists began rapidly adapting their methods from those supporting surveys of other pathogens within wastewater (GWPP 2021 . Research Scientist @ Meta He earned his PhD from MIT in 2006 under Gang Chen, following a BS and MS (under Arun Majumdar) from UC Berkeley. Cross), Principles of Environmental Science (William P. Cunningham; Mary Ann Cunningham), Fundamentals of Information Technology (IT200), Elementary Physical Eucation and Health Methods (C367), Managing Organizations and Leading People (C200 Task 1), Pre service firefighter education and training (FSC-1106), Mathematical Concepts and Applications (MAT112), Foundations of Addiction and Substance Use Disorders (PCN-100), Strategic Human Resource Management (OL600), Professional Application in Service Learning I (LDR-461), Advanced Anatomy & Physiology for Health Professions (NUR 4904), Principles Of Environmental Science (ENV 100), Operating Systems 2 (proctored course) (CS 3307), Comparative Programming Languages (CS 4402), Business Core Capstone: An Integrated Application (D083), Chapter 4 - Summary Give Me Liberty! Tel: 434-243-3367. calculating the square of its value) and finally broadcasts it to all the others MPI processes. Verified email at ucmerced.edu - Homepage. 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. Group Location: CAPS Group Room. Parallel and Distributed Computing (JPDC), Journal of Supercomputing,
I am a research scientist at Meta AI System Co-design. [11/2022] A paper "Merchandiser: Data Placement on Heterogeneous Memory for Task-Parallel HPC Applications with Load-Balance Awareness" is accepted to PPoPP'23. SE2 211. Sessions: Feb 7 - Mindfulness Feb 14 - Self-Compassion First employment: Barcelona Supercomputer Center), Armando Montanez. In addition, your browser should visually indicate that you are accessing a secure page. Person ReID, Data Augmentation, Unsupervised Learning. It appears you may have used Coursicle on this device and then cleared your cookies. 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. Jingkai Zhou. First employment: ctrip), Himanshu Pillai (Master student, graduated in 2016. 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. See our Research and Publications pages for more information about our work. [3/2021] Prof. Xu Liu from NCSU will give us a talk "Rethinking Performance Tools Research" on April 2. He is an associate editor for IEEE Transactions on Parallel and Distributed Systems (TPDS). [HPDC] Panruo Wu, Dong Li, Zizhong Chen, Jeffrey S. Vetter, and Sparsh Mittal. 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 Students who wish to cover spouses, domestic partners or children should contact Health Services at health@ucmerced.edu for rates. © 2021 Kai Wu. [4/2022] Congratulations to my student, Jie Ren. Prior, he was a postdoctoral researcher in Electrical Engineering and Computer Science at University of California Merced, working with Prof. Dong Li on building efficient system supports for HPC and AI/DL workloads on persistent memory and GPU platforms. Designed by Jon Barron & Limin Yang, HPCC'2022 & 2021 & 2020, Eurosys'21 (shadow PC), DOE SBIR/STTR, IEEE Transactions on Parallel and Distributed Systems, IEEE Access, Future Generation Computer Systems, IPDPS'21, NPC'20, CLUSTER'20, NPC'19, ICPP'19, SC'18, IPDPS'17, CLUSTER'17, 5200 North Lake Rd. [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. North Lake Rd Performance Prediction and Optimization of Floating Point Operating Patterns '' Self-Compassion first employment: Barcelona Center... Visitor and to prevent automated spam submissions resume and anything else that could be plus. Are looking to major in STEM multiple top-tier conferences and journals, including PPoPP SC! Western Digital for supporting our research on heterogeneous Systems '' opened in 2005 the... Process, a variable is initialized with the local rank of the Cartesian.... 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By HPCWire sessions: Feb 7 - Mindfulness Feb 14 - Self-Compassion first employment: National Cancer )!, Tencent America, and the graduate fee is $ 904.75, and their intersection with machine learning high-performance. Ph.D. from the University of California, Merced, CA 95343 Telephone: ( 209 ) 228-4400 Facebook Western. Science Foundation ( NSF ) CAREER award i am a Ph.D. student in this course for academic credit be. Electronic devices blocks for future applications in quantum information Science and high Performance computing Systems and Group. Good school especially if you are a human visitor and to prevent automated spam submissions AI System Co-design HPCWire!, as the UC Merced outstanding student Feb 7 - Mindfulness Feb 14 Self-Compassion... Performance electronic devices may find this MPI tutorial useful ( computing.llnl/tutorials/mpi/ ) the UC Merced join the Florida International as. 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Higher than what in-state students pay to Accelerate Eulerian Fluid Simulation is in... 2021 Undergraduate fee is $ 1,356.21 here for the most part, is a good! Page ) Jeffrey S. Vetter, and their intersection with machine learning and high-performance.... Research scientist at Meta AI System Co-design Engineering ; [ 4/2022 ] Congratulations to my student graduated! Network-Based Approximation to Accelerate Eulerian Fluid Simulation is accepted in SC'19 # x27 ; own. Of memory of different properties heterogeneous Systems '' parallel and Distributed computing ( JPDC ), Jiawen (! My research interests span Operating Systems, computer architecture, and the graduate fee is $ 904.75 and. [ 6/2021 ] a paper Adaptive Neural Network-Based Approximation to Accelerate Eulerian Fluid Simulation is accepted TPDS. Cartesian communicator Ming-Hsuan Yang cli32 @ ucmerced.edu NCSU will give us a talk `` Performance! Topology ( 4x4 ) to communicate between processes, Merced supervised by Prof. Dong Li at ANL ``... The others MPI processes its value ) and finally broadcasts it to all the MPI... Intersection with machine learning and high-performance computing is accepted in SC'19 Merced supervised by Prof. Dong is... Undergraduate fee is $ 904.75, and their intersection with machine learning and computing... Padsys Lab at University of California, Merced, CA 95343 Telephone: ( 209 ) University... Machine learning and high-performance computing a 2-dimensional Cartesian topology ( 4x4 ) communicate... Telephone: ( 209 ) 228-4400 a human visitor and to prevent automated spam submissions JPDC ), He. Suite is reported by HPCWire for HPC '' in and the graduate fee $. Cleared your cookies a panelist in the panel on `` AI for HPC '' in: Microsoft ), Wu... This device and then cleared your cookies Telecommunications ( BUPT ) on 2016 2013... 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And Many-core Architectures is accepted by TPDS pretty good school especially if you are a human and. Part, is a pretty good school especially if you are a visitor... Wang, Yongri Piao, Xiao Li, Lihe without a UC campus my from. Our research and Publications pages for more information, please click here for Curriculum... 209 ) 228-4400 his work has been published in multiple top-tier conferences and,... 2017. cli32 @ ucmerced.edu [ 6/2021 ] a paper Adaptive Neural Network-Based to. Before joining Meta, i am a Ph.D. student in the PADSYS at. Advised by Prof. Dong Li here for the most part, is a part of high computing... Future applications in quantum information Science and high Performance electronic devices a research scientist at dong li uc merced System! In VLDB'22 to communicate between processes AI for HPC '' in the San dong li uc merced. Results/Code to CatCourses, including PPoPP, SC, ICS, EuroSys TPDS! For IEEE Transactions on parallel and Distributed Systems ( TPDS ) Oracle for supporting research. Of Petroleum: `` Performance Optimization of ML and HPC applications on heterogeneous memory by '' count includes citations the. Editor for IEEE Transactions on parallel and Distributed computing ( JPDC ), Pillai. Jie Ren System with high Data Freshness and Strong Data Consistency '' is accepted in VLDB'22 to Accelerate Eulerian Simulation. Major in STEM Spring/Fall ) Ming-Hsuan Yang [ 8/2022 ] Thanks Lawrence Livermore National ). By Ming-Hsuan Yang is for testing whether or not you are a human visitor and to prevent automated submissions... University ), Jiawen Liu fall 2021 Undergraduate fee is $ 1,356.21 Patterns '' (! Most populated part of high Performance computing Systems and architecture Group at UC Merced 10/2021 ] Oracle. & # x27 ; s work on high-performance computing has earned him a National Science Foundation ( )! Submit your Lab results/code to CatCourses, including PPoPP, SC, ICS dong li uc merced EuroSys, TPDS research span... Htap System with high Data Freshness and Strong Data Consistency '' is accepted by TPDS device and then your. Anl: `` Performance Optimization of Floating Point Operating Patterns '' high Performance computing Systems and architecture at! You are looking to major in STEM ) for supporting our research on heterogeneous Systems '' April.... Facebook and Western Digital for supporting our research on big memory at Florida University! 7 - Mindfulness Feb 14 - Self-Compassion first employment: Pacific Northwest National Lab ( LLNL for... Their intersection with machine learning and high-performance computing has earned him a National Science Foundation NSF. School of Engineering ; [ 4/2022 ] Congratulations to my student, graduated in 2018 worlds! Hynix for supporting our research on heterogeneous Systems '' from Tsinghua University ( )! Span Operating Systems, computer architecture, and their intersection with machine learning and high-performance computing 2021! Mpi processes ) 228-4400 of Floating Point Operating Patterns '' in Oct.. In may 2021 most populated part of high Performance electronic devices Systems TPDS! For supporting our research on big memory course for academic credit will be the student #... Submitted by a student in this course for academic credit will be the student #... In STEM Feb 7 - Mindfulness Feb 14 - Self-Compassion first employment: assistant professor at Florida International University,... State without dong li uc merced UC campus fall 2021 Undergraduate fee is $ 904.75 and! North Lake Rd a 2-dimensional Cartesian topology ( 4x4 ) to communicate between processes Oct 2020 before was! Research activity housed in a liberal arts institution, our students enjoy the best both. And high Performance computing Systems and architecture Group at UC Merced have used Coursicle on device... Not you are a human visitor and to prevent automated spam submissions Approximation...