Publications
- Thomas Randall & J. Koo, B. Videau, M. Kruse, X. Wu, P. Hovland, M. Hall, R. Gee, P. Balaprakash (2023). Transfer-Learning-Based Autotuning Using Gaussian Processes. International Conference on Supercomputing. Published, 06/2023.
- John Jolly & L. Rauchwerger (2023). Tensor Iterators for Flexible High-Performance Tensor Computation P. Goyal, V. Sahoo, H. Johansen, M. Hall, Lecture Notes in Computer Science, Languages and Compilers for Parallel Computing 2022. (pp. P. Goyal, V. Sahoo, H. Johansen, M. Hall). Vol. 2023, Springer Verlag Lecture Notes in Computer Science, Languages and Compilers for Parallel Computing 2022. Published, 05/2023.
- T. Zhao & T. Popoola, M. Hall, M. Strout, C. Olschanowsky (2023). Polyhedral Specification and Code Generation of Sparse Tensor Contraction with Co-iteration. ACM Transactions on Architecture and Code Generation. Published, 03/2023.
- Ari Rasch & R. Schulze, D. Shabalan, A. Elster, M. Hall, S. Gorlatch (2023). (De/Re)-Compositions Expressed Systematically via MDH-Based Schedules. International Conference on Compiler Construction. Published, 02/2023.
- Tharindu Patabandi & Mary Hall (2023). Efficiently Learning Locality Optimizations by Decomposing Transformation Domains. International Conference on Compiler Construction. Published, 02/2023.
- T. Popoola & T. Zhao, A. St. George, K. Bhetwal, M. Strout, M. Hall, C. Olscanowsky (2023). Code Synthesis for Sparse Tensor Format Conversion and Optimization. International Conference on Code Generation and Optimization. Published, 02/2023.
- Xingfu Wu & Michael Kruse, Prasanna Balaprakash, Hal Finkel, Paul Hovland, Valerie Taylor, Mary Hall (2021). Autotuning PolyBench benchmarks with LLVM Clang/Polly loop optimization pragmas using Bayesian optimization. Concurrency: Practice and Experience.
Published, 11/2021.
https://doi.org/10.1002/cpe.6683 - Mahesh Lakshminarasimhan & M. Hall, P. Sadayappan (2021). Optimizing Data Layout Transformations in MLIR. Seventh Annual Workshop on the LLVM Compiler Infrastructure in HPC.
Published, 11/2021.
https://llvm-hpc-2021-workshop.github.io - Tharindu Rusira Pattabandi & A. Venkat, A. Kulkarni, P. Ratnalikar, M. Hall, and J. Gottschlich (2021). Predictive data locality optimization for higher-order tensor computations . Proceedings of the 5th ACM SIGPLAN International Symposium on Machine Programming (MAPS 2021).
Published, 06/2021.
https://doi.org/10.1145/3460945.3464955 - T. Zhao & T. Zhao, M. Hall, H. Johansen, and S. Williams (2021). Improving communication by optimizing on-node data movement with data layout. ACM Principles and Practice of Parallel Programming. Published, 03/01/2021.
- T. Rusira Pattabandi & A. Venkat, R. Barik, and M. Hall (2021). SWIRL++: Evaluating Performance Models to Guide Code Transformation in Convolutional Neural Networks. Springer Verlag. Published, 01/01/2021.
- Xingfu Wu & Michael Kruse, Prasanna Balaprakash, Hal Finkel, Valerie Taylor, Paul Hovland, Mary Hall (2020). Autotuning PolyBench Benchmarks with LLVM Clang/Polly Loop Optimization Pragmas Using Bayesian Optimization. 1th IEEE International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems.
Published, 11/2020.
https://www.dcs.warwick.ac.uk/pmbs/pmbs20/PMBS/Sch... - Janaan Lake (2020). Optimized Code Generation for Deep Neural Networks. Springer Verlag, Preedings of the International Workshop on Languages and Compilers for Parallel Computing (2020).
Published, 10/2020.
https://link.springer.com/book/10.1007/978-3-030-9... - Azer Bestavros & M. Hall, J. Hirschberg, S. Fahmy (2020). Report of NSF CISE Committee of Visitors. National Science Foundation. Published, 03/2020.
- Khalid Ahmad & Hari Sundar, Mary Hall (2019). Data-Driven Mixed Precision Sparse Matrix Vector Multiplication for GPUs. ACM Transactions on Architecture and Code Optimization. Vol. 16(5). Published, 12/2019.
- Zhao & S. Williams, M. Hall, H. Johansen (2019). Exploiting Reuse and Vectorization in Blocked Stencil Computations on CPUs and GPUs. ACM/IEEE International Conference on High-Performance Computing, Networking, Storage and Analysis (SC). Published, 11/2019.
- Amit Roy & D. Roe, M. Hall, T. Cheatham (2019). Polyhedral Compilation Support for C++ Features: A Case Study with CPPTRAJ. Vol. 11403, Springer-Verlag. Published, 10/2019.
- Sreenivasan & R. Javali, M. Hall, P. Balaprakash, T. Scogland, B. de Supinski (2019). A Framework for Enabling OpenMP Autotuning V. Sreenivasan, R. Javali, M. Hall. International Workshop on OpenMP (refereed workshop paper). Published, 09/2019.
- P. Rameshka & P. Senanayake, T. Kannangara, P. Seneviratne, S. Jayasena, T. Rusira, M. Hall (2019). Rigel: A Framework for OpenMP Performance. IEEE International Conference on High Performance Computing and Communication (poster paper). Published, 08/2019.
- Mahdi Mohammadi & K. Cheshmi, E. Davis, M. Hall, M. Dehnavi, P. Nandy, C. Olschanowsky, A. Venkat. T. Yuki, M. Strout (2019). Sparse Computation Data Dependence Simplification for Efficient Compiler-Generated Inspectors. ACM SIGPLAN International Conference on Programming Language Design and Implementation. Published, 06/2019.
- Anand Venkat & Tharindu Rusira, Raj Barik, Mary Hall, Leonard Truong (2019). SWIRL: High-Performance Many-Core CPU Code Generation for Deep Neural Net-works. International Journal on High Performance Computing Applications. Vol. 33(6). Published, 01/2019.
- Mary Hall & Richard Ladner, Diane Levitt, Manuel Perez-Quiones (2018). Broadening Participation in Computing is Easier Than You Think Richard Ladner, Diane Levitt, Manuel Prez-Quiones, Blog@CACM, Dec. 2018. Blog@CACM. Published, 12/2018.
- Mary Hall & Prasanna Balaprakash, Jack Dongarra, Todd Gamblin, Jeffrey K. Hollingsworth, Boyana Norris, and Richard Vuduc (2018). Autotuning in High-Performance Computing Applications . Proceedings of the IEEE. Vol. 106(11), 2068–2083. Published, 11/01/2018.
- Tuowen Zhao & S. Williams, M. Hall, H. Johansen (2018). Delivering Performance-Portable Stencil Computations on CPUs and GPUs Using Bricks. IEEE International Workshop on Performance, Portability and Productivity in HPC, held in conjunction with SC’18. Published, 11/2018.
- Michelle Strout & M. Hall and C. Olschanowsky (2018). The Sparse Polyhedral Framework: Composing Compiler-Generated Inspector- Executor Code. Proceedings of the IEEE. Vol. 106(11), 1921-1934. Published, 11/2018.
- Janaan Lake & Q. Chao, H. Eyre, E. Ford, K. Parker, K. Savoie, H. Sundar, M. Hall (2018). PARCO18 Student Cluster Competition 2017, Team University of Utah: Reproducing Vectorization of the Tersoff Multi-Body Potential on the Intel Broadwell and Intel Skylake Platforms. Parallel Computing. Vol. 79. Published, 07/2018.
- Tuowen Zhao & Mary Hall, Protonu Basu, Samuel Williams and Hans Johansen (2018). SIMD Code Generation for Stencils on Brick Decompositions (poster paper) . Proceedings of the 24th ACM symposium on Principles and practice of parallel programming (PPoPP ’18). Published, 02/2018.
- Payal Nandy & Eddie Davis, Mahdi Soltan Mohammadi, Wei He, Mary Hall, Michelle Strout and Catherine Olschanowsky (2018). Abstractions for Specifying Sparse Matrix Data Transformations . International Workshop on Polyhedral Compilation Techniques. Published, 01/2018.
- Marek Baranowski, Braden Caywood, Hannah Eyre, Janaan Lake, Kevin Parker, Kincaid Savoie, Hari Sundar & Mary Hall (2017). Reproducing ParConnect for SC16. Parallel Computing. Vol. 70, 18-21. Published, 12/2017.
- Tracy Camp, W. Richards Adrion, Betsy Bizot, Susan Davidson, Mary Hall, Susanne Hambrusch, Ellen Walker & Stuart Zweben (2017). Generation CS: the challenges of and responses to the enrollment surge. (pp. 59-65). Vol. 8(4). ACM Inroads. Published, 10/01/2017.
- Tracy Camp, W. Richards Adrion, Betsy Bizot, Susan Davidson, Mary Hall, Susanne Hambrusch, Ellen Walker & Stuart Zweben (2017). Generation CS: the mixed news on diversity and the enrollment surge. (pp. 36-42). Vol. 8(3). ACM Inroads. Published, 07/2017.
- T. Rusira, P. Basu & M. Hall (2017). Automating Compiler-Directed Autotuning for Phased Performance Behavior. IEEE International Workshop on Automatic Performance Tuning. Published, 06/2017.
- Tracy Camp, W. Richards Adrion, Betsy Bizot, Susan Davidson, Mary Hall, Susanne Hambrusch, Ellen Walker & Stuart Zweben (2017). Generation CS: the growth of computer science. (pp. 44-50). Vol. 8(2). ACM Inroads. Published, 05/2017.
- Protonu Basu, Sam Williams, Brian van Straalen, Mary Hall & Phil Collela (2017). Compiler-based code generation and autotuning for geometric multigrid on GPU-accelerated supercomputers. Parallel Computing. Vol. 64(C), 50-64. Published, 05/2017.
- T. Dilshan, B. Senevirathne, C. Siriwardhane, V. Wijesinghe, S. Jayasena, T. Rusira & M. Hall (2017). Parameterized Diamond Tiling for Parallelizing Stencil Computations. IEEE Moratuwa Engineering Research Conference. Published, 05/2017.
- Tracy Camp, W. Richards Adrian, Betsy Bizot, Susan Davidson, Mary Hall, Susanne Hambrusch, Ellen Walker & Stuart Zweben (2017). Generation CS: Computer Science Undergraduate Enrollments Surge Since 2006. Computing Research Association. Published, 02/2017.
- M. Hall and P. Basu, "Polyhedral Compiler Technology in Collaboration with Autotuning Important to Domain-Specific Frameworks for HPC," Lecture Notes in Computer Science, 2017, Volume 10136, Languages and Compilers for Parallel Computing, Springer Verlag. Published, 02/2017.
- "Optimizing LOBPCG: Sparse Matrix Loop and Data Transformations in Action," K. Ahmad, A. Venkat and M. Hall, Lecture Notes in Computer Science, 2017, Volume 10136, Languages and Compilers for Parallel Computing, Springer Verlag, Pages 221-231. Published, 02/2017.
- Designing a Tunable Nested Data-Parallel Programming System, S. Muralidharan, M. Garland, A. Sidelnik, M. Hall, ACM Transactions on Architecture and Code Optimization, 13(4), December 2016. Published, 12/2016.
- Compiler Transformation to Generate Hybrid Sparse Computations, H. Zhang, A. Venkat and M. Hall, Proceedings of the Sixth Workshop on Irregular Applications: Architectures and Algorithms (IA3 2016), held in conjunction with SC16, November 2016. Published, 11/2016.
- "A Novel Variable-Blocking Representation for Efficient Sparse Matrix-Vector Multiply on GPUs," T. Zhao, T. Rusira, K. Ahmad, and M. Hall, Poster, SC16, November, 2016. Published, 11/2016.
- "Automating Wavefront Parallelization for Sparse Matrix Codes," A. Venkat, M. Mohamadi, J. Park, R. Barik, H. Rong, M. Strout, M. Hall, International Conference on Supercomputing, Networking, Storage and Analysis (SC), Nov. 2016, Best Paper Finalist. Published, 11/2016.
- "Synchronization Tradeoffs in GPU Implementations of Graph Algorithms,'' R. Kaleem, A. Venkat, S. Pai, M. Hall, K. Pingali, Proceedings of the IEEE International Parallel and Distributed Processing Symposum, May, 2016. Published, 05/2016.
- "Architecture-Adaptive Code Variant Tuning," S. Muralidharan, A. Roy, M. Hall, M. Garland, and P. Rai, Proceedings of the ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), April 2016. Published, 04/2016.
- "Combining Polyhedral and AST Transformations in CHiLL,'' H. Zhang, A. Venkat, P. Basu, and M. Hall, in Proceedings of the International Workshop on Polyhedral Compilation Techniques at HiPEAC, Jan. 2016. Published, 01/19/2016.
- "Generating Efficient Tensor Contractions for GPUs," T. Nelson, A. Rivera, P. Balaprakash, M. Hall, P.D. Hovland, E. Jessup, B. Norris, Proceedings of the IEEE International Conference on Parallel Processing, Sept. 2015. Published, 09/01/2015.
- "Loop and Data Transformations for Sparse Matrix Code," A. Venkat, M. Hall, M. Strout, Proceedings of the ACM SIGPLAN Conference on Programming Language Design and Implementation, June 2015. Published, 06/10/2015.
- "Compiler-Directed Transformations for Higher-Order Stencils," P. Basu, M. Hall, S. Williams, B. van Straalen, L. Oliker, P. Collela, Proceedings of the International Parallel and Distributed Processing Symposum, May, 2015. Published, 05/2015.
- "A Collection-Oriented Programming Model for Performance Portability," S. Muralidharan, M. Garland, B. Catanzaro, A. Sidelnik, M. Hall, (poster paper) In Proceedings of the 21st ACM symposium on Principles and practice of parallel programming (PPoPP '15), Feb. 2015. Published, 02/2015.
- "Roofline Model Toolkit: A Practical Tool for Architectural and Program Analysis,'' Y. J. Lo, S. Williams, B. van Straalen, T.J. Ligocki, M.J. Cordery, N.J. Wright, M.W. Hall, L. Oliker, Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems at SC2014, Nov. 2014. Published, 11/2014.
- "Converting Stencils to Accumulations for Communication-Avoiding Optimization in Geometric Multigrid", P. Basu, S. Williams, B. van Straalen, L. Oliker, M. Hall, Workshop on Optimizing Stencil Computations (WOSC) at SPLASH 2014, Oct. 2014. Published, 10/2014.
- "Nitro: A Framework for Adaptive Code Variant Tuning," S. Muralidharan , M. Shantharam, M. Hall, M. Garland, B. Catanzaro, Proceedings of the International Parallel and Distributed Processing Symposium, May, 2014. Published, 05/2014.
- "Non-affine Extensions to Polyhedral Code Generation," A. Venkat, M. Shantharam, M. Hall, M. M. Strout, Proceedings of the International Conference on Code Generation and Optimization, Feb. 2014. Published, 02/2014.
- "Compiler Generation and Autotuning of Communication-Avoiding Operators for Geometric Multigrid,'' P. Basu, S. Williams, B. Van Straalen, A. Venkat, L. Oliker, M. Hall, Workshop on Optimizing Stencil Computations, January 2014. Published, 01/2014.
- "Compiler Generation and Autotuning of Communication-Avoiding Operators for Geometric Multigrid," P. Basu, S. Williams, B. Van Straalen, A. Venkat, L. Oliker, M. Hall, IEEE International Conference on High Performance Computing (HiPC), December 2013. Published, 12/2013.
- "Towards Making Autotuning Mainstream," P. Basu, M. Hall, M. Khan, S. Maindola, S. Muralidharan, S. Ramalingam, A. Rivera, M. Shantharam, A. Venkat, International Journal of High Performance Computing Applications, 27(4), November 2013. Published, 11/2013.
- "Rethinking Abstractions for Big Data: Why, Where, How, and What,"Mary Hall, Robert M. Kirby, Feifei Li, Miriah Meyer, Valerio Pascucci, Jeff M. Phillips, Rob Ricci, Jacobus Van der Merwe, Suresh Venkatasubramanian, ArXIV eprint arXiv:1306.3295, June 2013. Published, 06/2013.
- Malik Khan, Protonu Basu, Gabe Rudy, Mary Hall, Chun Chen, and Jacqueline Chame. 2013. A script-based autotuning compiler system to generate high-performance CUDA code. ACM Trans. Archit. Code Optim. 9, 4, Article 31 (January 2013). Published, 01/01/2013.
- "Hierarchical parallelization and optimization of high-order stencil computations on multicore clusters," H. Dursun, M. Kunaseth, K. Nomura, J. Chame, R.F. Lucas, C. Chen, M. Hall, R.K. Kalia, A. Nakano, P. Vashishta, The Journal of Supercomputing, 62(2):946-966, December 2012. Published, 12/2012.
- "Understanding ACM's Past," M. Hall, Communications of the ACM}, 55(12), December 2012. Published, 12/2012.
- Improving High-Performance Sparse Libraries using Compiler-Assisted Specialization : A PETSc Case Study,'' Shreyas Ramalingam, M. Hall and C. Chen, Workshop on High-Level Parallel Programming Models and Supportive Environments (HIPS), held in conjunction with International Parallel and Distributed Processing Symposium, May 2012. Published, 05/2012.
- "Analyzing the effect of compiler optimizations on application reliability," M. Demertzi, M. Annavaram and M. Hall, Proceedings of the IEEE International Symposium on Workload Characterization, Nov., 2011. Published, 11/2011.
- "Understanding the Behavior of Pthread Applications on Non-Uniform Cache Architectures," G. S. Sachdev, K. Sudan, M. W. Hall, and R. Balasubramonian, (poster paper), In Proceedings of the International Conference on Parallel Architectures and Compilation Techniques, Oct. 2011. Published, 10/2011.
- "Generating High Performance Libraries using CHiLL and Autotuning," S. Ramalingam and M. Hall, (poster), InternationalWorkshop on Languages and Compilers for Parallel Computing, Sept. 2011. Received Best Poster award. Published, 09/2011.
- "Auto-tuning Full Applications: A Case Study", A. Tiwari, C. Chen, C. Liao, J. Chame, J. Hollingsworth, M. Hall and D. Quinlan, International Journal of High Performance Computing Applications, 25(3):286-294, Aug. 2011. Published, 08/2011.
- "Domain-Specic Optimization of Signal Recognition Targeting FPGAs," M. Demertzi, P.C. Diniz, M.W. Hall, A.C. Gilbert and Y.Wang, ACM Transactions on Recongurable Technology and Systems, 4(2), May, 2011. Published, 05/2011.
- "Evaluating graph coloring on GPUs," P. Grosset, P. Zhu, S. Liu, S. Venkatasubramanian, and M. Hall. In Proceedings of the 16th ACM symposium on Principles and practice of parallel programming (PPoPP '11), Feb. 2011. Received runner-up for Best Student Poster. Published, 02/2011.
- "EigenCFA: Accelerating Flow Analysis with GPUs," T. Prabhu, S. Ramalingam , M. Might, M. Hall, In ACM SIGPLAN Principles of Programming Languages, Jan. 2011. Published, 01/2011.
- “A Programming Language Interface to Describe Transformations and Code Generation,” G. Rudy, M. Khan, M. Hall, C. Chen, and J. Chame, Lecture Notes in Computer Science, 2011, Volume 6548, Languages and Compilers for Parallel Computing, Springer Verlag, Pages 136- 150. Published, 01/2011.
- ``Languages and Compilers for Autotuning,'' M.W. Hall and J. Chame, In Performance Tuning of Scientific Applications, edited by David Bailey and Robert F. Lucas. Taylor and Francis publishers, Nov. 2010.
Published, 11/2010.
http://www.taylorandfrancis.com/books/details/9781... - B. Peterson, M. Datar, M. Hall and R. Whitaker, "GPU Accelerated Particle System for Triangulated Surface Meshes," (poster paper) Symposium on Application Accelerators for High Performance Computing. Published, 07/2010.
- Gagandeep S. Sachdev, Vishay Vanjani and Mary W. Hall, "Takagi Factorization on GPU using CUDA," (poster paper), Symposium on Application Accelerators for High Performance Computing. Published, 07/2010.
- "Autotuning and Specialization: Speeding up Nek5000 with Compiler Technology,'' Jaewook Shin, Mary W. Hall, Jacqueline Chame, Chun Chen, Paul Fischer, Paul D. Hovland, International Conference on Supercomputing, June, 2010. Published, 06/2010.
- "Parameterized specification, configuration and execution of data-intensive scientific workflows,'' V.S. Kumar, T. Kurc, V. Ratnakar, J. Kim, G. Mehta, K. Vahi, Y.L. Nelson, P. Sadayappan, E. Deelman, Y. Gil, M. Hall and J. Saltz, Cluster Computing, April 2010. Published, 04/2010.
- "Autotuning and Specialization: Speeding up Matrix Multiply for Small Matrices with Compiler Technology,''Jaewook Shin, Mary W. Hall, Jacqueline Chame, Chun Chen, Paul D. Hovland, In Software Automatic Tuning: from concepts to state-of-the-art results, edited by Keita Teranishi, John Cavazos, Ken Naono and Reiji Suda, Springer-Verlag Publishers, 2010.
Published, 01/2010.
http://www.springer.com/engineering/circuits+%26+s... - "Loop Transformation Recipes for Code Generation and Auto-Tuning," Mary Hall, Jacqueline Chame, Chun Chen, Jaewook Shin and Gabe Rudy, Lecture Notes in Computer Science, 2010, Volume 5898, Languages and Compilers for Parallel Computing, Pages 50-64.
Published, 01/2010.
http://www.springerlink.com/content/e484w874271343... - Compiler Research: The Next Fifty Years, M. Hall, D. Padua and K. Pingali, Communications of the ACM, Feb. 2009.
Published, 2009.
http://mags.acm.org/communications/200902/ - "Model-Guided Autotuning of High-Productivity Languages for Petascale Computing,'' H. Zima M. Hall, C. Chen, J. Chame, invited paper for Zima keynote, Proceedings of the International Symposium on High Performance Distributed Computing, June, 2009. Published, 2009.
- "An Integrated Framework for Parameter-based Optimization of Scientific Workflows,'' V. S. Kumar, P. Sadayappan, G. Mehta, K. Vahi, E. Deelman, V. Ratnakar, J. Kim, Y. Gil, M. Hall, T. Kurc, J. Saltz, Proceedings of the International Symposium on High Performance Distributed Computing, June, 2009. Published, 2009.
- "Self-Configuring Applications for Heterogeneous Systems: Program Composition and Optimization Using Cognitive Techniques,'' M. Hall, Y. Gil and R. Lucas. Proceedings of the IEEE, Special Issue on Cutting-Edge Computing, Vol. 96(5), May 2008.
Published, 05/01/2008.
http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arn... - "Model-Guided Performance Tuning of Parameter Values: A Case Study with Molecular Dynamics Visualization,'' Y. Nelson, B. Bansal, M. Hall, A. Nakano, and K. Lerman, Proceedings of the Workshop on High-Level Parallel Programming Models and Supportive Environments, held in conjunction with IPDPS '08, April, 2008.
Published, 04/01/2008.
http://www.informatik.uni-trier.de/~ley/db/conf/ip... - "Designing and Parameterizing a Workflow for Optimization: A Case Study in Biomedical Imaging,'' V. Kumar, M. Hall, J. Kim, V. Ratnakar, T. Kurc, E. Deelman, J. Saltz, Proceedings of the Workshop on Next Generation Software, held with IPDPS '08, April, 2008.
Published, 04/01/2008.
http://www.informatik.uni-trier.de/~ley/db/conf/ip... - "The Potential of Computation Reuse in High-Level Optimization of a Signal Recognition System,'' M. Demertzi, P. C. Diniz, M. W. Hall, A. C. Gilbert and Y. Wang, Proceedings of the Workshop on Next Generation Software, held in with IPDPS '08, April, 2008.
Published, 04/01/2008.
http://www.informatik.uni-trier.de/~ley/db/conf/ip... - "PERI Auto-Tuning," David H. Bailey, Jacqueline Chame, Chun Chen, Jack Dongarra, Mary Hall, Jeffrey K. Hollingsworth, Paul Hovland, Shirley Moore, Keith Seymour, Jaewook Shin, Ananta Tiwari, Sam Williams, Haihang You, Journal of Physics: Conference Series, Vol. 125, 2008.
Published, 2008.
http://www.iop.org/EJ/article/1742-6596/125/1/0120...
Presentations
- A Generalized Approach to Reduce Data Movement, University of Wyoming Computing Symposium. Invited Talk/Keynote, Presented, 09/2023.
- Integrating Data Layout into Compilers and Code Generators Workshop on Compiler Techniques for Sparse Tensor Algebra, held in conjunction with PLDI'23. Invited Talk/Keynote, Presented, 06/2023.
- Plenary Panel Lead: Reflecting on 50 Years of Computing Research, and Future Outlook, Panelists H. Atiya, J. Dongarra, L. John, H. Liu, G. Steele., ACM Federated Computing Research Conference, June 2023. (Video has 1800 views on youtube.).
Other,
Presented, 06/2023.
https://fcrc.acm.org - Panelist: How would compilers change in the next 10 years? Moderator X. Peng, Panelists S. Amarasinghe, A. Cohen, C. Ding, S. Hack, M. Hall,
International Conference on Compiler Construction, Feb. 2023. (Video has 1100 views on youtube.).
Other,
Presented, 02/2023.
https://www.youtube.com/watch?v=p15qRHZ_Leg&t=218s - Data Layout in Domain-Specific Compilers and Code Generators, SIAM Symposium on Computational Science and Engineering. Other, Presented, 02/2023.
- Panel Presenter: AI for HPC, Workshop on Extreme Scale Programming Models and Middleware (ESPM2), Held in conjunction with SC22.
Other,
Presented, 11/2022.
https://sc22.supercomputing.org/session/?sess=sess... - Selected Mini-Symposium Speaker: "Analytical, Statistical, and Predictive Models for Selecting Code Transformations for Convolutional Neural Networks", SIAM Parallel Processing Symposium.
Invited Talk/Keynote,
Presented, 02/2022.
https://meetings.siam.org/sess/dsp_programsess.cfm... - "Performance Portable Optimization and Code Generation to Reduce Data Movement," Workshop on Redefining Scalability for Diversely Heterogeneous Architectures (RSDHA), held in conjunction with SC21.
Invited Talk/Keynote,
Presented, 11/2021.
https://sc21.supercomputing.org/session/?sess=sess... - How Programming Systems Meet the Needs of New Architecture Classes: Past, Present and Future, Saleshan Conference. Invited Talk/Keynote, Presented, 04/2021.
- Data Layout and Data Representation Optimizations to Reduce Data Movement, Keynote, ACM International Conference on Code Generation and Optimization. Invited Talk/Keynote, Presented, 03/2021.
- Research Challenges in Compiler Technology for Sparse Tensors Keynote, Workshop on Irregular Applications, Algorithms and Architectures, held in conjunction with SC20. Invited Talk/Keynote, Presented, 11/2020.
- Achieving Performance Portability for Extreme Heterogeneity, Keynote, Workshop on Accelerator Programming Using Directives, held in conjunction with SC20. Invited Talk/Keynote, Presented, 11/2020.
- Preparing the Workforce for Extreme Heterogeneity, Plenary Talk, NITRD High- End Computing Workshop. Invited Talk/Keynote, Presented, 09/2020.
- High Performance is all about Minimizing Data Movement Keynote, Office of Science and Technology Policy Convening. Invited Talk/Keynote, Presented, 08/2020.
- High Performance is all about Minimizing Data Movement} Keynote, ACM International Symposium on High-Performance Parallel and Distributed Computing (virtual), June 2020. Invited Talk/Keynote, Presented, 06/2020.
- Mentoring Graduate Students} co-presenter with Mark Hill, CRA Early Career Mentoring Workshop, Feb. 2020. Other, Presented, 02/15/2020.
- Mentoring Talk: Career Development, Early Career Program, SC’19. Other, Presented, 11/2019.
- Optimizing Data Movement and Achieving Performance Portability with Brick Data Layouts, International Workshop on Languages and Compilers for Parallel Computing (LCPC’19). Invited Talk/Keynote, Presented, 10/2019.
- Packed Data Layouts as an Abstraction for Performance Portability Across Diverse Memory Systems, Microelectronics Workshop, Argonne National Laboratory. Invited Talk/Keynote, Presented, 10/2019.
- Panelist: Is a Post Moore's Law Compiler Renaissance needed? International Workshop on Languages and Compilers for Parallel Computing (LCPC '19). Other, Presented, 10/2019.
- Colloquia: Bringing Sparse Computations into the Optimization Light UC Santa Barbara. Other, Presented, 10/2019.
- Panelist: Systems Rice CS 35th Anniversary. Other, Presented, 10/2019.
- Panelist: Inclusion, Rice CS 35th Anniversary. Other, Presented, 10/2019.
- Leveraging Overlapping Goals: Compilers for High-Performance Computing and Deep Learning Programming Languages Enthusiasts Mind Melt, Facebook Research. Invited Talk/Keynote, Presented, 09/2019.
- What is Driving Programming System Technology for Exascale and Beyond Plenary, International Conference on Parallel Processing and Applied Mathematics. Invited Talk/Keynote, Presented, 09/2019.
- How to be a Great Researcher Programming Languages Mentoring Workshop, held in conjunction with PLDI’19. Invited Talk/Keynote, Presented, 06/2019.
- Colloquia: Sparse Matrix and Tensor Representations: Access Order Determines Format Nvidia Research. Other, Presented, 05/2019.
- Selected Talk: How do we leverage deep learning investments to pay for HPC compiler technology? Random Access Talk, DOE Salishan Conference on High Speed Computing. Other, Presented, 04/2019.
- Mentoring Talk: A Renaissance for Domain-Specific Languages, Compilers and Code Generators in HPC and Big Data, Students@SC, SC’18. Other, Presented, 11/2018.
- Mentoring Panel: 25th Anniversary of the CRA-W, CRA-W Career Mentoring Workshop. Other, Presented, 11/2018.
- Mentoring Talk: Navigating the Job Search, co-presenter with Nancy Amato and Kathryn McKinley, CRA-W Career Mentoring Workshop. Other, Presented, 11/2018.
- What Will it Take to Mainstream Autotuning Compiler Technology? Crowdsourcing Autotuning (Compiler) Research, Workshop on Clusters, Clouds, and Data for Scientific Computing (CCDSC ’18). Invited Talk/Keynote, Presented, 09/2018.
- Colloquia: Bringing Sparse Computations into the Optimization Light, INRIA Ecole Normale Superiere Paris. Other, Presented, 09/2018.
- Bringing Sparse Computations into the Optimization Light, Plenary, International Conference on Parallel Processing, Aug. 2018. Invited Talk/Keynote, Presented, 08/2018.
- Panel Organizer and Presenter: Increasing Diversity in Computing is Easier than you think: Some Small Steps that can Make a Big Difference, Panel organizer and speaker, CRA Snowbird’18,. Other, Presented, 07/2018.
- Mentoring Talk: Time Management and Work-Life Balance, CRA Early Career Mentoring Workshop. Other, Presented, 02/2018.
- "Writing Effective Proposals," Mentoring Talk, Early Career Program, SC'17, Nov. 2017. Other, Presented, 11/2017.
- "Performance Portability Using Compiler-Directed Autotuning," Dagstuhl Seminar on Performance Portability in Extreme Scale Computing: Metrics, Challenges, Solutions, Oct. 2017. Invited Talk/Keynote, Presented, 10/2017.
- Using CHiLL and CUDA-CHiLL PAID IME, Demonstration Talk, Blue Waters Symposium, May 2017. Other, Presented, 05/2017.
- "Challenges for the Polyhedral Community," Panel Organizer and Panelist, International Workshop on Polyhedral Compilation Techniques (IMPACT'17), held in conjunction with HiPEAC'17, Jan. 2017. Other, Presented, 01/2017.
- "The Role of an Autotuning Compiler in Getting to Exascale," Undergraduate Program, SC'16, Nov. 2016. Invited Talk/Keynote, Presented, 11/2016.
- "The Role of an Autotuning Compiler in Getting to Exascale," Seminar, University of Queensland (via video), Nov. 2016.
Invited Talk/Keynote,
Presented, 11/2016.
https://rcc.uq.edu.au/event/793/role-autotuning-co... - "Getting People to Listen,'' Students@SC Short Talk, SC'16, Nov. 2016. Other, Presented, 11/2016.
- "Programming Exascale Computers," Flash Talk, Rocky Mountain Celebration of Women in Computing, October, 2016. Other, Presented, 10/2016.
- "Compilation for dynamic parallel languages," Panelist, Workshop on Languages and Compilers for Parallel Computing, September, 2016. Other, Presented, 09/2016.
- "Booming Enrollments: Student Profiles/Motivations," Panel Organizer and Panelist, CRA Conference at Snowbird, July 2016. Other, Presented, 07/2016.
- "Getting People to Listen," Programming Languages Mentoring Workshop, held in conjunction with PLDI'16, June 2016. Other, Presented, 06/2016.
- "Compiler Optimization, Specialization and Autotuning: Achieving Productivity and High Performance for Diverse Architectures," Invited Speaker, International Workshop on Application Performance Tuning (IWAPT'16), held in conjunction with IPDPS'16, May 2016. Invited Talk/Keynote, Presented, 05/2016.
- "Domain-Specific Optimization and Autotuning for Performance Portability of Supercomputing Applications," EE Department Colloquium Series, Brigham Young University, March 2016. Invited Talk/Keynote, Presented, 03/03/2016.
- "How to write a good proposal: Tips, insights, and Perspective," co-presenter with Susanne Hambrusch, CRA Career Mentoring Workshop, Feb. 2016.
Invited Talk/Keynote,
Presented, 02/23/2016.
http://cra.org/events/2016-career-mentoring-worksh... - "(When) are the polyhedral techniques necessary?," Panelist, International Workshop on Polyhedral Compilation Techniques (IMPACT'16), held in conjunction with HiPEAC'16, Jan. 2016. Other, Presented, 01/2016.
- The Role of Compiler Optimization and Autotuning for Reducing Data Movement in High-Performance Applications," Seminar, University of Tokyo, Dec. 2015. Invited Talk/Keynote, Presented, 12/11/2015.
- "The Role of Compiler Optimization and Autotuning for Reducing Data Movement in High-Performance Applications,'' Keynote, Legacy HPC Application Migration Workshop, held in conjunction with CANDAR 2015, Sapporo, Japan, Dec. 2015.
Invited Talk/Keynote,
Presented, 12/10/2015.
http://is-candar.org/candar15/lham15 - "Programmer Productivity for Current and Future High-Performance Architectures,'' Career Workshop for Women and Minorities in Computer Architecture, held in conjunction with ACM MICRO, Dec. 2015.
Invited Talk/Keynote,
Presented, 12/06/2015.
http://safari2.ece.cmu.edu/cwwmca2015/cwwmca.htm - "Making the most of grad school (in HPC)," Students@SC Education Panel, SC'15.
Other,
Presented, 11/15/2015.
http://sc15.supercomputing.org/conference-program/... - "Autotuning Compiler and Library Technology for Sparse Matrix Computations,'' Colloquium, Texas A&M University, Oct. 2015. Invited Talk/Keynote, Presented, 10/12/2015.
- "Compiler Optimization of Computation and Communication in Stencils and Geometric Multigrid,'' Seminar, Intel Research, Santa Clara, CA, Jul. 2015. Invited Talk/Keynote, Presented, 07/27/2015.
- "The Role of Autotuning Compiler Technology,'" Streamlining Application Performance Portability Minisymposium, SIAM Conference on Computational Science and Engineering, March, 2015.
Invited Talk/Keynote,
Presented, 03/18/2015.
https://www.siam.org/meetings/cse15/ - "Autotuning Software, Scientific Simulation and Academic Careers,'' Invited Speaker for CS Lunch and Learn (undergraduates), Rice University, Oct. 2014. Invited Talk/Keynote, Presented, 10/2014.
- "Making Compilers Work: Autotuning for High Performance Applications,'' Colloquia speaker, University of Texas, Oct. 2014. Invited Talk/Keynote, Presented, 10/2014.
- "Making Compilers Work: Autotuning for High Performance Applications,'' Colloquia speaker, Rice University, Oct. 2014. Invited Talk/Keynote, Presented, 10/2014.
- "Leveraging HPC Expertise and Technology in Data Analytics," Invited speaker, Workshop on Clusters, Clouds, and Data for Scientific Computing (CCDSC '14), Sept. 2014. Invited Talk/Keynote, Presented, 09/2014.
- "Tiling Dense and Sparse Computations for Parallelism and the Memory Hierarchy of GPUs,'' SIAM Parallel Processing Symposium, Feb. 2014.
Invited Talk/Keynote,
Presented, 02/2014.
http://www.siam.org/meetings/pp14/ - "SC13 Silver Anniversary Panel: Retrospective in Supercomputing Technologies,'' Panel Organizer and Moderator, SC13, Nov. 2013.
Other,
Presented, 11/2013.
http://sc13.supercomputing.org - "Parallel Programming: Expressiveness and Efficiency,'' Breakout Session Organizer and Leader, Facebook Compilers Summit, Facebook, Aug. 2013. Other, Presented, 08/2013.
- "Programming Exascale Supercomputers,'' Broader Engagement Program, SC12, November 2012.
Invited Talk/Keynote,
Presented, 11/11/2012.
http://sc12.supercomputing.org/content/broader-eng... - "Autotuning Compiler and Language Technology and its Role in Exascale Systems,'' Invited speaker, 6th International Conference on Automatic Differentiation, July 2012.
Invited Talk/Keynote,
Presented, 07/25/2012.
http://www.autodiff.org/ad12/ - ``Automating Application Mapping with Autotuning: Paving the Way to Exascale,'' Salishan Conference on High-Speed Computing, April 2012.
Invited Talk/Keynote,
Presented, 04/24/2012.
http://www.lanl.gov/orgs/hpc/salishan/index12.shtm... - "Autotuning Compilers: Paving the Way to Exascale", Invited Talk, Joint DOE ASCR and NNSA Exascale PI meeting, October 2011. Note: I am not a PI for these programs, but was invited to present. Invited Talk/Keynote, Presented, 10/2011.
- "Compiler-Based Autotuning for Productive Parallel Programming and its Relationship to Design Space Exploration," High-Level Synthesis and Parallel Computation Models Work- shop held in conjunction with IEEE International Symposium on Field-Programmable Custom Computing Machines, May, 2011. Invited Talk/Keynote, Presented, 05/2011.
- "Compiler-Based Autotuning of Energy Applications," USC-DOE Conference on Materials for Energy Applications: Experiment, Modeling and Simulations, March, 2011. Invited Talk/Keynote, Presented, 03/2011.
- "Compiler-Based Autotuning for Productivity and High Performance," Colloquia, Ohio State University, February 2011. Invited Talk/Keynote, Presented, 02/2011.
- A Programming Language Interface to Describe Transformations and Code Generation for Auto-Tuning," ASPLOS Program Committee Symposium, CMU. Invited Talk/Keynote, Presented, 10/2010.
- ``Next Generation Compiler'', Panelist, DOE SciDAC Center for Scalable Application Development Software Workshop on Libraries and Autotuning for Petascale Applications. Invited Talk/Keynote, Presented, 08/2010.
- "Compiler-Based Auto-tuning for Application and Library Code,'' DOE SciDAC Center for Scalable Application Development Software Workshop on Libraries and Autotuning for Petascale Applications. Invited Talk/Keynote, Presented, 08/2010.
- "A Scalable Autotuning Framework for Compiler Optimization,'' A. Tiwari, C. Chen, J. Chame, M. Hall and J. K. Hollingsworth, In Proceedings of the International Parallel and Distributed Processing Symposium, May, 2009. Conference Paper, Other, 2009.
- "Autotuning Compiler Technology to Support Architectural Diversity," Invited Seminar for Dept. of Electrical and Computer Engineering, January, 2009. Invited Talk/Keynote, Presented, 2009.
- "Big Questions in Autotuning," Invited Talk, Center for Scalable Application Development Software Workshop on Libraries and Autotuning for Petascale Applications, August, 2009.
Invited Talk/Keynote,
Presented, 2009.
http://cscads.rice.edu/workshops/summer09/autotuni... - "Multi-Core Software Strategies: What Approaches will Work?", Workshop on Bridging Multicore's Programmability Gap, held at SC08, November, 2008.
Invited Talk/Keynote,
Presented, 11/17/2008.
http://sites.google.com/site/sc08mcoregap/ - "The Role of Compiler Technology in Managing the
Complexity of Architectures and Applications,'' SIAM Annual Meeting, July, 2008.
Invited Talk/Keynote,
Presented, 07/10/2008.
http://meetings.siam.org/sess/dsp_programsess.cfm?... - "Multicore Chips and Parallel Programming,'' High
Performance Computer Science Week, April, 2008.
Invited Talk/Keynote,
Presented, 04/02/2008.
http://www.hpcsw.org/presentations/wed/hall.pdf - "What Role Does Code Generation and Optimization Play for
Multi-Core Enablement?,'' invited panelist, International Conference on Code Generation and Optimization, April, 2008.
Invited Talk/Keynote,
Presented, 03/01/2008.
http://www.cgo.org/cgo2008/ - "Autotuning of Scientific Applications,'' 13th SIAM Conference on Parallel Processing for Scientific Computing, March, 2008.
Invited Talk/Keynote,
Presented, 03/01/2008.
http://meetings.siam.org/sess/dsp_programsess.cfm?... - "Autotuning in the Multi-Core Era," Invited Computer Science Seminar, Brigham Young University, December, 2008.
Invited Talk/Keynote,
Presented, 2008.
http://cs.byu.edu/colloquia/2008-12-11 - "TUNE: The Structure of an Autotuning Compiler,'' Intel Academic Software Workshop, May, 2008. Invited Talk/Keynote, Presented, 2008.
Research Groups
- Bob Wheeler, Senior Associate. School of Computing. 03/2014 - 05/2016.
- Derick Huth, Other. 10/01/2012 - 06/2021.
- Manu Shantharam, Postdoc. School of Computing. 08/15/2012 - 05/2014.
Geographical Regions of Interest
- France
Attended Workshop on Clusters, Clouds, and Data for Scientific Computing, Lyon, France. - Germany
Attended Daghstuhl Seminar 17431, "Performance Portability in Extreme Scale Computing: Metrics, Challenges, Solutions". - Poland
Attended PPAM Meeting in Bialystok, Poland, Sept. 2019. - Sweden
Co-Organizer of International Workshop on Polyhedral Compilation Techniques at High Performance and Embedded Architectures and Compilers Conference (EU-funded organization).
Software Titles
- MLIR Compiler (Sandbox). Incorporated transpose optimization into MLIR compiler. Release Date: 11/2021. Inventors: Mahesh Lakshminarasimhan. Distribution List: Incorporated into Google IREE Sandbox version of MLIR.
- CHiLL Autotuning Compiler. Major release for Exascale Computing Project. Release Date: 11/2018. Inventors: Chun Chen, Mary Hall, Anand Venkat, Malik Khan, Tuowen Zhao, Derick Huth. Distribution List: Publicly available.
- Codegen, Omega+, CHiLL and CUDA-CHiLL. Release of ROSE compiler port of CHiLL components, and first release of CUDA-CHiLL. Release Date: 11/10/2012. Inventors: Chun Chen, Mary Hall, Anand Venkat, Malik Khan. Distribution List: publicly available.
- CHiLL: Composable High-Level Loop Transformation Framework, v0.1.13. Compiler Transformation Framework for Autotuning Compiler, used in DOE and NSF projects. Release Date: 09/08/2010. Inventors: Chun Chen, Mary Hall and Jacqueline Chame.