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</style><divclass="news-container"><divclass="news-block" style="width:281px;margin:-5px;"><ahref="/news/2022/07/dagger_julius_benchmark/">Comments on the Julius Graph Engine Benchmark</a> 2022-07-01<br><p>Spurred by a performance benchmark published by Julius Technologies, we lead you through how Dagger's scheduler was optimized to perform more competitively on the benchmark.</p>Julian Samaroo<imgsrc="/assets/green-philip.png"/></div></div>
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</style><divclass="news-container"><divclass="news-block" style="width:262px;margin:-5px;"><ahref="/news/2022/07/dagger_julius_benchmark/">Comments on the Julius Graph Engine Benchmark</a> 2022-07-01<br><p>Spurred by a performance benchmark published by Julius Technologies, we lead you through how Dagger's scheduler was optimized to perform more competitively on the benchmark.</p>Julian Samaroo<imgsrc="/assets/green-philip.png"/></div></div>
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</style><divclass="news-container"><divclass="news-block" style="width:277px;margin:-5px;"><ahref="/news/2022/07/dagger_julius_benchmark/">Comments on the Julius Graph Engine Benchmark</a> 2022-07-01<br><p>Spurred by a performance benchmark published by Julius Technologies, we lead you through how Dagger's scheduler was optimized to perform more competitively on the benchmark.</p>Julian Samaroo<imgsrc="/assets/green-philip.png"/></div></div>
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</style><divclass="news-container"><divclass="news-block" style="width:284px;margin:-5px;"><ahref="/news/2022/07/dagger_julius_benchmark/">Comments on the Julius Graph Engine Benchmark</a> 2022-07-01<br><p>Spurred by a performance benchmark published by Julius Technologies, we lead you through how Dagger's scheduler was optimized to perform more competitively on the benchmark.</p>Julian Samaroo<imgsrc="/assets/green-philip.png"/></div></div>
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<h2id="workshops" ><ahref="#workshops"> Workshops</a></h2><p>Workshops about performance engineering, GPU programming and general use of Julia in HPC:</p>
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<h3id="2024" ><ahref="#2024"> 2024</a></h3><ul>
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<li><ahref="https://sc24.conference-program.com/presentation/?id=tut130&sess=sess433">The Julia Language for Productive High-Performance Computing Tutorial @ SC24</a>, by William Godoy, Johannes Blaschke, Rabab Alomairy, Mosè Giordano, Julian Samaroo, Pedro Valero-Lara (<ahref="https://github.com/JuliaParallel/julia-hpc-tutorial-sc24">tutorial material</a>). November 17th 2024.</li>
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<li><ahref="https://ornl.github.io/events/jufos2024/">The Second Julia for ORNL Science Workshop</a>, by W F Godoy, P Valero-Lara, H Mankad, S E Hahn, K Teranishi, J S Vetter, R Ferreira da Silva, C Thomas. June 20th 2024.</li>
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<li><ahref="https://ornl.github.io/events/jufos2024/">The Second Julia for ORNL Science Workshop</a>, by W F Godoy, P Valero-Lara, H Mankad, S E Hahn, K Teranishi, J S Vetter, R Ferreira da Silva, C Thomas. June 20th 2024.</li>
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<li><ahref="https://github-pages.arc.ucl.ac.uk/julia-hpc-2024/">Julia for HPC @ UCL 2024</a> workshop (<ahref="https://github.com/carstenbauer/JuliaUCL24">course material</a>), by Carsten Bauer, Mosè Giordano. February 13th-16th, 2024.</li>
<h2id="papers" ><ahref="#papers"> Papers</a></h2><p>Some of the papers using Julia in HPC, including the JuliaParallel software stack:</p>
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<h3id="2025" ><ahref="#2025"> 2025</a></h3><ul>
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<li>Briand L, Jourdren H, Pérache M. Julia versus C++ Kokkos for performance portable Cartesian CFD solvers on heterogeneous architectures. The International Journal of High Performance Computing Applications. 2025;0(0). <ahref="https://doi.org/10.1177/10943420251341179">doi:10.1177/10943420251341179</a></li>
<li>P. Valero-Lara, W.F. Godoy, H. Mankad, K. Teranishi, J.S. Vetter, J. Blaschke, J. Schanen, M., 2024, November. <strong>JACC: Leveraging HPC Meta-Programming and Performance Portability with the Just-in-Time and LLVM-based Julia Language.</strong> In SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis (pp. 1955-1966). IEEE.
<li>S.E. Hahn, P.W. Fackler, W.F. Godoy, K. Maheshwari, Z. Morgan, A.T. Savici, C.M.Hoffmann, P. Valero-Lara, J.S. Vetter, R. Ferreira Da Silva, 2024, November. <strong>Integrating ORNL’s HPC and Neutron Facilities with a Performance-Portable CPU/GPU Ecosystem</strong>. Best Paper at SC24 XLOOP. In SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis (pp. 2107-2117). IEEE. <ahref="https://doi.org/10.1109/SCW63240.2024.00264">doi:10.1109/SCW63240.2024.00264</a></li>
<li>W. F. Godoy, P. Valero-Lara, C. Anderson, K. W. Lee, A. Gainaru, R. Ferreira Da Silva, J. S. Vetter. <strong>Julia as a unifying end-to-end workflow language on the Frontier exascale system</strong>. Best paper at SC23 WORKS. Proceedings of the SC23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis (SC-W '23). <ahref="https://doi.org/10.1145/3624062.3624278">doi:10.1145/3624062.3624278</a>, <ahref="https://doi.org/10.48550/arXiv.2309.10292">arXiv:2309.10292</a></li>
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<li>W. F. Godoy, P. Valero-Lara, T. E. Dettling, C. Trefftz, I. Jorquera, T. Sheehy, R. G. Miller, M. Gonzalez-Tallada, J. S. Vetter, V. Churavy, <strong>Evaluating performance and portability of high-level programming models: Julia, Python/Numba, and Kokkos on exascale nodes</strong>, 2023, IEEE IPDPS-W 2023, <ahref="https://doi.org/10.1109/IPDPSW59300.2023.00068">doi:10.1109/IPDPSW59300.2023.00068</a>, <ahref="https://arxiv.org/abs/2303.06195">arXiv:2303.06195</a>.</li>
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