magistraleinformaticanetworking:spd:start
Differenze
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| magistraleinformaticanetworking:spd:start [26/02/2025 alle 18:52 (12 mesi fa)] – [Aim of the Course] Massimo Coppola | magistraleinformaticanetworking:spd:start [19/02/2026 alle 00:46 (19 ore fa)] (versione attuale) – Massimo Coppola | ||
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| e-mail : massimo.coppola@isti.cnr.it \\ | e-mail : massimo.coppola@isti.cnr.it \\ | ||
| Phone : 050 315 2992 \\ | Phone : 050 315 2992 \\ | ||
| - | Office location : CNR Reseach Area, ISTI-CNR, Building | + | Office location : CNR Reseach Area, ISTI-CNR, Building |
| - | ^ **IMPORTANT: | + | ^ **IMPORTANT: |
| ^ **Interested students are kindly asked to contact the teacher via email.** | ^ **Interested students are kindly asked to contact the teacher via email.** | ||
| - | |||
| - | ^ ** The course this year will be more experimental, | ||
| **Course info**\\ | **Course info**\\ | ||
| - | * This page concerns the SPD course (535AA) for the academic year 2024-2025, which gives you **6 credits**. | + | * This page concerns the SPD course (535AA) for the academic year 2025-2026, which gives you **6 credits**. |
| * Be sure to alway check the NEWS section in this page. | * Be sure to alway check the NEWS section in this page. | ||
| * Information about latest past editions of the SPD course can be found at the following links. | * Information about latest past editions of the SPD course can be found at the following links. | ||
| - | ^ [[magistraleinformaticanetworking: | + | ^ [[magistraleinformaticanetworking: |
| ==== Timetable ==== | ==== Timetable ==== | ||
| Linea 29: | Linea 27: | ||
| - | ^ Wednesday | + | ^ Thursday |
| - | ^ Thursday | + | ^ Friday |
| [[https:// | [[https:// | ||
| - | * See also the Dept. [[https:// | + | * See also the Dept. [[https:// |
| * In case of exceptions, notice will be given in the News section below in this page and by email to the students. | * In case of exceptions, notice will be given in the News section below in this page and by email to the students. | ||
| Linea 41: | Linea 39: | ||
| === News and Updates === | === News and Updates === | ||
| - | * 26/02/2024 First lesson will be held next Thursday | + | * 26/02/2024 First lesson will be held next Thursday |
| ==== Course Journal ==== | ==== Course Journal ==== | ||
| - | The [[magistraleinformaticanetworking: | + | The [[magistraleinformaticanetworking: |
| -------- | -------- | ||
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| * Parallel Programming systems/ | * Parallel Programming systems/ | ||
| - | | + | * **MPI** message-passing programming (the core part of the MPI standard) |
| - | * **ONEAPI** as a unifying meta-approach toward programming several architectural layers, encapsulating other existing programming frameworks | + | |
| - | * **TBB** Thread Building Blocks Multicore oriented, shared-memory programming framework | + | * **TBB** Thread Building Blocks. Multicore oriented, shared-memory programming framework |
| - | * **SYCL** Common source CPU/GPU C++ programming framework | + | * **SYCL** |
| - | * Massively Multicore computation and GPU programming frameworks: mainly **OpenCL** but also references to CUDA | + | * Massively Multicore computation and GPU programming frameworks: mainly **OpenCL** but also references to **CUDA** |
| - | * other topics and parallel/ | + | * other topics and parallel/ |
| - | | + | * Software defined processors: FPGA-based open source processors, OpenCL to FPGA compilation |
| - | | + | * High-Level SPP languages for Clusters/ |
| - | | + | * SPC++ |
| - | | + | * BSP-based approaches (e.g. Apache Hama / Giraph, or MulticoreBSP) |
| - | | + | * Example Applications may include |
| - | * Data mining (K-means, classification...), machine learning algorithms; computational simulation algorithms | + | * Data mining (K-means, classification…), |
| - | * Managing HPC experiments with **SLURM** | + | * machine learning algorithms |
| - | * Further technology topics if time allows | + | * computational simulation algorithms |
| - | * Scripting HPC applications with **Python** | + | |
| - | * Foundation, Technologies we may cover if needed | + | |
| - | * Elementary mechanisms | + | * Scripting HPC applications with Python |
| - | * Basics of scheduling algorithms and resource management | + | |
| - | * Basics of Service Oriented Architectures SOA | + | We may cover other Foundational aspects and technologies, depending on the specific year and students' |
| - | * Service oriented Platforms, Cloud Computing and Cloud Federations | + | |
| + | | ||
| + | * Programming frameworks or libraries for parallelising/ | ||
| + | | ||
| + | * Basics of Service Oriented Architectures SOA | ||
| + | * Service oriented Platforms, Cloud Computing and Cloud Federations | ||
| -------- | -------- | ||
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| ==== Teaching material ==== | ==== Teaching material ==== | ||
| === Books === | === Books === | ||
| - | | + | |
| - | * **B. Wilkinson, M. Allen -- Parallel Programming**, | + | * Latest **MPI Standard** from [[https://www.mpi-forum.org/ |
| + | * **M. Voss, J. Reinders - Today' | ||
| + | * //Older reference// | ||
| + | * **B. Wilkinson, M. Allen -- Parallel Programming**, | ||
| * **Michael Mc Cool, Arch D. Robinson and James Reinders -- Structured Parallel Programming (patterns for Efficient Computation)** 2012, Morgan Kaufmann. \\ Chapters 1 to 3 cover background topics which should be already known from previous courses (SPA, SPD courses). Stundents need to focus on the TBB material throughout the book: Appendix C and D, and the TBB examples in the book that appendix C references from chapters 4, 5, 8 and 9. Check also Chapter 11 on k-means. | * **Michael Mc Cool, Arch D. Robinson and James Reinders -- Structured Parallel Programming (patterns for Efficient Computation)** 2012, Morgan Kaufmann. \\ Chapters 1 to 3 cover background topics which should be already known from previous courses (SPA, SPD courses). Stundents need to focus on the TBB material throughout the book: Appendix C and D, and the TBB examples in the book that appendix C references from chapters 4, 5, 8 and 9. Check also Chapter 11 on k-means. | ||
| - | * //Alternate book:// An introduction to TBB is also found in **James Reinders -- Intel Threading Building Blocks** 2007, O' | + | |
| - | * **M. Voss, R. Asejo, J. Reinders -- Pro TBB Book code samples ported to oneAPI** Open access book on Springer | + | |
| - | * **J. Reinders et al. - Data Parallel C++ ** Open access book on Springer [[https:// | + | |
| === Papers and reading material === | === Papers and reading material === | ||
| - | TBD | + | Examples: |
| + | * **Parallel k-means** Dhillon & Modha Technical Report about parallel K-means, published as: A Data-Clustering Algorithm On Distributed Memory Multiprocessors. I.S. Dhillon, D.S.Modha, LNAI 1759, pag 245. Published version has issues, refer to the Tech. rep. | ||
| + | * **Parallel Clustering** Large-Scale Parallel Data Clustering. Dan Judd, Philip K. Mckinley, Anil K. Jain. Ieee Transaction On Pattern Analysis And Machine Intelligence, | ||
| + | |||
| + | |||
magistraleinformaticanetworking/spd/start.txt · Ultima modifica: 19/02/2026 alle 00:46 (19 ore fa) da Massimo Coppola