magistraleinformaticanetworking:spd:start
Differenze
Queste sono le differenze tra la revisione selezionata e la versione attuale della pagina.
| Entrambe le parti precedenti la revisioneRevisione precedenteProssima revisione | Revisione precedente | ||
| magistraleinformaticanetworking:spd:start [21/04/2021 alle 12:42 (5 anni fa)] – [Timetable] Massimo Coppola | magistraleinformaticanetworking:spd:start [06/03/2026 alle 12:21 (5 mesi fa)] (versione attuale) – [Timetable] Massimo Coppola | ||
|---|---|---|---|
| Linea 7: | Linea 7: | ||
| 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 |
| - | (due to COVID office-hours restrictions, | + | |
| + | ^ **IMPORTANT: | ||
| + | ^ **Interested students | ||
| **Course info**\\ | **Course info**\\ | ||
| - | * This page concerns the SPD course (535AA) for the academic year 2020-2021, 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 ==== | ||
| - | + | {{ http:// | |
| - | {{ http:// | + | |
| See http:// | See http:// | ||
| - | ** Timetable ** | + | ^ Thursday |
| - | ^ Monday | + | ^ Friday |
| - | ^ Wednesday | + | |
| - | | + | [[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. | ||
| ** Question time **\\ | ** Question time **\\ | ||
| - | As question time will also be held remotely, please | + | Please |
| === News and Updates === | === News and Updates === | ||
| - | | + | |
| - | * 22/02/2021 There' | + | |
| - | * 17/02/21 First lesson will be held on the MS teams online platform today, 16:15-18:00. I will open the meeting at 16 in order to check if all technical issues are actually solved. | + | |
| - | | + | |
| - | * The first lesson of the Course will be held on February 17. The virtual room information will be posted on this page as soon as possible, due to issues with both the MS Teams and Google Meet platforms. | + | |
| - | + | ||
| - | -------- | + | |
| ==== Course Journal ==== | ==== Course Journal ==== | ||
| - | The [[magistraleinformaticanetworking: | + | The [[magistraleinformaticanetworking: |
| -------- | -------- | ||
| ==== Aim of the Course ==== | ==== Aim of the Course ==== | ||
| The course will provide a description and analysis of a few key parallel and distributed programming platforms and models, starting from their theoretical foundations, | The course will provide a description and analysis of a few key parallel and distributed programming platforms and models, starting from their theoretical foundations, | ||
| + | |||
| + | ^ **The overall program reported below is a preliminary one** | | ||
| + | |||
| + | - The course this year will be more flexible in the topics and in the definition of the students' | ||
| + | - Specific topics can be expanded according to the interest of the students, | ||
| + | - Interdisciplinary projects proposed by the student will be evaluated for the final assignment. | ||
| ==== Overall Program ==== | ==== Overall Program ==== | ||
| Linea 56: | Linea 61: | ||
| * 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 | ||
| -------- | -------- | ||
| Linea 87: | Linea 97: | ||
| ==== 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.1619008952.txt.gz · Ultima modifica: 21/04/2021 alle 12:42 (5 anni fa) da Massimo Coppola
