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Self-aware Compute Nodes. In: <i>Self-Aware Computing Systems</i>. Natural Computing Series (NCS). Springer International Publishing; 2016:145-165. doi:<a href=\"https://doi.org/10.1007/978-3-319-39675-0_8\">10.1007/978-3-319-39675-0_8</a>","mla":"Agne, Andreas, et al. “Self-Aware Compute Nodes.” <i>Self-Aware Computing Systems</i>, Springer International Publishing, 2016, pp. 145–65, doi:<a href=\"https://doi.org/10.1007/978-3-319-39675-0_8\">10.1007/978-3-319-39675-0_8</a>.","chicago":"Agne, Andreas, Markus Happe, Achim Lösch, Christian Plessl, and Marco Platzner. “Self-Aware Compute Nodes.” In <i>Self-Aware Computing Systems</i>, 145–65. Natural Computing Series (NCS). Cham: Springer International Publishing, 2016. <a href=\"https://doi.org/10.1007/978-3-319-39675-0_8\">https://doi.org/10.1007/978-3-319-39675-0_8</a>.","short":"A. Agne, M. Happe, A. Lösch, C. Plessl, M. Platzner, in: Self-Aware Computing Systems, Springer International Publishing, Cham, 2016, pp. 145–165.","ieee":"A. Agne, M. Happe, A. Lösch, C. Plessl, and M. Platzner, “Self-aware Compute Nodes,” in <i>Self-aware Computing Systems</i>, Cham: Springer International Publishing, 2016, pp. 145–165.","apa":"Agne, A., Happe, M., Lösch, A., Plessl, C., &#38; Platzner, M. (2016). Self-aware Compute Nodes. In <i>Self-aware Computing Systems</i> (pp. 145–165). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-319-39675-0_8\">https://doi.org/10.1007/978-3-319-39675-0_8</a>"},"place":"Cham","date_updated":"2023-09-26T13:27:44Z","title":"Self-aware Compute Nodes","year":"2016","author":[{"first_name":"Andreas","last_name":"Agne","full_name":"Agne, Andreas"},{"last_name":"Happe","first_name":"Markus","full_name":"Happe, Markus"},{"full_name":"Lösch, Achim","last_name":"Lösch","first_name":"Achim","id":"43646"},{"id":"16153","first_name":"Christian","orcid":"0000-0001-5728-9982","last_name":"Plessl","full_name":"Plessl, Christian"},{"id":"398","full_name":"Platzner, Marco","first_name":"Marco","last_name":"Platzner"}],"doi":"10.1007/978-3-319-39675-0_8","series_title":"Natural Computing Series (NCS)","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"Many modern compute nodes are heterogeneous multi-cores that integrate several CPU cores with fixed function or reconfigurable hardware cores. Such systems need to adapt task scheduling and mapping to optimise for performance and energy under varying workloads and, increasingly important, for thermal and fault management and are thus relevant targets for self-aware computing. In this chapter, we take up the generic reference architecture for designing self-aware and self-expressive computing systems and refine it for heterogeneous multi-cores. We present ReconOS, an architecture, programming model and execution environment for heterogeneous multi-cores, and show how the components of the reference architecture can be implemented on top of ReconOS. In particular, the unique feature of dynamic partial reconfiguration supports self-expression through starting and terminating reconfigurable hardware cores. We detail a case study that runs two applications on an architecture with one CPU and 12 reconfigurable hardware cores and present self-expression strategies for adapting under performance, temperature and even conflicting constraints. The case study demonstrates that the reference architecture as a model for self-aware computing is highly useful as it allows us to structure and simplify the design process, which will be essential for designing complex future compute nodes. Furthermore, ReconOS is used as a base technology for flexible protocol stacks in Chapter 10, an approach for self-aware computing at the networking level."}],"publication":"Self-aware Computing Systems","type":"book_chapter","department":[{"_id":"518"},{"_id":"27"},{"_id":"78"}],"file":[{"creator":"aloesch","date_created":"2018-11-14T13:20:32Z","file_name":"chapter8.pdf","file_size":833054,"access_level":"closed","relation":"main_file","date_updated":"2018-11-14T13:20:32Z","file_id":"5613","success":1,"content_type":"application/pdf"}],"date_created":"2017-10-17T12:41:22Z"},{"date_updated":"2023-09-26T13:26:38Z","intvolume":"        55","year":"2016","title":"Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code","author":[{"full_name":"Vaz, Gavin Francis","first_name":"Gavin Francis","last_name":"Vaz","id":"30332"},{"full_name":"Riebler, Heinrich","last_name":"Riebler","first_name":"Heinrich","id":"8961"},{"full_name":"Kenter, Tobias","first_name":"Tobias","last_name":"Kenter","id":"3145"},{"id":"16153","full_name":"Plessl, Christian","orcid":"0000-0001-5728-9982","first_name":"Christian","last_name":"Plessl"}],"publication_identifier":{"issn":["0045-7906"]},"doi":"10.1016/j.compeleceng.2016.04.021","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"A broad spectrum of applications can be accelerated by offloading computation intensive parts to reconfigurable hardware. However, to achieve speedups, the number of loop it- erations (trip count) needs to be sufficiently large to amortize offloading overheads. Trip counts are frequently not known at compile time, but only at runtime just before entering a loop. Therefore, we propose to generate code for both the CPU and the coprocessor, and defer the offloading decision to the application runtime. We demonstrate how a toolflow, based on the LLVM compiler framework, can automatically embed dynamic offloading de- cisions into the application code. We perform in-depth static and dynamic analysis of pop- ular benchmarks, which confirm the general potential of such an approach. We also pro- pose to optimize the offloading process by decoupling the runtime decision from the loop execution (decision slack). The feasibility of our approach is demonstrated by a toolflow that automatically identifies suitable data-parallel loops and generates code for the FPGA coprocessor of a Convey HC-1. We evaluate the integrated toolflow with representative loops executed for different input data sizes."}],"publication":"Computers and Electrical Engineering","type":"journal_article","department":[{"_id":"27"},{"_id":"518"}],"file":[{"date_created":"2018-03-21T12:45:47Z","creator":"florida","file_id":"1544","content_type":"application/pdf","success":1,"file_name":"165-1-s2.0-S0045790616301021-main.pdf","file_size":3037854,"access_level":"closed","relation":"main_file","date_updated":"2018-03-21T12:45:47Z"}],"date_created":"2017-10-17T12:41:24Z","has_accepted_license":"1","status":"public","ddc":["040"],"user_id":"15278","volume":55,"page":"91-111","_id":"165","publisher":"Elsevier","quality_controlled":"1","project":[{"name":"SFB 901","_id":"1","grant_number":"160364472"},{"grant_number":"160364472","_id":"14","name":"SFB 901 - Subprojekt C2"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"Self-Adaptive Virtualisation-Aware High-Performance/Low-Energy Heterogeneous System Architectures","_id":"34","grant_number":"610996"}],"file_date_updated":"2018-03-21T12:45:47Z","citation":{"chicago":"Vaz, Gavin Francis, Heinrich Riebler, Tobias Kenter, and Christian Plessl. “Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code.” <i>Computers and Electrical Engineering</i> 55 (2016): 91–111. <a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">https://doi.org/10.1016/j.compeleceng.2016.04.021</a>.","short":"G.F. Vaz, H. Riebler, T. Kenter, C. Plessl, Computers and Electrical Engineering 55 (2016) 91–111.","apa":"Vaz, G. F., Riebler, H., Kenter, T., &#38; Plessl, C. (2016). Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code. <i>Computers and Electrical Engineering</i>, <i>55</i>, 91–111. <a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">https://doi.org/10.1016/j.compeleceng.2016.04.021</a>","ieee":"G. F. Vaz, H. Riebler, T. Kenter, and C. Plessl, “Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code,” <i>Computers and Electrical Engineering</i>, vol. 55, pp. 91–111, 2016, doi: <a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">10.1016/j.compeleceng.2016.04.021</a>.","ama":"Vaz GF, Riebler H, Kenter T, Plessl C. Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code. <i>Computers and Electrical Engineering</i>. 2016;55:91-111. doi:<a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">10.1016/j.compeleceng.2016.04.021</a>","bibtex":"@article{Vaz_Riebler_Kenter_Plessl_2016, title={Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code}, volume={55}, DOI={<a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">10.1016/j.compeleceng.2016.04.021</a>}, journal={Computers and Electrical Engineering}, publisher={Elsevier}, author={Vaz, Gavin Francis and Riebler, Heinrich and Kenter, Tobias and Plessl, Christian}, year={2016}, pages={91–111} }","mla":"Vaz, Gavin Francis, et al. “Potential and Methods for Embedding Dynamic Offloading Decisions into Application Code.” <i>Computers and Electrical Engineering</i>, vol. 55, Elsevier, 2016, pp. 91–111, doi:<a href=\"https://doi.org/10.1016/j.compeleceng.2016.04.021\">10.1016/j.compeleceng.2016.04.021</a>."}},{"date_created":"2017-10-17T12:41:24Z","file":[{"file_id":"1541","success":1,"content_type":"application/pdf","relation":"main_file","date_updated":"2018-03-21T12:41:55Z","file_name":"168-07459438.pdf","file_size":261356,"access_level":"closed","date_created":"2018-03-21T12:41:55Z","creator":"florida"}],"department":[{"_id":"27"},{"_id":"518"},{"_id":"78"}],"type":"conference","publication":"Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE)","abstract":[{"text":"The use of heterogeneous computing resources, such as Graphic Processing Units or other specialized coprocessors, has become widespread in recent years because of their per- formance and energy efficiency advantages. Approaches for managing and scheduling tasks to heterogeneous resources are still subject to research. Although queuing systems have recently been extended to support accelerator resources, a general solution that manages heterogeneous resources at the operating system- level to exploit a global view of the system state is still missing.In this paper we present a user space scheduler that enables task scheduling and migration on heterogeneous processing resources in Linux. Using run queues for available resources we perform scheduling decisions based on the system state and on task characterization from earlier measurements. With a pro- gramming pattern that supports the integration of checkpoints into applications, we preempt tasks and migrate them between three very different compute resources. Considering static and dynamic workload scenarios, we show that this approach can gain up to 17% performance, on average 7%, by effectively avoiding idle resources. We demonstrate that a work-conserving strategy without migration is no suitable alternative.","lang":"eng"}],"language":[{"iso":"eng"}],"author":[{"last_name":"Lösch","first_name":"Achim","full_name":"Lösch, Achim","id":"43646"},{"full_name":"Beisel, Tobias","first_name":"Tobias","last_name":"Beisel"},{"full_name":"Kenter, Tobias","last_name":"Kenter","first_name":"Tobias","id":"3145"},{"id":"16153","last_name":"Plessl","orcid":"0000-0001-5728-9982","first_name":"Christian","full_name":"Plessl, Christian"},{"id":"398","first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"}],"year":"2016","title":"Performance-centric scheduling with task migration for a heterogeneous compute node in the data center","date_updated":"2023-09-26T13:27:00Z","citation":{"apa":"Lösch, A., Beisel, T., Kenter, T., Plessl, C., &#38; Platzner, M. (2016). Performance-centric scheduling with task migration for a heterogeneous compute node in the data center. <i>Proceedings of the 2016 Design, Automation &#38; Test in Europe Conference &#38; Exhibition (DATE)</i>, 912–917.","mla":"Lösch, Achim, et al. “Performance-Centric Scheduling with Task Migration for a Heterogeneous Compute Node in the Data Center.” <i>Proceedings of the 2016 Design, Automation &#38; Test in Europe Conference &#38; Exhibition (DATE)</i>, EDA Consortium / IEEE, 2016, pp. 912–17.","ieee":"A. Lösch, T. Beisel, T. Kenter, C. Plessl, and M. Platzner, “Performance-centric scheduling with task migration for a heterogeneous compute node in the data center,” in <i>Proceedings of the 2016 Design, Automation &#38; Test in Europe Conference &#38; Exhibition (DATE)</i>, 2016, pp. 912–917.","short":"A. Lösch, T. Beisel, T. Kenter, C. Plessl, M. 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Do Not Feed the Monster! <i>Stir to Action </i>, <i>14</i>."},"publication":"Stir to Action ","volume":14,"publication_date":"20160601","user_id":"110918","language":[{"iso":"eng"}],"_id":"56399","intvolume":"        14","date_updated":"2024-10-07T18:23:26Z","author":[{"id":"110918","first_name":"Marisol","last_name":"Sandoval","full_name":"Sandoval, Marisol"}],"year":"2016","title":"Do Not Feed the Monster!","status":"public"},{"author":[{"id":"110918","full_name":"Sandoval, Marisol","last_name":"Sandoval","first_name":"Marisol"}],"publication_identifier":{"issn":["0950-2378","1741-0789"]},"status":"public","title":"Fighting Precarity with Co-Operation? Worker Co-Operatives in the Cultural Sector.","year":"2016","intvolume":"        88","publication_status":"published","date_updated":"2024-10-07T15:56:10Z","_id":"56371","language":[{"iso":"eng"}],"publisher":"Lawrence and Wishart","page":"51-68","volume":88,"user_id":"110918","doi":"10.3898/newf.88.04.2016","citation":{"ieee":"M. Sandoval, “Fighting Precarity with Co-Operation? Worker Co-Operatives in the Cultural Sector.,” <i>New Formations</i>, vol. 88, no. 88, pp. 51–68, 2016, doi: <a href=\"https://doi.org/10.3898/newf.88.04.2016\">10.3898/newf.88.04.2016</a>.","mla":"Sandoval, Marisol. “Fighting Precarity with Co-Operation? Worker Co-Operatives in the Cultural Sector.” <i>New Formations</i>, vol. 88, no. 88, Lawrence and Wishart, 2016, pp. 51–68, doi:<a href=\"https://doi.org/10.3898/newf.88.04.2016\">10.3898/newf.88.04.2016</a>.","apa":"Sandoval, M. (2016). Fighting Precarity with Co-Operation? Worker Co-Operatives in the Cultural Sector. <i>New Formations</i>, <i>88</i>(88), 51–68. <a href=\"https://doi.org/10.3898/newf.88.04.2016\">https://doi.org/10.3898/newf.88.04.2016</a>","bibtex":"@article{Sandoval_2016, title={Fighting Precarity with Co-Operation? 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Worker Co-Operatives in the Cultural Sector.” <i>New Formations</i> 88, no. 88 (2016): 51–68. <a href=\"https://doi.org/10.3898/newf.88.04.2016\">https://doi.org/10.3898/newf.88.04.2016</a>."},"publication":"New Formations","issue":"88","date_created":"2024-10-07T12:24:10Z","type":"journal_article"},{"citation":{"bibtex":"@inbook{Sandoval_2016, place={London}, title={The Hands and Brains of Digital Culture: Arguments for an Inclusive Approach to Cultural Labour}, DOI={<a href=\"https://doi.org/10.1057/9781137478573_3\">10.1057/9781137478573_3</a>}, booktitle={Reconsidering Value and Labour in the Digital Age}, publisher={Palgrave Macmillan UK}, author={Sandoval, Marisol}, year={2016} }","ama":"Sandoval M. The Hands and Brains of Digital Culture: Arguments for an Inclusive Approach to Cultural Labour. In: <i>Reconsidering Value and Labour in the Digital Age</i>. Palgrave Macmillan UK; 2016. doi:<a href=\"https://doi.org/10.1057/9781137478573_3\">10.1057/9781137478573_3</a>","short":"M. 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