[{"abstract":[{"lang":"eng","text":"The rise of exascale supercomputers has fueled competition among GPU vendors, driving lattice QCD developers to write code that supports multiple APIs. Moreover, new developments in algorithms and physics research require frequent updates to existing software. These challenges have to be balanced against constantly changing personnel. At the same time, there is a wide range of applications for HISQ fermions in QCD studies. This situation encourages the development of software featuring a HISQ action that is flexible, high-performing, open source, easy to use, and easy to adapt. In this technical paper, we explain the design strategy, provide implementation details, list available algorithms and modules, and show key performance indicators for SIMULATeQCD, a simple multi-GPU lattice code for large-scale QCD calculations, mainly developed and used by the HotQCD collaboration. The code is publicly available on GitHub."}],"title":"SIMULATeQCD: A simple multi-GPU lattice code for QCD calculations","user_id":"90492","author":[{"first_name":"Lukas","full_name":"Mazur, Lukas","orcid":" 0000-0001-6304-7082","last_name":"Mazur","id":"90492"},{"last_name":"Bollweg","full_name":"Bollweg, Dennis","first_name":"Dennis"},{"last_name":"Clarke","full_name":"Clarke, David A.","first_name":"David A."},{"last_name":"Altenkort","full_name":"Altenkort, Luis","first_name":"Luis"},{"last_name":"Kaczmarek","first_name":"Olaf","full_name":"Kaczmarek, Olaf"},{"full_name":"Larsen, Rasmus","first_name":"Rasmus","last_name":"Larsen"},{"full_name":"Shu, Hai-Tao","first_name":"Hai-Tao","last_name":"Shu"},{"last_name":"Goswami","first_name":"Jishnu","full_name":"Goswami, Jishnu"},{"first_name":"Philipp","full_name":"Scior, Philipp","last_name":"Scior"},{"first_name":"Hauke","full_name":"Sandmeyer, Hauke","last_name":"Sandmeyer"},{"last_name":"Neumann","first_name":"Marius","full_name":"Neumann, Marius"},{"last_name":"Dick","full_name":"Dick, Henrik","first_name":"Henrik"},{"full_name":"Ali, Sajid","first_name":"Sajid","last_name":"Ali"},{"full_name":"Kim, Jangho","first_name":"Jangho","last_name":"Kim"},{"last_name":"Schmidt","first_name":"Christian","full_name":"Schmidt, Christian"},{"last_name":"Petreczky","first_name":"Peter","full_name":"Petreczky, Peter"},{"first_name":"Swagato","full_name":"Mukherjee, Swagato","last_name":"Mukherjee"}],"publication":"Computer Physics Communications","department":[{"_id":"27"}],"status":"public","date_created":"2023-07-24T10:55:25Z","_id":"46120","date_updated":"2023-07-26T09:21:35Z","doi":"10.48550/ARXIV.2306.01098","citation":{"ieee":"L. Mazur et al., “SIMULATeQCD: A simple multi-GPU lattice code for QCD calculations,” Computer Physics Communications, 2023, doi: 10.48550/ARXIV.2306.01098.","short":"L. Mazur, D. Bollweg, D.A. Clarke, L. Altenkort, O. Kaczmarek, R. Larsen, H.-T. Shu, J. Goswami, P. Scior, H. Sandmeyer, M. Neumann, H. Dick, S. Ali, J. Kim, C. Schmidt, P. Petreczky, S. Mukherjee, Computer Physics Communications (2023).","bibtex":"@article{Mazur_Bollweg_Clarke_Altenkort_Kaczmarek_Larsen_Shu_Goswami_Scior_Sandmeyer_et al._2023, title={SIMULATeQCD: A simple multi-GPU lattice code for QCD calculations}, DOI={10.48550/ARXIV.2306.01098}, journal={Computer Physics Communications}, author={Mazur, Lukas and Bollweg, Dennis and Clarke, David A. and Altenkort, Luis and Kaczmarek, Olaf and Larsen, Rasmus and Shu, Hai-Tao and Goswami, Jishnu and Scior, Philipp and Sandmeyer, Hauke and et al.}, year={2023} }","mla":"Mazur, Lukas, et al. “SIMULATeQCD: A Simple Multi-GPU Lattice Code for QCD Calculations.” Computer Physics Communications, 2023, doi:10.48550/ARXIV.2306.01098.","chicago":"Mazur, Lukas, Dennis Bollweg, David A. Clarke, Luis Altenkort, Olaf Kaczmarek, Rasmus Larsen, Hai-Tao Shu, et al. “SIMULATeQCD: A Simple Multi-GPU Lattice Code for QCD Calculations.” Computer Physics Communications, 2023. https://doi.org/10.48550/ARXIV.2306.01098.","apa":"Mazur, L., Bollweg, D., Clarke, D. A., Altenkort, L., Kaczmarek, O., Larsen, R., Shu, H.-T., Goswami, J., Scior, P., Sandmeyer, H., Neumann, M., Dick, H., Ali, S., Kim, J., Schmidt, C., Petreczky, P., & Mukherjee, S. (2023). SIMULATeQCD: A simple multi-GPU lattice code for QCD calculations. Computer Physics Communications. https://doi.org/10.48550/ARXIV.2306.01098","ama":"Mazur L, Bollweg D, Clarke DA, et al. SIMULATeQCD: A simple multi-GPU lattice code for QCD calculations. Computer Physics Communications. Published online 2023. doi:10.48550/ARXIV.2306.01098"},"type":"journal_article","year":"2023","language":[{"iso":"eng"}]},{"_id":"46119","intvolume":" 108","article_number":"014503","issue":"1","citation":{"mla":"Altenkort, Luis, et al. “Viscosity of Pure-Glue QCD from the Lattice.” Physical Review D, vol. 108, no. 1, 014503, American Physical Society (APS), 2023, doi:10.1103/physrevd.108.014503.","bibtex":"@article{Altenkort_Eller_Francis_Kaczmarek_Mazur_Moore_Shu_2023, title={Viscosity of pure-glue QCD from the lattice}, volume={108}, DOI={10.1103/physrevd.108.014503}, number={1014503}, journal={Physical Review D}, publisher={American Physical Society (APS)}, author={Altenkort, Luis and Eller, Alexander M. and Francis, Anthony and Kaczmarek, Olaf and Mazur, Lukas and Moore, Guy D. and Shu, Hai-Tao}, year={2023} }","apa":"Altenkort, L., Eller, A. M., Francis, A., Kaczmarek, O., Mazur, L., Moore, G. D., & Shu, H.-T. (2023). Viscosity of pure-glue QCD from the lattice. Physical Review D, 108(1), Article 014503. https://doi.org/10.1103/physrevd.108.014503","ama":"Altenkort L, Eller AM, Francis A, et al. Viscosity of pure-glue QCD from the lattice. Physical Review D. 2023;108(1). doi:10.1103/physrevd.108.014503","chicago":"Altenkort, Luis, Alexander M. Eller, Anthony Francis, Olaf Kaczmarek, Lukas Mazur, Guy D. Moore, and Hai-Tao Shu. “Viscosity of Pure-Glue QCD from the Lattice.” Physical Review D 108, no. 1 (2023). https://doi.org/10.1103/physrevd.108.014503.","ieee":"L. Altenkort et al., “Viscosity of pure-glue QCD from the lattice,” Physical Review D, vol. 108, no. 1, Art. no. 014503, 2023, doi: 10.1103/physrevd.108.014503.","short":"L. Altenkort, A.M. Eller, A. Francis, O. Kaczmarek, L. Mazur, G.D. Moore, H.-T. Shu, Physical Review D 108 (2023)."},"type":"journal_article","year":"2023","user_id":"90492","author":[{"full_name":"Altenkort, Luis","first_name":"Luis","last_name":"Altenkort"},{"first_name":"Alexander M.","full_name":"Eller, Alexander M.","last_name":"Eller"},{"full_name":"Francis, Anthony","first_name":"Anthony","last_name":"Francis"},{"full_name":"Kaczmarek, Olaf","first_name":"Olaf","last_name":"Kaczmarek"},{"last_name":"Mazur","id":"90492","first_name":"Lukas","full_name":"Mazur, Lukas","orcid":" 0000-0001-6304-7082"},{"last_name":"Moore","full_name":"Moore, Guy D.","first_name":"Guy D."},{"last_name":"Shu","first_name":"Hai-Tao","full_name":"Shu, Hai-Tao"}],"quality_controlled":"1","publisher":"American Physical Society (APS)","publication":"Physical Review D","volume":108,"status":"public","date_created":"2023-07-24T10:54:18Z","date_updated":"2023-07-26T09:23:32Z","doi":"10.1103/physrevd.108.014503","language":[{"iso":"eng"}],"title":"Viscosity of pure-glue QCD from the lattice","department":[{"_id":"27"}],"publication_status":"published","publication_identifier":{"issn":["2470-0010","2470-0029"]}},{"user_id":"72183","publisher":"Elsevier BV","author":[{"last_name":"Bruns","full_name":"Bruns, Julia","first_name":"Julia"},{"last_name":"Hagena","full_name":"Hagena, Maike","first_name":"Maike"},{"last_name":"Gasteiger","full_name":"Gasteiger, Hedwig","first_name":"Hedwig"}],"keyword":["Education"],"publication":"Teaching and Teacher Education","volume":132,"status":"public","date_created":"2023-07-26T08:55:26Z","_id":"46155","intvolume":" 132","article_number":"104270","citation":{"apa":"Bruns, J., Hagena, M., & Gasteiger, H. (2023). Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects? Teaching and Teacher Education, 132, Article 104270. https://doi.org/10.1016/j.tate.2023.104270","ama":"Bruns J, Hagena M, Gasteiger H. Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects? Teaching and Teacher Education. 2023;132. doi:10.1016/j.tate.2023.104270","chicago":"Bruns, Julia, Maike Hagena, and Hedwig Gasteiger. “Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects?” Teaching and Teacher Education 132 (2023). https://doi.org/10.1016/j.tate.2023.104270.","bibtex":"@article{Bruns_Hagena_Gasteiger_2023, title={Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects?}, volume={132}, DOI={10.1016/j.tate.2023.104270}, number={104270}, journal={Teaching and Teacher Education}, publisher={Elsevier BV}, author={Bruns, Julia and Hagena, Maike and Gasteiger, Hedwig}, year={2023} }","mla":"Bruns, Julia, et al. “Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects?” Teaching and Teacher Education, vol. 132, 104270, Elsevier BV, 2023, doi:10.1016/j.tate.2023.104270.","short":"J. Bruns, M. Hagena, H. Gasteiger, Teaching and Teacher Education 132 (2023).","ieee":"J. Bruns, M. Hagena, and H. Gasteiger, “Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects?,” Teaching and Teacher Education, vol. 132, Art. no. 104270, 2023, doi: 10.1016/j.tate.2023.104270."},"type":"journal_article","year":"2023","title":"Professional Development Enacted by Facilitators in the Context of Early Mathematics Education: Scaling up or Dilution of Effects?","department":[{"_id":"611"}],"publication_identifier":{"issn":["0742-051X"]},"publication_status":"published","date_updated":"2023-07-26T08:57:01Z","doi":"10.1016/j.tate.2023.104270","language":[{"iso":"eng"}]},{"date_updated":"2023-07-26T10:17:43Z","_id":"46157","doi":"10.1007/978-3-031-14175-1","language":[{"iso":"eng"}],"citation":{"chicago":"Biehler, Rolf, Michael Liebendörfer, Ghislaine Gueudet, Chris Rasmussen, and Carl Winsløw, eds. Practice-Oriented Research in Tertiary Mathematics Education. Cham: Springer International Publishing, 2023. https://doi.org/10.1007/978-3-031-14175-1.","ama":"Biehler R, Liebendörfer M, Gueudet G, Rasmussen C, Winsløw C, eds. Practice-Oriented Research in Tertiary Mathematics Education. Springer International Publishing; 2023. doi:10.1007/978-3-031-14175-1","apa":"Biehler, R., Liebendörfer, M., Gueudet, G., Rasmussen, C., & Winsløw, C. (Eds.). (2023). Practice-Oriented Research in Tertiary Mathematics Education. Springer International Publishing. https://doi.org/10.1007/978-3-031-14175-1","bibtex":"@book{Biehler_Liebendörfer_Gueudet_Rasmussen_Winsløw_2023, place={Cham}, title={Practice-Oriented Research in Tertiary Mathematics Education}, DOI={10.1007/978-3-031-14175-1}, publisher={Springer International Publishing}, year={2023} }","mla":"Biehler, Rolf, et al., editors. Practice-Oriented Research in Tertiary Mathematics Education. Springer International Publishing, 2023, doi:10.1007/978-3-031-14175-1.","short":"R. Biehler, M. Liebendörfer, G. Gueudet, C. Rasmussen, C. Winsløw, eds., Practice-Oriented Research in Tertiary Mathematics Education, Springer International Publishing, Cham, 2023.","ieee":"R. Biehler, M. Liebendörfer, G. Gueudet, C. Rasmussen, and C. Winsløw, Eds., Practice-Oriented Research in Tertiary Mathematics Education. Cham: Springer International Publishing, 2023."},"type":"book_editor","year":"2023","place":"Cham","user_id":"37888","title":"Practice-Oriented Research in Tertiary Mathematics Education","publisher":"Springer International Publishing","department":[{"_id":"34"},{"_id":"10"},{"_id":"97"},{"_id":"363"}],"status":"public","date_created":"2023-07-26T10:16:08Z","editor":[{"first_name":"Rolf","full_name":"Biehler, Rolf","last_name":"Biehler","id":"16274"},{"first_name":"Michael","full_name":"Liebendörfer, Michael","orcid":"0000-0001-9887-2074","last_name":"Liebendörfer","id":"30933"},{"full_name":"Gueudet, Ghislaine","first_name":"Ghislaine","last_name":"Gueudet"},{"full_name":"Rasmussen, Chris","first_name":"Chris","last_name":"Rasmussen"},{"full_name":"Winsløw, Carl","first_name":"Carl","last_name":"Winsløw"}],"publication_status":"published","publication_identifier":{"isbn":["9783031141744","9783031141751"],"issn":["1869-4918","1869-4926"]}},{"publication":"Widerständige Glieder. Der Leib als politischer Standort","publisher":"De Gruyter","author":[{"full_name":"Kostan, Anastassija","first_name":"Anastassija","id":"99059","last_name":"Kostan"}],"publication_status":"inpress","editor":[{"first_name":"Christian","full_name":"Loos, Christian","last_name":"Loos"},{"full_name":"Stephan, Paul","first_name":"Paul","last_name":"Stephan"}],"date_created":"2023-07-27T13:44:16Z","status":"public","place":"Berlin","title":"Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik","user_id":"99059","year":"2023","citation":{"ieee":"A. Kostan, “Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik,” in Widerständige Glieder. Der Leib als politischer Standort, C. Loos and P. Stephan, Eds. Berlin: De Gruyter.","short":"A. Kostan, in: C. Loos, P. Stephan (Eds.), Widerständige Glieder. Der Leib als politischer Standort, De Gruyter, Berlin, n.d.","bibtex":"@inbook{Kostan, place={Berlin}, title={Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik}, booktitle={Widerständige Glieder. Der Leib als politischer Standort}, publisher={De Gruyter}, author={Kostan, Anastassija}, editor={Loos, Christian and Stephan, Paul} }","mla":"Kostan, Anastassija. “Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik.” Widerständige Glieder. Der Leib als politischer Standort, edited by Christian Loos and Paul Stephan, De Gruyter.","apa":"Kostan, A. (n.d.). Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik. In C. Loos & P. Stephan (Eds.), Widerständige Glieder. Der Leib als politischer Standort. De Gruyter.","ama":"Kostan A. Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik. In: Loos C, Stephan P, eds. Widerständige Glieder. Der Leib als politischer Standort. De Gruyter.","chicago":"Kostan, Anastassija. “Feministische Neomaterialismen: Die ontologische Immanenz und posthumanistische Performativität von Natur, Kultur und Technik.” In Widerständige Glieder. Der Leib als politischer Standort, edited by Christian Loos and Paul Stephan. Berlin: De Gruyter, n.d."},"type":"book_chapter","language":[{"iso":"ger"},{"iso":"eng"}],"date_updated":"2023-07-27T13:46:21Z","_id":"46174"},{"status":"public","date_created":"2023-01-23T08:40:42Z","quality_controlled":"1","publisher":"Association for Computing Machinery (ACM)","author":[{"id":"40778","last_name":"Meyer","full_name":"Meyer, Marius","first_name":"Marius"},{"first_name":"Tobias","full_name":"Kenter, Tobias","last_name":"Kenter","id":"3145"},{"id":"16153","last_name":"Plessl","orcid":"0000-0001-5728-9982","full_name":"Plessl, Christian","first_name":"Christian"}],"publication":"ACM Transactions on Reconfigurable Technology and Systems","keyword":["General Computer Science"],"user_id":"24135","abstract":[{"lang":"eng","text":"While FPGA accelerator boards and their respective high-level design tools are maturing, there is still a lack of multi-FPGA applications, libraries, and not least, benchmarks and reference implementations towards sustained HPC usage of these devices. As in the early days of GPUs in HPC, for workloads that can reasonably be decoupled into loosely coupled working sets, multi-accelerator support can be achieved by using standard communication interfaces like MPI on the host side. However, for performance and productivity, some applications can profit from a tighter coupling of the accelerators. FPGAs offer unique opportunities here when extending the dataflow characteristics to their communication interfaces.\r\n In this work, we extend the HPCC FPGA benchmark suite by multi-FPGA support and three missing benchmarks that particularly characterize or stress inter-device communication: b_eff, PTRANS, and LINPACK. With all benchmarks implemented for current boards with Intel and Xilinx FPGAs, we established a baseline for multi-FPGA performance. Additionally, for the communication-centric benchmarks, we explored the potential of direct FPGA-to-FPGA communication with a circuit-switched inter-FPGA network that is currently only available for one of the boards. The evaluation with parallel execution on up to 26 FPGA boards makes use of one of the largest academic FPGA installations."}],"year":"2023","type":"journal_article","citation":{"chicago":"Meyer, Marius, Tobias Kenter, and Christian Plessl. “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks.” ACM Transactions on Reconfigurable Technology and Systems, 2023. https://doi.org/10.1145/3576200.","apa":"Meyer, M., Kenter, T., & Plessl, C. (2023). Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks. ACM Transactions on Reconfigurable Technology and Systems. https://doi.org/10.1145/3576200","ama":"Meyer M, Kenter T, Plessl C. Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks. ACM Transactions on Reconfigurable Technology and Systems. Published online 2023. doi:10.1145/3576200","mla":"Meyer, Marius, et al. “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks.” ACM Transactions on Reconfigurable Technology and Systems, Association for Computing Machinery (ACM), 2023, doi:10.1145/3576200.","bibtex":"@article{Meyer_Kenter_Plessl_2023, title={Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks}, DOI={10.1145/3576200}, journal={ACM Transactions on Reconfigurable Technology and Systems}, publisher={Association for Computing Machinery (ACM)}, author={Meyer, Marius and Kenter, Tobias and Plessl, Christian}, year={2023} }","short":"M. Meyer, T. Kenter, C. Plessl, ACM Transactions on Reconfigurable Technology and Systems (2023).","ieee":"M. Meyer, T. Kenter, and C. Plessl, “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks,” ACM Transactions on Reconfigurable Technology and Systems, 2023, doi: 10.1145/3576200."},"main_file_link":[{"open_access":"1","url":"https://dl.acm.org/doi/10.1145/3576200"}],"_id":"38041","publication_status":"published","publication_identifier":{"issn":["1936-7406","1936-7414"]},"project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"name":"SFB 901: SFB 901","grant_number":"160364472","_id":"1"},{"_id":"14","grant_number":"160364472","name":"SFB 901 - C2: SFB 901 - Subproject C2"}],"department":[{"_id":"27"},{"_id":"518"}],"title":"Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks","language":[{"iso":"eng"}],"doi":"10.1145/3576200","oa":"1","date_updated":"2023-07-28T08:02:05Z"},{"editor":[{"last_name":"Bangel","full_name":"Bangel, Melanie","first_name":"Melanie"},{"first_name":"Iris","full_name":"Rautenberg, Iris","last_name":"Rautenberg"}],"date_created":"2023-07-27T14:12:47Z","status":"public","publication":"Schriftspracherwerb im Spannungsfeld zwischen Wissen und Können","publisher":"Schneider Verlag","author":[{"full_name":"Topalović, Elvira","first_name":"Elvira","last_name":"Topalović"},{"full_name":"Drepper, Laura","first_name":"Laura","id":"40689","last_name":"Drepper"},{"last_name":"Härtel","full_name":"Härtel, Kira ","first_name":"Kira "}],"title":"Lerngegenstand „Doppelkonsonanz“ in der Grundschule: Explizites und implizites Lernen im Längsschnitt","user_id":"40689","place":"Baltmansweiler","page":"29-63","type":"book_chapter","citation":{"apa":"Topalović, E., Drepper, L., & Härtel, K. (2023). Lerngegenstand „Doppelkonsonanz“ in der Grundschule: Explizites und implizites Lernen im Längsschnitt. In M. Bangel & I. Rautenberg (Eds.), Schriftspracherwerb im Spannungsfeld zwischen Wissen und Können (pp. 29–63). Schneider Verlag.","ama":"Topalović E, Drepper L, Härtel K. Lerngegenstand „Doppelkonsonanz“ in der Grundschule: Explizites und implizites Lernen im Längsschnitt. In: Bangel M, Rautenberg I, eds. Schriftspracherwerb Im Spannungsfeld Zwischen Wissen Und Können. Schneider Verlag; 2023:29-63.","chicago":"Topalović, Elvira, Laura Drepper, and Kira Härtel. “Lerngegenstand „Doppelkonsonanz“ in Der Grundschule: Explizites Und Implizites Lernen Im Längsschnitt.” In Schriftspracherwerb Im Spannungsfeld Zwischen Wissen Und Können, edited by Melanie Bangel and Iris Rautenberg, 29–63. Baltmansweiler: Schneider Verlag, 2023.","mla":"Topalović, Elvira, et al. “Lerngegenstand „Doppelkonsonanz“ in Der Grundschule: Explizites Und Implizites Lernen Im Längsschnitt.” Schriftspracherwerb Im Spannungsfeld Zwischen Wissen Und Können, edited by Melanie Bangel and Iris Rautenberg, Schneider Verlag, 2023, pp. 29–63.","bibtex":"@inbook{Topalović_Drepper_Härtel_2023, place={Baltmansweiler}, title={Lerngegenstand „Doppelkonsonanz“ in der Grundschule: Explizites und implizites Lernen im Längsschnitt}, booktitle={Schriftspracherwerb im Spannungsfeld zwischen Wissen und Können}, publisher={Schneider Verlag}, author={Topalović, Elvira and Drepper, Laura and Härtel, Kira }, editor={Bangel, Melanie and Rautenberg, Iris}, year={2023}, pages={29–63} }","short":"E. Topalović, L. Drepper, K. Härtel, in: M. Bangel, I. Rautenberg (Eds.), Schriftspracherwerb Im Spannungsfeld Zwischen Wissen Und Können, Schneider Verlag, Baltmansweiler, 2023, pp. 29–63.","ieee":"E. Topalović, L. Drepper, and K. Härtel, “Lerngegenstand „Doppelkonsonanz“ in der Grundschule: Explizites und implizites Lernen im Längsschnitt,” in Schriftspracherwerb im Spannungsfeld zwischen Wissen und Können, M. Bangel and I. Rautenberg, Eds. Baltmansweiler: Schneider Verlag, 2023, pp. 29–63."},"year":"2023","language":[{"iso":"eng"}],"date_updated":"2023-07-27T14:14:29Z","_id":"46180"},{"intvolume":" 412","_id":"45893","page":"165-182","citation":{"short":"T. Hansmeier, T. Kenter, M. Meyer, H. Riebler, M. Platzner, C. Plessl, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 165–182.","ieee":"T. Hansmeier, T. Kenter, M. Meyer, H. Riebler, M. Platzner, and C. Plessl, “Compute Centers I: Heterogeneous Execution Environments,” in On-The-Fly Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J. Haake, F. 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Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:165-182. doi:10.5281/zenodo.8068642","apa":"Hansmeier, T., Kenter, T., Meyer, M., Riebler, H., Platzner, M., & Plessl, C. (2023). Compute Centers I: Heterogeneous Execution Environments. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-services in dynamic markets (Vol. 412, pp. 165–182). 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