Zobrazeno 1 - 10
of 35
pro vyhledávání: '"Copik, Marcin"'
Autor:
Schmid, Larissa, Copik, Marcin, Calotoiu, Alexandru, Brandner, Laurin, Koziolek, Anne, Hoefler, Torsten
Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations in handlin
Externí odkaz:
http://arxiv.org/abs/2410.03480
Autor:
Besta, Maciej, Memedi, Florim, Zhang, Zhenyu, Gerstenberger, Robert, Piao, Guangyuan, Blach, Nils, Nyczyk, Piotr, Copik, Marcin, Kwaśniewski, Grzegorz, Müller, Jürgen, Gianinazzi, Lukas, Kubicek, Ales, Niewiadomski, Hubert, O'Mahony, Aidan, Mutlu, Onur, Hoefler, Torsten
The field of natural language processing (NLP) has witnessed significant progress in recent years, with a notable focus on improving large language models' (LLM) performance through innovative prompting techniques. Among these, prompt engineering cou
Externí odkaz:
http://arxiv.org/abs/2401.14295
Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the utilization o
Externí odkaz:
http://arxiv.org/abs/2401.10852
The rise of serverless introduced a new class of scalable, elastic and highly available parallel workers in the cloud. Many systems and applications benefit from offloading computations and parallel tasks to dynamically allocated resources. However,
Externí odkaz:
http://arxiv.org/abs/2401.10834
Autor:
Hoefler, Torsten, Copik, Marcin, Beckman, Pete, Jones, Andrew, Foster, Ian, Parashar, Manish, Reed, Daniel, Troyer, Matthias, Schulthess, Thomas, Ernst, Dan, Dongarra, Jack
HPC and Cloud have evolved independently, specializing their innovations into performance or productivity. Acceleration as a Service (XaaS) is a recipe to empower both fields with a shared execution platform that provides transparent access to comput
Externí odkaz:
http://arxiv.org/abs/2401.04552
Serverless computing is an emerging cloud paradigm that offers an elastic and scalable allocation of computing resources with pay-as-you-go billing. In the Function-as-a-Service (FaaS) programming model, applications comprise short-lived and stateles
Externí odkaz:
http://arxiv.org/abs/2311.13588
Serverless functions provide elastic scaling and a fine-grained billing model, making Function-as-a-Service (FaaS) an attractive programming model. However, for distributed jobs that benefit from large-scale and dynamic parallelism, the lack of fast
Externí odkaz:
http://arxiv.org/abs/2305.08763
Autor:
Chelini, Lorenzo, Barthels, Henrik, Bientinesi, Paolo, Copik, Marcin, Grosser, Tobias, Spampinato, Daniele G.
Modern research in code generators for dense linear algebra computations has shown the ability to produce optimized code with a performance which compares and often exceeds the one of state-of-the-art implementations by domain experts. However, the u
Externí odkaz:
http://arxiv.org/abs/2208.10391
FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and infrequent wo
Externí odkaz:
http://arxiv.org/abs/2203.14859
High performance is needed in many computing systems, from batch-managed supercomputers to general-purpose cloud platforms. However, scientific clusters lack elastic parallelism, while clouds cannot offer competitive costs for high-performance applic
Externí odkaz:
http://arxiv.org/abs/2106.13859