Holistic Integration of Emerging Supercomputing Technologies

Publications

Conference proceedings (10)

Topology-aware GPU scheduling for learning workloads in cloud environments

Author(s): Marcelo Amaral, Jordà Polo, David Carrera, Seetharami Seelam, Malgorzata Steinder
Published in: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis on - SC '17, Issue 1, 2017, Page(s) 1-12
DOI: 10.1145/3126908.3126933

The state of SQL-on-Hadoop in the cloud

Author(s): Nicolas Poggi, Josep Ll. Berral, Thomas Fenech, David Carrera, Jose Blakeley, Umar Farooq Minhas, Nikola Vujic
Published in: 2016 IEEE International Conference on Big Data (Big Data), Issue 1, 2016, Page(s) 1432-1443
DOI: 10.1109/BigData.2016.7840751

A quick view on current techniques and machine learning algorithms for big data analytics

Author(s): Josep Lluis Berral-Garcia
Published in: 2016 18th International Conference on Transparent Optical Networks (ICTON), Issue 1, 2016, Page(s) 1-4
DOI: 10.1109/ICTON.2016.7550517

Database Integrated Analytics Using R: Initial Experiences with SQL-Server + R

Author(s): Josep Ll. Berral, Nicolas Poggi
Published in: 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), Issue 1, 2016, Page(s) 1-7
DOI: 10.1109/ICDMW.2016.0009

Accelerating K-mer Frequency Counting with GPU and Non-Volatile Memory

Author(s): Nicola Cadenelli, Jorda Polo, David Carrera
Published in: 2017 IEEE 19th International Conference on High Performance Computing and Communications; IEEE 15th International Conference on Smart City; IEEE 3rd International Conference on Data Science and Systems (HPCC/SmartCity/DSS), Issue 1, 2017, Page(s) 434-441
DOI: 10.1109/HPCC-SmartCity-DSS.2017.57

Characterizing BigBench Queries, Hive, and Spark in Multi-cloud Environments

Author(s): Nicolas Poggi, Alejandro Montero, David Carrera
Published in: Technology Conference on Performance Evaluation and Benchmarking (TPCTC 2017), Issue 1, 2017, Page(s) 55-74
DOI: 10.1007/978-3-319-72401-0_5

Performance Evaluation of Microservices Architectures Using Containers

Author(s): Marcelo Amaral, Jorda Polo, David Carrera, Iqbal Mohomed, Merve Unuvar, Malgorzata Steinder
Published in: 2015 IEEE 14th International Symposium on Network Computing and Applications, Issue 1, 2015, Page(s) 27-34
DOI: 10.1109/NCA.2015.49

ALOJA-ML - A Framework for Automating Characterization and Knowledge Discovery in Hadoop Deployments

Author(s): Josep Lluís Berral, Nicolas Poggi, David Carrera, Aaron Call, Rob Reinauer, Daron Green
Published in: Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '15, Issue 1, 2015, Page(s) 1701-1710
DOI: 10.1145/2783258.2788600

Performance Characterization of Spark Workloads on Shared NUMA Systems

Author(s): Shuja-ur-Rehman Baig, Marcelo Amaral, Jorda Polo, David Carrera
Published in: 2018 IEEE Fourth International Conference on Big Data Computing Service and Applications (BigDataService), Issue yearly, 2018, Page(s) 41-48
DOI: 10.1109/BigDataService.2018.00015

Constant- Time Approximate Sliding Window Framework with Error Control

Author(s): Alvaro Villalba, David Carrera
Published in: 2019 IEEE 22nd International Symposium on Real-Time Distributed Computing (ISORC), Issue yearly, 2019, Page(s) 99-107
DOI: 10.1109/ISORC.2019.00031

Peer reviewed articles (10)

ALOJA: A Framework for Benchmarking and Predictive Analytics in Hadoop Deployments

Author(s): Josep Lluis Berral, Nicolas Poggi, David Carrera, Aaron Call, Rob Reinauer, Daron Green
Published in: IEEE Transactions on Emerging Topics in Computing, Issue 5/4, 2017, Page(s) 480-493, ISSN 2168-6750
DOI: 10.1109/TETC.2015.2496504

Automatic Generation of Workload Profiles using Unsupervised Learning Pipelines

Author(s): David Buchaca Prats, Josep Lluis Berral, David Carrera
Published in: IEEE Transactions on Network and Service Management, Issue 4, 2018, Page(s) 1-1, ISSN 1932-4537
DOI: 10.1109/TNSM.2017.2786047

A resilient and distributed near real-time traffic forecasting application for Fog computing environments

Author(s): Juan Luis Pérez, Alberto Gutierrez-Torre, Josep Ll. Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 87, 2018, Page(s) 198-212, ISSN 0167-739X
DOI: 10.1016/j.future.2018.05.013

Considerations in using OpenCL on GPUs and FPGAs for throughput-oriented genomics workloads

Author(s): Nicola Cadenelli, Zoran Jaks̆ić, Jordà Polo, David Carrera
Published in: Future Generation Computer Systems, Issue 94, 2019, Page(s) 148-159, ISSN 0167-739X
DOI: 10.1016/j.future.2018.11.028

Real-Time Data Center's Telemetry Reduction and Reconstruction Using Markov Chain Models

Author(s): Shuja-ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, Abdelkarim Erradi, David Carrera
Published in: IEEE Systems Journal, Issue 13/4, 2019, Page(s) 4039-4050, ISSN 1932-8184
DOI: 10.1109/jsyst.2019.2918430

Adaptive Prediction Models for Data Center Resources Utilization Estimation

Author(s): Shuja-Ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, Abdelkarim Erradi, David Carrera
Published in: IEEE Transactions on Network and Service Management, Issue 16/4, 2019, Page(s) 1681-1693, ISSN 1932-4537
DOI: 10.1109/tnsm.2019.2932840

Constant-Time Sliding Window Framework with Reduced Memory Footprint and Efficient Bulk Evictions

Author(s): Alvaro Villalba, Josep Lluis Berral, David Carrera
Published in: IEEE Transactions on Parallel and Distributed Systems, Issue 30/3, 2019, Page(s) 486-500, ISSN 1045-9219
DOI: 10.1109/TPDS.2018.2868960

A highly parameterizable framework for Conditional Restricted Boltzmann Machine based workloads accelerated with FPGAs and OpenCL

Author(s): Zoran Jakšić, Nicola Cadenelli, David Buchaca Prats, Jordà Polo, Josep Lluís Berral Garcia, David Carrera Perez
Published in: Future Generation Computer Systems, Issue 104, 2020, Page(s) 201-211, ISSN 0167-739X
DOI: 10.1016/j.future.2019.10.025

Adaptive sliding windows for improved estimation of data center resource utilization

Author(s): Shuja-ur-Rehman Baig, Waheed Iqbal, Josep Lluis Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 104, 2020, Page(s) 212-224, ISSN 0167-739X
DOI: 10.1016/j.future.2019.10.026

Sequence-to-sequence models for workload interference prediction on batch processing datacenters

Author(s): David Buchaca, Joan Marcual, Josep LLuis Berral, David Carrera
Published in: Future Generation Computer Systems, Issue 110, 2020, Page(s) 155-166, ISSN 0167-739X
DOI: 10.1016/j.future.2020.03.058

Book chapters (2)

Disaggregating Non-Volatile Memory for Throughput-Oriented Genomics Workloads

Author(s): Aaron Call, Jordà Polo, David Carrera, Francesc Guim, Sujoy Sen
Published in: Euro-Par 2018: Parallel Processing Workshops - Euro-Par 2018 International Workshops, Turin, Italy, August 27-28, 2018, Revised Selected Papers, Issue 11339, 2019, Page(s) 613-625
DOI: 10.1007/978-3-030-10549-5_48

Multi-tenant Pub/Sub Processing for Real-Time Data Streams

Author(s): Álvaro Villalba, David Carrera
Published in: Euro-Par 2018: Parallel Processing Workshops - Euro-Par 2018 International Workshops, Turin, Italy, August 27-28, 2018, Revised Selected Papers, Issue 11339, 2019, Page(s) 251-262
DOI: 10.1007/978-3-030-10549-5_20