Deliverables
First specification of the IOStack Architecture and APIs. Description of use case scenarios and benchmarking framework.
Second Period Management ReportSecond Period Management report including completion of deliverables and tasks, as well as resources and efforts spent by partners and description of activities in this period.
Communication plan for disseminationDefinition of the required process and strategy for dissemination activities.
Public release of the IOStack ToolkitPublic release of stable IOStack prototypes. Complete specification and APIs of the IOStack toolkit. First description and evaluation of results obtained from validation in use cases using different workloads.
Stable release and specifications of the SDS framework for analyticsDescription and specification of the the stable release of the system including all APIs and the software components that implement these APIs: the admin toolset, collector, provisioner, and the storage offload.
System object model designThis deliverable describes the object model of the compute and storage system. This system object model is the dataset that the SDS framework helper functions will operate on. All provisioning requests from the SDS framework will use the system object model. The system object model is implemented as a database which requires setup. The database is created in two steps, step 1 using the Admin toolset which allows a high level abstraction of system containers with associated policies to be created, step 2 is to map physical assets to the logical groups and define the properties of those assets. The provisioning tools then use this database to make provisioning requests. This deliverable also contains the complete set of APIs to access the SDS system object model from other components developed in other workpackages.
Data Management PlanFirst version of the data management plan describing project management strategies. The different experiments, workloads, benchmarks, and results will be delivered as Open Research Data for the community. This deliverable will evolve during the lifetime of the project in order to present the status of the project’s reflections on data management.
SDS Toolkit initial prototypeInitial implementation of several components that implements the API specification. The system object model contains run time data used by the provisioning tools to decide how to optimally make a provisioning request. Specifically, the collector is responsible for collector run time data which is used in the provisioning process. The collector is also responsible for discovery and building the topology of the participating nodes and resources. This deliverable also receives the SDS Rest API provisioning request, scans the system object model and uses policies, heuristics, topology and run time data to make an optimal decision as to which resource should be used to satisfy the provisioning request. The system design will allow for the possibility of different heuristics (ex. Optimal speed, minimal cost etc). This deliverable also implements the API functions to run a compute operation on the storage node allowing the analytics process to be implemented with both compute based and storage based compute operations.
First Period Management ReportFirst Period Management report including completion of deliverables and tasks, as well as resources and efforts spent by partners and description of activities in this period.
Prototype and initial evaluationThis deliverable presents an implementation of the storlets for analytics framework and evaluates initial performance. Also research results and/or implementations are presented for the data reduction and performance optimization tasks.
System Deployment StrategiesThis deliverable presents the system model, optimization objectives and the corresponding algorithms to find suitable deployment strategies that satisfy the constraints imposed by the model. Such deployment strategies and algorithms determine, to a large extent, the system deployment tools developed in the project.
Summary and demonstration of resultsThis deliverable summarizes the work done in the work package an demonstrates the final implementations and research results.
Community involvement, workshop, and dissemination reportDescription of the Year 2 dissemination activities with lessons learned and progress reporting.
Design and implementation progress reportOutline the design and initial implementation of the Storlet implementation and directions and goals for data reduction and optimization tasks.
Consolidated System Monitoring and Deployment ToolsThis deliverable presents the integrated system architecture and consolidated results on the performance achieved by the joint operation of monitoring and deployment tools.
System Monitoring Design and Preliminary EvaluationThis deliverable describes the architecture of the monitoring tools required to define system models, which allow to reason about deployment strategies, and presents preliminary results on the system performance when DISC frameworks are deployed according to naive strategies.
Reference implementation of architectural building blocksFinal reference implementation of the IOStack toolkit. Complete documentation including tutorials and how-to documents. Final evaluation of results obtained from validation in the different use cases.
Final dissemination, exploitation, and standardization reportFinal Report explaining dissemination and collaboration activities.
Publications
Author(s):
Ramon Nou, Alberto Miranda, Marc Siquier, Toni Cortes
Published in:
Proceedings of the 7th IEEE International Symposium on Cloud and Service Computing, 2017
Publisher:
IEEE
Author(s):
Gil Vernik, Michael Factor, Elliot K. Kolodner, Effi Ofer, Pietro Michiardi, Francesco Pace
Published in:
Proceedings of the 10th ACM International Systems and Storage Conference on - SYSTOR '17, 2017, Page(s) 1-1, ISBN 9781-450350358
Publisher:
ACM Press
DOI:
10.1145/3078468.3078496
Author(s):
Francesco Pace, Daniele Venzano, Damiano Carra, Pietro Michiardi
Published in:
2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID), 2017, Page(s) 100-109, ISBN 978-1-5090-6611-7
Publisher:
IEEE
DOI:
10.1109/ccgrid.2017.52
Author(s):
Gil Vernik, Michael Factor, Elliot K. Kolodner, Effi Ofer, Pietro Michiardi, Francesco Pace
Published in:
Proceedings of the 2017 Symposium on Cloud Computing - SoCC '17, 2017, Page(s) 653-653, ISBN 9781-450350280
Publisher:
ACM Press
DOI:
10.1145/3127479.3134761
Author(s):
Raúl Gracia-Tinedo, Josep Sampé, Edgar Zamora, Marc Sánchez-Artigas, Pedro García-López, Yosef Moatti, Eran Rom
Published in:
15th USENIX Conference on File and Storage Technologies, FAST 2017, 2017, Page(s) 243-256, ISBN 978-1-931971-36-2
Publisher:
USENIX
Author(s):
Yosef Moatti, Eran Rom, Raul Gracia-Tinedo, Dalit Naor, Doron Chen, Josep Sampe, Marc Sanchez-Artigas, Pedro Garcia-Lopez, Filip Gluszak, Eric Deschdt, Francesco Pace, Daniele Venzano, Pietro Michiardi
Published in:
2017 IEEE 33rd International Conference on Data Engineering (ICDE), 2017, Page(s) 309-320, ISBN 978-1-5090-6543-1
Publisher:
IEEE
DOI:
10.1109/icde.2017.243
Author(s):
Josep Sampé, Marc Sánchez-Artigas, Pedro García-López, Gerard París
Published in:
Proceedings of the 18th ACM/IFIP/USENIX Middleware Conference on - Middleware '17, 2017, Page(s) 121-133, ISBN 9781-450347204
Publisher:
ACM Press
DOI:
10.1145/3135974.3135980
Author(s):
Pierre Sutra, Etienne Riviere, Cristian Cotes, Marc Sanchez Artigas, Pedro Garcia Lopez, Emmanuel Bernard, William Burns, Galder Zamarreno
Published in:
2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS), 2017, Page(s) 115-128, ISBN 978-1-5386-1792-2
Publisher:
IEEE
DOI:
10.1109/icdcs.2017.239
Author(s):
Marc Sánchez-Artigas
Published in:
Proceedings of the 2016 ACM on Cloud Computing Security Workshop - CCSW '16, 2016, Page(s) 49-53, ISBN 9781-450345729
Publisher:
ACM Press
DOI:
10.1145/2996429.2996430
Author(s):
Kurt Cutajar, Edwin V. Bonilla, Pietro Michiardi, Maurizio Filippone
Published in:
Proceedings of the 34th International Conference on Machine Learning, Issue 70, 2017, Page(s) 884-893, ISSN 1938-7228
Publisher:
Proceedings of Machine Learning Research
Author(s):
Marc Ruiz Rodríguez, Pedro García-López, and Marc Sánchez-Artigas
Published in:
LSDVE 2016, 4th Workshop on Large Scale Distributed Virtual Environments, Issue To appear, 2016
Publisher:
Springer
Author(s):
Francesco Pace, Marco Milanesio, Daniele Venzano, Damiano Carra, Pietro Michiardi
Published in:
2016 IEEE 9th International Conference on Cloud Computing (CLOUD), 2016, Page(s) 196-203, ISBN 978-1-5090-2619-7
Publisher:
IEEE
DOI:
10.1109/cloud.2016.0035
Author(s):
Raul Gracia-Tinedo, Pedro Garcia-Lopez, Alberto Gomez, Anastasio Illana
Published in:
2016 IEEE 9th International Conference on Cloud Computing (CLOUD), 2016, Page(s) 392-399, ISBN 978-1-5090-2619-7
Publisher:
IEEE
DOI:
10.1109/cloud.2016.0059
Author(s):
Josep Sampe, Pedro Garcia-Lopez, Marc Sanchez-Artigas
Published in:
2016 IEEE 9th International Conference on Cloud Computing (CLOUD), 2016, Page(s) 180-187, ISBN 978-1-5090-2619-7
Publisher:
IEEE
DOI:
10.1109/cloud.2016.0033
Author(s):
Raúl Gracia-Tinedo, Danny Harnik, Dalit Naor, Dmitry Sotnikov, Sivan Toledo and Aviad Zuck
Published in:
13th USENIX Conference on File and Storage Technologies (FAST 15), 2015, Page(s) 317-330, ISBN 978-1-931971-201
Publisher:
USENIX Association
Author(s):
Raúl Gracia-Tinedo, Yongchao Tian, Josep Sampé, Hamza Harkous, John Lenton, Pedro García-López, Marc Sánchez-Artigas, Marko Vukolic
Published in:
Proceedings of the 2015 ACM Conference on Internet Measurement Conference - IMC '15, 2015, Page(s) 155-168, ISBN 9781-450338486
Publisher:
ACM Press
DOI:
10.1145/2815675.2815677
Author(s):
Raúl Gracia-Tinedo, Cristian Cotes, Edgar Zamora-Gómez, Genís Ortiz, Adrián Moreno-Martínez, Marc Sánchez-Artigas, Pedro García-López, Raquel Sánchez, Alberto Gómez, Anastasio Illana
Published in:
Future Generation Computer Systems, Issue 78, 2018, Page(s) 1055-1070, ISSN 0167-739X
Publisher:
Elsevier BV
DOI:
10.1016/j.future.2017.01.027
Author(s):
Raul Saiz-Laudo, Marc Sanchez-Artigas, Pedro Garcia-Lopez
Published in:
IEEE Communications Letters, Issue 21/11, 2017, Page(s) 2384-2387, ISSN 1089-7798
Publisher:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/lcomm.2017.2731848
Author(s):
Alessandro Lulli, Matteo Dell’Amico, Pietro Michiardi, Laura Ricci
Published in:
Proceedings of the VLDB Endowment, Issue 10/3, 2016, Page(s) 157-168, ISSN 2150-8097
Publisher:
ACM
Author(s):
Marc Sanchez-Artigas
Published in:
IEEE Transactions on Information Forensics and Security, Issue 13/3, 2018, Page(s) 590-604, ISSN 1556-6013
Publisher:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/tifs.2017.2762824
Author(s):
Rahma Chaabouni, Marc Sánchez-Artigas, Pedro García-López, Lluís Pàmies-Juàrez
Published in:
Journal of Network and Computer Applications, Issue 65, 2016, Page(s) 48-71, ISSN 1084-8045
Publisher:
Academic Press
DOI:
10.1016/j.jnca.2016.02.006
Author(s):
Raul Gracia-Tinedo, Pedro Garcia-Lopez, Marc Sanchez-Artigas, Josep Sampe, Yosef Moatti, Eran Rom, Dalit Naor, Ramon Nou, Toni Cortes, William Oppermann, Pietro Michiardi
Published in:
IEEE Internet Computing, Issue 20/3, 2016, Page(s) 10-18, ISSN 1089-7801
Publisher:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/MIC.2016.46
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