HPC and Cloud-enhanced Testbed for Extracting Value from Diverse Data at Large Scale

Deliverables

First report on Workflow task scheduling mechanisms and policies

Report describing the Scheduler as forseen in Evolve from goal and policies Scheduler depends on resource allocation which explains why this report is shift by 6 month from the Resource allocator deliverable

First version of data centric communication micro-service

First version of data centric communication microservice

ccelerator features, capabilities in the converged hw platform

Key characteristic of the HW accelerators from an application usage point of viewGeneral guide lines to match accelerators features with application needs and characteristics

Second version of Intermediate hardware prototypes

Intermediate report about the implementation status and progress report toward the achievement of the EVOLVEs vision

First version of single- pass analytics over bounded data streams

First version of singlepass analytics over bounded data streams

Storage subsystem with use of fast storage devices

Description and usage guidelines to accelerate application using ultrafast storageKey characteristic and potential source of improvements for application developers

second version of data ingest micro-service

Second deliverable describing the data microservice ingest only

Integration of HPC components in workflows B

Detailed description of the HPC requirements in term of work flow encapsulation

Third version Integrated testbed prototypes (sw, hw) and related evaluation

Performance evaluation and integration assessment of the final version of the Hardware Software platformAdditionally to unitary evaluation the report will detail interoperability

Second version of intermediate Software Stack Prototype

Intermediate report on the Software Stack status Includes success and challenges

First version Integrated testbed prototypes (sw, hw) and related evaluation

Performance evaluation and integration assessment of the first version of the Hardware Software platformAdditionally to unitary evaluation the report will detail interoperability

Second report on Workflow task scheduling mechanisms and policies

Description of the design goals and challenges for scheduling in the Evolve project Status of the implementation and user guide are also including in this deliverable

First version of HPC processing micro-service

Applying microservice to the specific workload of HPC applications

Description and access to converged hardware platform

Architectural analysis description and access mode to the project core computing infrastructure

Plan for converged hardware platform dimensioning

Description of the needs and proposal of a methodology to adapt the size and parameters of the HW platform to the applications

Second version of data visualization micro- service

Second version of data visualization micro service

Execution dashboard B

Finalized description of the Dashboard to monitor workflow progressMetrics of progress design organization and implementation scheme

Second version of single-pass analytics over bounded data streams

Second version of singlepass analytics over bounded data streams

Workflow execution environment A

Description at year of the workflow capabilities limitations and general usage guidelines

Notebook for workflow specification A

user guide and high level description of the new workflow process

Second report PoC implementation and evaluation

Results and implementation obtained for the second wave of POCs as conducted with the full fledged version of Evolve platform

Specification of pilot workflows: Vehicle Design

Details the workflow considerations constraints and goals for the specific use case of Vehicle Design

Public project presentation

Report describing the project goals and time line.

First version of Intermediate hardware prototypes

Document goal is twofold describes the current status of the hardware testbed but also outline the vision for the future EVOLVEs platform

34. D8.1(a,b) PoC identification and design A

Proof of Concept description and execution plan for the Evolve strategies

Dissmeninatin and communication activities: 2nd report

Second annual report on the communications and dissemination activities This report includes a review of the actions which have been announced in the previous version of the document

Data protection via efficient coding over fast devices

Description and performance measurement of novel data protection schemes for NVMe based storage platforms

Dissemination and communication activities

1st Annual report on the dissemination and communication activities Actions already undertaken and the future actions as well

Notebook for workflow specification B

Detailed version and specification of the Evolve proposed workflow

Third Testbed and workflow monitoring

Final version describing the full articulation between the complete testbed and the workflow This report may also includes some postMorten analysis of unsuccessful ideas

Quality management plan

Report describing the general organization and the policy set in place in order to achieve the highest standard in term of quality management and risk mitigations

First implementation of pilot workflows:PT Bus Service and Mobility services

First implementation current features set encountered issues and room for improvement

Optimized implementation of pilot workflows:PT Bus Service and Mobility services

Full and optimized version of the implementation of the pilot workflow for this specific use caseThe vision with goal and challenges is outlined as well as the success and limitation which have been encountered

Second report on PoC implementation and evaluation

Final version of the report on the business development and Ecosystem building for Evolve

Integration of HPC components in workflows A

Overview and general description of the HPC needs in term of workflow organization

First report Workflow resource allocation mechanisms and policies

Challenges and solutions to perform resources allocation in a complex HW infrastructure

First version of data ingest micro-service

Description and component analysis of the data micro service has envisioned in EvolveImplementation scheme and guidelines

Workflow best practices and limitations

This report details the return of experience as taken from the operation of the Evolve platform In term of workflow management code coupling and data processing pipeline

Workflow stage encapsulation in containers or VMs B

Detailed descriptions of virtual machine and containers orchestration to implement the Evolve converged workflow

Workflow stage encapsulation in containers or VMs A

Encapsulation strategies and component for using VMs and Containers in the Evolve platform

Second Testbed and workflow monitoring

Report describing the design overview and implementation status of the interoperation possible between the HW and the workflow manager Including data tiering for hierarchical data maganement

Third version of intermediate Software Stack Prototype

Final report on the software infrastructure for the Evolve platform

Workflow execution environment B

Description of the full version of the workflow environment User and admin documentation

Optimized implementation of pilot workflows: Surveillance, Agriculture and Satellite imaging

Systems software support for converged platform

Software environment and framework to leverage specificities of the Evolve HW converged HW platform

Second report PoC identification and design

Identification and involvement of external users for the Evolve technologyStrategies success challenges and final results

Second report on Data locality and load-balancing mechanisms and policies

Data locality is key in term of performance and load balancing for a HPC Big data converged platform as envisioned in Evolve This report details goals challenges and results obtained int the Evolve project related to the cost of data movement in the performance equation

Execution dashboard A

Dashboard to monitor the execution and workflow stages

second version of HPC processing micro- service

Second version of HPC processing microservice

Second version of data transformation micro-servic

Description of the complete set of functionalities of the data microservices in term of transformation service

Testbed and workflow monitoring

General organization of the coupling between the Workflow dashboard and the platforms monitoring solution

Last version of the Communication and Dissemination activities

Final version of the Dissemination and Communication activities Includes an analysis of impact of the past activities

Project web page, project stationary, and other dissemination and com- 9 munication tools

Communication tools both digital and also marketing and dissemination material

Second version Integrated testbed prototypes (sw, hw) and related evaluation

Performance evaluation and integration assessment of the intermediate version of the Hardware Software platformAdditionally to unitary evaluation the report will detail interoperability

Second report Workflow resource allocation mechanisms and policies

Final version of the full fledge resource allocator of complex HW infrastructure as supported by Evolve

Industry day to present project technology and plans

Report describing the setup and the results of an 1 day workshop focused on industrial results obtained with the project technologies

First implementation of pilot workflows: Vehicle Design

First implementation current features set encountered issues and room for improvement

First version of intermediate Software Stack Prototype

Description of the software stack goal status and time line

First report on Ecosystem development status

First report on Business development action and strategies for ecosystem building

Intermediate hardware prototype

Description and architectural organization of the first HW prototype

RAS features in the converged platform

Novel methods and performance analysis and Reliability and Data Protection for the Evolve HW platform

Second version data centric communication micro-service

Second version data centric communication microservice

Data management: Last Revision

Last version of the Data Management plan

Third version of Intermediate hardware prototypes

Description of the fullfledge hardware platform of the Evolve project Hardware interinteroperability limitation and success

First version of data visualization micro- service

First version of data visualization microservice

First version of data transformation micro-service

Description of the data microservice viewed from their data transformation abilities

Data Management revision 2

3rd Revision of the Data management document

37. D9.1 Dissemination and communication strategy and plan

Plan to describe the strategy and the time for the communication actions in the project

First report on Data locality and load-balancing mechanisms and policies

Data locality is key in term of performance and load balancing for a HPC Big data converged platform as envisioned in Evolve This report details metrics and figure to maximize performance by taking into account the location of the data and more generally the cost of data movement

First report PoC implementation and evaluation

Implementations and results obtained for the first wave of POCs

Data Mangement plan

First version of the data management plan

Data management revision 1

First revision of the original Data Management plan

Publications

Interference-aware Orchestration in Kubernetes

Author(s): Tzenetopoulos A., Masouros D., Xydis , S., Soudris
Published in: 27th International Conference on High Performance Computing (HiPC), 2020, Page(s) pp. 321-330
Publisher: IEEE

FaaS and Curious: Performance implications of serverless functions on edge computing platforms

Author(s): Achilleas Tzenetopoulos, Evangelos Apostolakis, Aphrodite Tzomaka, Christos Papakostopoulos, Konstantinos Stavrakakis, Manolis Katsaragakis, Ioannis Oroutzoglou, Dimosthenis Masouros, Sotirios Xydis, Dimitrios Soudris
Published in: International Conference on High Performance Computing, 2021, Page(s) 2021
Publisher: Springer

DyRAC: Cost-aware Resource Assignment and Provider Selection for Dynamic Cloud Workloads

Author(s): Yannis Sfakianakis; Manolis Marazakis; Angelos Bilas
Published in: IEEE 26th International Conference on Parallel and Distributed Systems (ICPADS), 2020
Publisher: IEEE
DOI: 10.1109/icpads51040.2020.00071

Exploration of GPU sharing policies under GEMM workloads

Author(s): Ioannis Oroutzoglou, Dimosthenis Masouros, Konstantina Koliogeorgi, Sotirios Xydis, Dimitrios Soudris
Published in: Proceedings of the 23th International Workshop on Software and Compilers for Embedded Systems, 2020, Page(s) 66-69, ISBN 9781450371315
Publisher: ACM
DOI: 10.1145/3378678.3391887

TReM: A Task Revocation Mechanism for GPUs

Author(s): Manos Pavlidakis, Stelios Mavridis, Nikolaos Chrysos and Angelos Bilas
Published in: IEEE 22nd International Conference on High Performance Computing and Communications; IEEE 18th International Conference on Smart City; IEEE 6th International Conference on Data Science and Systems (HPCC/SmartCity/DSS), 2020, Page(s) pp. 273-282, ISBN 978-1-7281-7649-9
Publisher: IEEE

Say Goodbye to Off-heap Caches! On-heap Caches Using Memory-Mapped I/O

Author(s): Iacovos G. Kolokasis, Anastasios Papagiannis, Polyvios Pratikakis, and Angelos Bilas, Institute of Computer Science (ICS), Foundation for Research and Technology – Hellas (FORTH), Greece, Foivos Zakkak, Red Hat, Inc.
Published in: 12th {USENIX} Workshop on Hot Topics in Storage and File Systems (HotStorage 20), 2020
Publisher: USENIX

Digital Services Based on Vehicle Usage Data: The Underlying Vehicle Data Value Chain

Author(s): Christian Kaiser, Andreas Festl, Gernot Pucher, Michael Fellmann, Alexander Stocker
Published in: International Conference on Web Information Systems and Technologies, 2019, Page(s) p. 22-43
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-61750-9_2

Parallax: Hybrid Key-Value Placement in LSM-based Key-Value Stores

Author(s): Giorgos Xanthakis, Giorgos Saloustros, Nikos Batsaras, Anastasios Papagiannis and Angelos Bilas
Published in: Proceedings of the ACM Symposium on Cloud Computing., 2021, ISSN 78-1-4503-8638-8
Publisher: ACM
DOI: 10.1145/3472883.3487012

Resource Aware GPU Scheduling in Kubernetes Infrastructure

Author(s): Ferikoglou, Aggelos and Masouros Dimosthenis and Tzenetopoulos , Achilleas and Xydis, Sotirios and Soudris, Dimitrios
Published in: 12th Workshop on Parallel Programming and Run-Time Management Techniques for Many-core Architectures and 10th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM), 2021
Publisher: OpenAccess Series in Informatics
DOI: 10.4230/oasics.parma-ditam.2021.4

A Holistic Approach to Data Access for Cloud-Native Analytics and Machine Learning

Author(s): Panos Koutsovasilis, Srikumar Venugopal, Yiannis Gkoufas, Christian Pinto
Published in: IEEE 14th International Conference on Cloud Computing (CLOUD)., 2021, ISBN 978-1-6654-0060-2
Publisher: IEEE
DOI: 10.1109/cloud53861.2021.00084

EVOLVE: HPC and Cloud Enhanced Testbed for Extracting Value from Large-scale Diverse Data

Author(s): Antony Chazapis, Jean-Thomas Acquaviva, Angelos Bilas, Georgios Gardikis, Christos Kozanitis, Stelios Louloudakis, Huy-Nam Nguyen, Christian Pinto, Arno Scharl, and Dimitrios Soudris
Published in: Proceedings of the 18th ACM International Conference on Computing Frontiers, 2021, ISBN 978-1-4503-8404-9
Publisher: ACM
DOI: 10.1145/3457388.3458621

Memory-mapped I/O on steroids

Author(s): Anastasios Papagiannis; Manolis Marazakis; Angelos Bilas
Published in: "Papagiannis, Anastasios, Manolis Marazakis, and Angelos Bilas. ""Memory-mapped I/O on steroids."" Proceedings of the Sixteenth European Conference on Computer Systems (EUROSYS)", 2021, Page(s) p. 277-293
Publisher: ACM
DOI: 10.1145/3447786.3456242

Optimizing Memory-mapped I/O for Fast Storage Devices

Author(s): Anastasios Papagiannis, Giorgos Xanthakis, Giorgos Saloustros, Manolis Marazakis, and Angelos Bilas
Published in: {USENIX} Annual Technical Conference ({USENIX}{ATC} 20), 2020
Publisher: USENIX Association

Data science meets connected vehicles: Potentials, pitfalls, and application examples

Author(s): Alexander Stocker and Christian Kaiser
Published in: 8th IEEE International Conference on Connected Vehicle and Expo (ICCVE), 2019
Publisher: IEEE

Resource-Aware MapReduce Runtime for Multi/Many-core Architectures

Author(s): Konstantinos Iliakis, Sotirios Xydis, Dimitrios Soudris
Published in: 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020, Page(s) 897-902, ISBN 978-3-9819263-4-7
Publisher: IEEE
DOI: 10.23919/date48585.2020.9116281

On the impact of log compaction on incrementally checkpointing stateful stream-processing operators

Author(s): Aris Chronarakis, Antonis Papaioannou, and Kostas Magoutis
Published in: 38th International Symposium on Reliable Distributed Systems Workshops (SRDSW) (pp. 1-6), 2019
Publisher: IEEE
DOI: 10.1109/srdsw49218.2019.00008

A Unified Storage Layer for Supporting Distributed Workflows in Kubernetes

Author(s): Antony Chazapis, Christian Pinto, Yiannis Gkoufas, Christos Kozanitis, Angelos Bilas
Published in: Workshop on Challenges and Opportunities of Efficient and Performant Storage Systems, 2021, Page(s) pp. 1-9, ISSN 8-1-4503-8302-8
Publisher: ACM
DOI: 10.1145/3439839.3458735

Dataflow Acceleration of Smith-Waterman with Traceback for High Throughput Next Generation Sequencing

Author(s): Konstantina Koliogeorgi, Nils Voss, Sotiria Fytraki, Sotirios Xydis, Georgi Gaydadjiev, Dimitrios Soudris
Published in: 2019 29th International Conference on Field Programmable Logic and Applications (FPL), 2019, Page(s) 74-80, ISBN 978-1-7281-4884-7
Publisher: IEEE
DOI: 10.1109/fpl.2019.00021

Amoeba: Aligning Stream Processing Operators with Externally-Managed State

Author(s): Antonis Papaioannou, and Kostas Magoutis
Published in: 14th IEEE/ACM International Conference on Utility and Cloud Computing, 2021, Page(s) pp. 1-10, ISSN 78-1-4503-8564-0
Publisher: IEEE/ACM
DOI: 10.1145/3468737.3494096

Tracie: Trace-based Workload Creation and Execution

Author(s): Yannis Sfakianakis, Eleni Kanelou, Manolis Marazakis, and Angelos Bilas
Published in: 27th International European Conference on Parallel and Distributed Computing (EuroPar’21), 2021
Publisher: Springer
DOI: 10.1007/978-3-030-85665-6_3

HugeMap: Optimizing Memory-mapped I/O with Huge Pages for Fast Storage

Author(s): John Malliotakis, Anastasios Papagiannis, Manolis Marazakis, and Angelos Bilas
Published in: Euro-Par 2020: Parallel Processing Workshops, 2020, Page(s) 344–355, ISBN 978-3-030-71593-9
Publisher: Springer
DOI: 10.1007/978-3-030-71593-9_27

Interference-Aware Orchestration in Kubernetes

Author(s): Tzenetopoulos A., Masouros D., Xydis , S., Soudris
Published in: International Conference on High Performance Computing, 2020, Page(s) p. 321-330, ISBN 978-3-030-59850-1
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-59851-8_2

The Vehicle Data Value Chain as a Lightweight Model to Describe Digital Vehicle Services

Author(s): Christian Kaiser, Andreas Festl, Gernot Pucher, Michael Fellmann, Alexander Stocker
Published in: roceedings of the 15th International Conference on Web Information Systems and Technologies (WEBIST 2019), pages 68-79, 2019
Publisher: SCITEPRESS
DOI: 10.5220/0008113200680079

ApproxQAM: High-Order QAM Demodulation Circuits with Approximate Arithmetic

Author(s): V. Leon, I. Stratakos, G. Armeniakos, G.Lentaris and D. Soudris
Published in: 10th International Conference on Modern Circuits and Systems Technologies (MOCAST), 2021, Page(s) pp. 1-5
Publisher: IEEE
DOI: 10.1109/mocast52088.2021

Skynet: Performance-driven Resource Management for Dynamic Workloads

Author(s): Y. Sfakianakis, M. Marazakis and A. Bilas
Published in: 2021 IEEE 14th International Conference on Cloud Computing (CLOUD), 2021, Page(s) 527-539
Publisher: IEEE
DOI: 10.1109/cloud53861.2021.00069

FPGA acceleration in EVOLVE’s Converged Cloud-HPC Infrastructure

Author(s): Konstantina Koliogeorgi, Fekhr Eddine Keddous, Dimosthenis Masouros, Antony Chazapis, Michelle Aubrun, Sotirios Xydis, Angelos Bilas, Romain Hugues, Jean-Thomas Acquaviva, Huy-Nam Nguyen, Dimitrios Soudris
Published in: 31st International Conference on Field-Programmable Logic and Applications (FPL), 2021
Publisher: IEEE
DOI: 10.1109/fpl53798.2021.00072

H3: An Application-Level, Low-Overhead Object Store

Author(s): Antony Chazapis, Efstratios Politis, Giorgos Kalaentzis, Christos Kozanitis, and Angelos Bilas
Published in: International Conference on High Performance Computing 2021, 2021, Page(s) pp 174-188, ISBN 978-3-030-90539-2
Publisher: Springer
DOI: 10.1007/978-3-030-90539-2_11

Performance Analysis and Auto-tuning for SPARK in-memory analytics

Author(s): D. Nikitopoulou, D. Masouros, S. Xydis, D. Soudris
Published in: Design, Automation & Test in Europe Conference & Exhibition (DATE)., 2021, Page(s) p. 76-81, ISBN 978-3-9819263-5-4
Publisher: IEEE
DOI: 10.23919/date51398.2021.9474122

DDOT: Data Driven Online Tuning for Energy Efficient

Author(s): Sotirios Xydis, Eletherios Christoforidis, Dimitrios Soudris
Published in: Design and Automation Conference - ACM/IEEE, 2020
Publisher: IEEE
DOI: 10.1109/dac18072.2020.9218734

Dataflow Acceleration of Smith-Waterman with Traceback for High Throughput Next Generation Sequencing

Author(s): Konstantina Koliogeorgi, Sotirios Xydis, Dimitrios Soudris (NTUA), Nils Voss, Sotiria Fytraki, Georgi Gaydadjiev (Maxeler)
Published in: 29th International Conference on Field Programmable Logic and Applications (FPL), 2019
Publisher: IEEE

Nutzung von Automotive Big Data zur Entwicklungzweier neuer Anwendungen

Author(s): Christian Kaiser, Andreas Festl, Alexander Stocker
Published in: "KI in der Industrie: Fallbeispiele aus# BAS19 (pp. 10-19)", 2019
Publisher: Bitkom

VAT: Asymptotic Cost Analysis for Multi-Level Key-Value Stores

Author(s): Nikos Batsaras, Giorgos Saloustros, Anastasios Papagiannis, Panagiota Fatourou, Angelos Bilas
Published in: arXiv preprint, 2020
Publisher: Cornell University

Power and Performance Analysis of Persistent Key-Value Stores

Author(s): Mikrou, Stella, Anastasios Papagiannis, Giorgos Saloustros, Manolis Marazakis and Angelos Bilas
Published in: arXiv preprint, 2020
Publisher: Cornell University

Freeing Compute Caches from Serialization and Garbage Collection in Managed Big Data Analytics

Author(s): Iacovos G. Kolokasis, Giannos Evdorou, Anastasios Papagiannis, Foivos Zakkak, Christos Kozanitis, Shoaib Akram, Polyvios Pratikakis, Angelos Bilas
Published in: arXiv preprint, 2021
Publisher: Cornell University

Rusty: Runtime Interference-Aware Predictive Monitoring for Modern Multi-Tenant Systems

Author(s): Dimosthenis Masouros, Sotirios Xydis, Dimitrios Soudris
Published in: IEEE Transactions on Parallel and Distributed Systems, Issue 32/1, 2021, Page(s) 184-198, ISSN 1045-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2020.3013948

Decision Support for GPU Acceleration by Predicting Energy Savings and Programming Effort

Author(s): Charalampos Marantos, Lazaros Papadopoulos, Angeliki-Agathi Tsintzira, Apostolos Ampatzoglou, Alexander Chatzigeorgiou, Dimitrios Soudris
Published in: Sustainable Computing: Informatics and Systems, 2022, vol. 34, 2022, ISSN 2210-5379
Publisher: Elsevier USA

Triangulated Investigation of Trust in Automated Driving:Challenges and Solution Approaches for Data Integration

Author(s): Tahir Emre Kalayci, Elem Güzel , Kalayci, Gernot Lechner, Norah Neuhuber, Michael Spitzer, Eva Westermeier, Alexander Stocker
Published in: Journal of Industrial Information Integration, Issue 21, 2021, ISSN 2452-414X
Publisher: Elsevier
DOI: 10.1016/j.jii.2020.100186

Digital Services Based on Vehicle Usage Data: The Underlying Vehicle Data Value Chain

Author(s): Christian Kaiser, Andreas Festl, Gernot Pucher, Michael Fellmann, Alexander Stocker
Published in: Titel Web Information Systems and Technologies - 15th International Conference, WEBIST 2019, Revised Selected Papers, 2020, Page(s) 22-43, ISSN 1865-1348
Publisher: Springer Verlag

Conceptualising value creation in data-driven services: The case of vehicle data

Author(s): Christian Kaiser, Alexander Stocker, Gianluigi Viscusi, Michael Fellmann and Alexander Richter
Published in: International journal of information management, Issue Vol. 59, 2021, ISSN 0268-4012
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.ijinfomgt.2021.102335

Ein Beitrag digitaler Technologien im Kontext der Fahrzeugnutzung zur (ökologischen) Nachhaltigkeit (A contribution of digital technologies in the context of vehicle use to (ecological) sustainability)

Author(s): Alexander Stocker
Published in: HMD - Praxis der Wirtschaftsinformatik, Issue Vol. 58, 2021, Page(s) pages 64–82, ISSN 1436-3011
Publisher: Springer Fachmedien
DOI: 10.1365/s40702-020-00684-x

Kreon: An Efficient Memory-Mapped Key-Value Store for Flash Storage

Author(s): Anastasios Papagiannis, Giorgos Saloustros, Giorgos Xanthakis, Giorgos Kalaentzis, Pilar Gonzalez-Ferez, and Angelos Bilas
Published in: ACM Transactions on Storage (TOS), 2021, Page(s) p. 1-32, ISSN 1553-3077
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3418414

Repurposing GPU Microarchitectures with Light-Weight Out-Of-Order Execution

Author(s): K. Iliakis, S. Xydis and D. Soudris
Published in: IEEE Transactions on Parallel and Distributed Systems 33.2, 2021, Page(s) 388-402, ISSN 1045-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2021.3093231

HPC, Big Data, AI Convergence Towards Exascale Challenge and Vision

Author(s): Christian Pinto, Antony Chasapis, Chirstos Kozanitis, Yiannis Gkoufas, Panos Koutsovasilis, Angelos Bilas,Jean-Thomas Acquaviva
Published in: 2022, ISBN 9781032009841
Publisher: CRC Press

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