funcX: A Federated Function Serving Fabric for Science

7 May 2020

Papers citing "funcX: A Federated Function Serving Fabric for Science"

50 / 74 papers shown

Title
Autonomous Electrochemistry Platform with Real-Time Normality Testing of Voltammetry Measurements Using ML Anees Al-Najjar Nageswara S. V. Rao Craig A. Bridges Sheng Dai Alex Walters 38 1 0 13 Jan 2025
Parsl+CWL: Towards Combining the Python and CWL Ecosystems Nishchay Karle Ben Clifford Y. Babuji Ryan Chard Daniel S. Katz Kyle Chard 73 0 0 11 Dec 2024
Flight: A FaaS-Based Framework for Complex and Hierarchical Federated Learning Nathaniel Hudson Valérie Hayot-Sasson Y. Babuji Matt Baughman J. G. Pauloski Ryan Chard Ian Foster Kyle Chard 35 1 0 24 Sep 2024
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework Zilinghan Li Shilan He Ze Yang Minseok Ryu Kibaek Kim Ravi K. Madduri FedML 55 5 0 17 Sep 2024
EcoLife: Carbon-Aware Serverless Function Scheduling for Sustainable Computing Yankai Jiang Rohan Basu Roy Baolin Li Devesh Tiwari 45 4 0 03 Sep 2024
Employing Artificial Intelligence to Steer Exascale Workflows with Colmena Logan T. Ward J. G. Pauloski Valérie Hayot-Sasson Y. Babuji Alexander Brace Ryan Chard Kyle Chard R. Thakur Ian Foster 35 5 0 26 Aug 2024
TaPS: A Performance Evaluation Suite for Task-based Execution Frameworks J. G. Pauloski Valérie Hayot-Sasson Maxime Gonthier Nathaniel Hudson Haochen Pan Sicheng Zhou Ian Foster Kyle Chard 28 5 0 13 Aug 2024
FaasMeter: Energy-First Serverless Computing Abdul Rehman Alexander Fuerst Prateek Sharma 43 0 0 12 Aug 2024
Octopus: Experiences with a Hybrid Event-Driven Architecture for Distributed Scientific Computing Haochen Pan Ryan Chard Sicheng Zhou Alok V. Kamatar Rafael Vescovi Valérie Hayot-Sasson André Bauer Maxime Gonthier Kyle Chard Ian Foster 19 2 0 16 Jul 2024
Object Proxy Patterns for Accelerating Distributed Applications J. G. Pauloski Valérie Hayot-Sasson Logan T. Ward Alexander Brace André Bauer Kyle Chard Ian Foster AI4CE 43 7 0 01 Jul 2024
GreenFaaS: Maximizing Energy Efficiency of HPC Workloads with FaaS Alok V. Kamatar Valérie Hayot-Sasson Y. Babuji André Bauer Gourav Rattihalli Ninad Hogade D. Milojicic Kyle Chard Ian Foster 19 4 0 25 Jun 2024
AI-coupled HPC Workflow Applications, Middleware and Performance Wes Brewer Ana Gainaru Frédéric Suter Feiyi Wang M. Emani S. Jha 30 10 0 20 Jun 2024
sAirflow: Adopting Serverless in a Legacy Workflow Scheduler Filip Mikina Pawel Zuk Krzysztof Rzadca 21 0 0 03 Jun 2024
GeoFF: Federated Serverless Workflows with Data Pre-Fetching Valentin Carl Trever Schirmer Tobias Pfandzelter David Bermbach 33 1 0 22 May 2024
Apodotiko: Enabling Efficient Serverless Federated Learning in Heterogeneous Environments Mohak Chadha Alexander Jensen Jianfeng Gu Osama Abboud Michael Gerndt 31 0 0 22 Apr 2024
UniFaaS: Programming across Distributed Cyberinfrastructure with Federated Function Serving Yifei Li Ryan Chard Y. Babuji Kyle Chard Ian Foster Zhuozhao Li 33 0 0 28 Mar 2024
Steering a Fleet: Adaptation for Large-Scale, Workflow-Based Experiments J. Pruyne Valérie Hayot-Sasson Weijian Zheng Ryan Chard Justin M. Wozniak Tekin Bicer Kyle Chard Ian Foster 35 1 0 10 Mar 2024
Portable, heterogeneous ensemble workflows at scale using libEnsemble Stephen Hudson Jeffrey Larson John-Luke Navarro Stefan M. Wild MoE 33 0 0 06 Mar 2024
Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources -- A Case Study on Federated Fine-tuning of LLaMA 2 Zilinghan Li Shilan He Pranshu Chaturvedi Volodymyr V. Kindratenko Eliu A. Huerta Kibaek Kim Ravi K. Madduri FedML 10 3 0 19 Feb 2024
Training Heterogeneous Client Models using Knowledge Distillation in Serverless Federated Learning Mohak Chadha Pulkit Khera Jianfeng Gu Osama Abboud Michael Gerndt FedML 19 4 0 11 Feb 2024
Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision Nathaniel Hudson J. G. Pauloski Matt Baughman Alok V. Kamatar Mansi Sakarvadia ... Owen Price Skelly Ben Blaiszik Rick L. Stevens Kyle Chard Ian Foster MedIm 19 8 0 05 Feb 2024
Software Resource Disaggregation for HPC with Serverless Computing Marcin Copik Marcin Chrapek Larissa Schmid A. Calotoiu Torsten Hoefler 36 9 0 19 Jan 2024
Enabling End-to-End Secure Federated Learning in Biomedical Research on Heterogeneous Computing Environments with APPFLx Trung-Hieu Hoang Jordan D. Fuhrman Ravi K. Madduri Miao Li Pranshu Chaturvedi ... Kibaek Kim Minseok Ryu Ryan Chard Eliu A. Huerta Maryellen L. Giger 24 5 0 14 Dec 2023
ProFaaStinate: Delaying Serverless Function Calls to Optimize Platform Performance Trever Schirmer Valentin Carl Tobias Pfandzelter David Bermbach 25 5 0 27 Sep 2023
Serverless Computing for Scientific Applications Maciej Malawski B. Baliś 22 6 0 04 Sep 2023
Linking the Dynamic PicoProbe Analytical Electron-Optical Beam Line / Microscope to Supercomputers Alexander Brace Rafael Vescovi Ryan Chard Nickolaus Saint Arvind Ramanathan N. Zaluzec Ian Foster 20 2 0 25 Aug 2023
Towards a Modular Architecture for Science Factories Rafael Vescovi Tobias Ginsburg Kyle Hippe D. Ozgulbas Casey Stone ... R. Stevens Aikaterini Vriza J. Xu Qingteng Zhang Ian Foster 44 6 0 18 Aug 2023
APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Zilinghan Li Shilan He Pranshu Chaturvedi Trung-Hieu Hoang Minseok Ryu ... Jordan D. Fuhrman Maryellen L. Giger Ryan Chard Kibaek Kim Ravi K. Madduri 33 6 0 17 Aug 2023
PSI/J: A Portable Interface for Submitting, Monitoring, and Managing Jobs Mihael Hategan-Marandiuc André Merzky Nicholson T. Collier Ketan Maheshwari J. Ozik ... Kyle Chard Ian Foster Rafael Ferreira da Silva S. Jha Daniel E. Laney 16 8 0 15 Jul 2023
Optimizing Scientific Data Transfer on Globus with Error-bounded Lossy Compression Yuanjian Liu Sheng Di Kyle Chard Ian Foster Franck Cappello 24 9 0 11 Jul 2023
Keep It Simple: Fault Tolerance Evaluation of Federated Learning with Unreliable Clients Victoria Huang S. Sohail Michael Mayo T. Lorido-Botran Mark Rodrigues Chris Anderson Melanie Ooi FedML 18 2 0 16 May 2023
Accelerating Communications in Federated Applications with Transparent Object Proxies J. G. Pauloski Valérie Hayot-Sasson Logan T. Ward Nathaniel Hudson Charlie Sabino Matt Baughman Kyle Chard Ian Foster 41 12 0 16 May 2023
Hierarchical and Decentralised Federated Learning Omer F. Rana Theodoros Spyridopoulos Nathaniel Hudson Matt Baughman Kyle Chard Ian Foster Aftab Khan 8 12 0 28 Apr 2023
Developing Distributed High-performance Computing Capabilities of an Open Science Platform for Robust Epidemic Analysis Nicholson T. Collier Justin M. Wozniak Abby Stevens Y. Babuji M. Binois A. Fadikar Alexandra Würth Kyle Chard J. Ozik 40 9 0 27 Apr 2023
Serverless Approach to Sensitivity Analysis of Computational Models Piotr Kica Magdalena Otta K. Czechowicz Karol Zajac Piotr Nowakowski A. Narracott I. Halliday Maciej Malawski 11 0 0 17 Apr 2023
A framework for fully autonomous design of materials via multiobjective optimization and active learning: challenges and next steps Tyler H. Chang Jakob R. Elias Stefan M. Wild Santanu Chaudhuri J. Libera 23 1 0 15 Apr 2023
AI-assisted Automated Workflow for Real-time X-ray Ptychography Data Analysis via Federated Resources A. Babu Tekin Bicer S. Kandel Tao Zhou Daniel J. Ching S. Henke Sinivsa Veseli Ryan Chard Antonino Miceli Mathew J. Cherukara 19 6 0 09 Apr 2023
Cloud Services Enable Efficient AI-Guided Simulation Workflows across Heterogeneous Resources Logan T. Ward J. G. Pauloski Valérie Hayot-Sasson Ryan Chard Y. Babuji Ganesh Sivaraman Sutanay Choudhury Kyle Chard R. Thakur Ian Foster 32 9 0 15 Mar 2023
GPU-enabled Function-as-a-Service for Machine Learning Inference Ming Zhao Kritshekhar Jha Sungho Hong 27 7 0 09 Mar 2023
PESC -- Parallel Experiment for Sequential Code Henrique C. T. Santos L. Souza J. Carvalho Tiago Ferreira 31 2 0 13 Jan 2023
FAIR AI Models in High Energy Physics Javier Mauricio Duarte Haoyang Li Avik Roy Ruike Zhu Eliu A. Huerta ... Mark S. Neubauer Sang Eon Park M. Quinnan R. Rusack Zhizhen Zhao 33 8 0 09 Dec 2022
Using Unused: Non-Invasive Dynamic FaaS Infrastructure with HPC-Whisk Bartłomiej Przybylski Maciej Pawlik P. Żuk Bartlomiej Lagosz Maciej Malawski Krzysztof Rzadca 38 6 0 01 Nov 2022
Performance Evaluation of Serverless Edge Computing for Machine Learning Applications Q. Trieu B. Javadi J. Basilakis A. N. Toosi 15 9 0 19 Oct 2022
FAIR for AI: An interdisciplinary and international community building perspective Eliu A. Huerta Ben Blaiszik L. C. Brinson Kristofer E Bouchard Daniel Madrigal Diaz ... F. Psomopoulos Avik Roy Oliver Rübel Zhizhen Zhao Ruike Zhu 32 41 0 30 Sep 2022
AICCA: AI-driven Cloud Classification Atlas Takuya Kurihana Elisabeth Moyer Ian Foster 14 12 0 29 Sep 2022
funcX: Federated Function as a Service for Science Zhuozhao Li Ryan Chard Y. Babuji B. Galewsky Tyler J. Skluzacek ... Ben Blaiszik Josh Bryan Daniel S. Katz Ian Foster Kyle Chard GNN LRM 27 5 0 23 Sep 2022
Deep learning at the edge enables real-time streaming ptychographic imaging A. Babu Tao Zhou S. Kandel Tekin Bicer Zhengchun Liu ... Geetika Gupta M. Holt Ian Foster Antonino Miceli Mathew J. Cherukara 13 26 0 20 Sep 2022
Globus Automation Services: Research process automation across the space-time continuum Ryan Chard J. Pruyne Kurt McKee Josh Bryan B. Raumann R. Ananthakrishnan Kyle Chard Ian Foster 19 29 0 19 Aug 2022
Hybrid Serverless Computing: Opportunities and Challenges Paul C. Castro Vatche Isahagian Vinod Muthusamy Aleksander Slominski 19 13 0 08 Aug 2022
$FAIR principles for AI models with a practical application for accelerated high energy diffraction microscopy$ FAIR principles for AI models with a practical application for accelerated high energy diffraction microscopy Nikil Ravi Pranshu Chaturvedi Eliu A. Huerta Zhengchun Liu Ryan Chard Aristana Scourtas K. J. Schmidt Kyle Chard Ben Blaiszik Ian Foster 37 26 0 01 Jul 2022