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Destination Earth - Processing Near Data and Massive Data Handling
2023Destination Earth is an operational service under the lead of the European Commission being implemented jointly by ESA, ECMWF and EUMETSAT. The presentation will provide insights of how Destination Earth provides Near Data Processing and deals with Massive Data. The objective of the European Commission’s Destination Earth (DestinE) initiative
Danaele Puechmaille +4 more
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Application Codesign of Near-Data Processing for Similarity Search
2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2018Similarity search is key to a variety of applications including content-based search for images and video, recommendation systems, data deduplication, natural language processing, computer vision, databases, computational biology, and computer graphics.
Vincent T. Lee +5 more
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POSTER: Application-Driven Near-Data Processing for Similarity Search
2017 26th International Conference on Parallel Architectures and Compilation Techniques (PACT), 2017Similarity search is a key to important applications such as content-based search, deduplication, natural language processing, computer vision, databases, and graphics. At its core, similarity search manifests as k-nearest neighbors (kNN) which consists of parallel distance calculations and a top-k sort.
Vincent T. Lee +5 more
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RNA: Reconfigurable LSTM Accelerator with Near Data Approximate Processing
2019 International Conference on Field-Programmable Technology (ICFPT), 2019Near Data Processing(NDP) techniques are introduced into deep learning accelerators as they can greatly relieve the pressure on memory bandwidth. Besides, approximate computing is also adopted in accelerating neural networks for the network fault-tolerance to reduce energy consumption.
Yu Gong, Bo Liu, Wei Ge, Longxing Shi
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Optimizing Near-Data Processing for Spark
2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS), 2022Sri Pramodh Rachuri +7 more
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Streaming Analytics with Adaptive Near-data Processing
Companion Proceedings of the Web Conference 2022, 2022Atul Sandur +4 more
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SecNDP: Secure Near-Data Processing with Untrusted Memory
2022 IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2022Wenjie Xiong +12 more
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Optimistic regular expression matching on FPGAs for near-data processing
Proceedings of the 14th International Workshop on Data Management on New Hardware, 2018Regular expressions (regex) are the main means to search for specific patterns in the vast amount of stored textual information. As a consequence, different designs of hardware accelerators have been proposed that enable memory-bound regex processing.
Andreas Becher +2 more
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Efficient Machine Learning execution with Near-Data Processing
Microprocessors and Microsystems, 2022Aline S. Cordeiro +5 more
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