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Relational queries with a tensor processing unit

Authors :
Holanda, P.T. (Pedro)
Mühleisen, H.F. (Hannes)
Holanda, P.T. (Pedro)
Mühleisen, H.F. (Hannes)
Publication Year :
2019

Abstract

Tensor Processing Units are specialized hardware devices built to train and apply Machine Learning models at high speed through high-bandwidth memory and massive instruction parallelism. In this short paper, we investigate how relational operations can be translated to those devices. We present mapping of relational operators to TPU-supported TensorFlow operations and experimental results comparing with GPU and CPU implementations. Results show that while raw speeds are enticing, TPUs are unlikely to improve relational query processing for now due to a variety of issues.

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1366581604
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.1145.3329785.3329932