Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines

Author:

Isenko Alexander1,Mayer Ruben1,Jedele Jeffrey1,Jacobsen Hans-Arno2

Affiliation:

1. Technical University of Munich, Munich, Germany

2. University of Toronto, Toronto, Canada

Funder

Deutsche Forschungsgemeinschaft (DFG, German Research Foundation)

Publisher

ACM

Reference88 articles.

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2. Mart'in Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , Manjunath Kudlur , Josh Levenberg , Rajat Monga , Sherry Moore , Derek G. Murray , Benoit Steiner , Paul Tucker , Vijay Vasudevan , Pete Warden , Martin Wicke , Yuan Yu , and Xiaoqiang Zheng . 2016 . TensorFlow: A System for Large-Scale Machine Learning . In Proceedings of the 12th USENIX Conf. on Operating Systems Design and Implementation (OSDI'16) . USENIX Association, USA, 265--283. Mart'in Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek G. Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. 2016. TensorFlow: A System for Large-Scale Machine Learning. In Proceedings of the 12th USENIX Conf. on Operating Systems Design and Implementation (OSDI'16). USENIX Association, USA, 265--283.

3. Dario Amodei , Sundaram Ananthanarayanan , Rishita Anubhai , Jingliang Bai , Eric Battenberg , Carl Case , Jared Casper , Bryan Catanzaro , Qiang Cheng , Guoliang Chen , 2016 . Deep Speech 2: End-to-end speech recognition in english and mandarin . In International Conference on Machine Learning. PMLR, USA, 173--182 . Dario Amodei, Sundaram Ananthanarayanan, Rishita Anubhai, Jingliang Bai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Qiang Cheng, Guoliang Chen, et al. 2016. Deep Speech 2: End-to-end speech recognition in english and mandarin. In International Conference on Machine Learning. PMLR, USA, 173--182.

4. Kyle Anderson , Adrian Ocneanu , Diego Benitez , Derrick Carlson , Anthony Rowe , and Mario Berges . 2012 . BLUED: A fully labeled public dataset for event-based non-intrusive load monitoring research . In Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD) , Vol. 7 . ACM, ACM, USA, 1--5. Kyle Anderson, Adrian Ocneanu, Diego Benitez, Derrick Carlson, Anthony Rowe, and Mario Berges. 2012. BLUED: A fully labeled public dataset for event-based non-intrusive load monitoring research. In Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD), Vol. 7. ACM, ACM, USA, 1--5.

5. Rosana Ardila , Megan Branson , Kelly Davis , Michael Henretty , Michael Kohler , Josh Meyer , Reuben Morais , Lindsay Saunders , Francis M Tyers , and Gregor Weber . 2019. Common voice: A massively-multilingual speech corpus. arXiv preprint arXiv:1912.06670 ( 2019 ). Rosana Ardila, Megan Branson, Kelly Davis, Michael Henretty, Michael Kohler, Josh Meyer, Reuben Morais, Lindsay Saunders, Francis M Tyers, and Gregor Weber. 2019. Common voice: A massively-multilingual speech corpus. arXiv preprint arXiv:1912.06670 (2019).

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