tf-Darshan: Understanding Fine-grained I/O Performance in Machine
Learning Workloads

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tf-Darshan: Understanding Fine-grained I/O Performance in Machine Learning Workloads

10 August 2020

Steven W. D. Chien

Stefano Markidis

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Papers citing "tf-Darshan: Understanding Fine-grained I/O Performance in Machine Learning Workloads"

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Title
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 523 42,559 0 03 Dec 2019
Faster Neural Network Training with Data Echoing Dami Choi Alexandre Passos Christopher J. Shallue George E. Dahl 59 49 0 12 Jul 2019
TensorFlow Doing HPC Steven W. D. Chien Stefano Markidis V. Olshevsky Yaroslav Bulatov Erwin Laure Jeffrey S. Vetter 31 15 0 11 Mar 2019
Characterizing Deep-Learning I/O Workloads in TensorFlow Steven W. D. Chien Stefano Markidis C. Sishtla Luís Santos Pawel Herman Sai B. Narasimhamurthy Erwin Laure 55 50 0 06 Oct 2018
The SAGE Project: a Storage Centric Approach for Exascale Computing Sai B. Narasimhamurthy N. Danilov S. Wu G. Umanesan Steven W. D. Chien ... Ivy Bo Peng Erwin Laure S. D. Witt D. Pleiter Stefano Markidis 47 17 0 06 Jul 2018
Exploring Scientific Application Performance Using Large Scale Object Storage Steven W. D. Chien Stefano Markidis Rami Karim Erwin Laure Sai B. Narasimhamurthy 61 4 0 06 Jul 2018
NVIDIA Tensor Core Programmability, Performance & Precision Stefano Markidis Steven W. D. Chien Erwin Laure Ivy Bo Peng Jeffrey S. Vetter 42 374 0 11 Mar 2018
Microsoft Malware Classification Challenge Royi Ronen Marian Radu Corina Feuerstein E. Yom-Tov Mansour Ahmadi 63 381 0 22 Feb 2018
DAOS for Extreme-scale Systems in Scientific Applications M. Breitenfeld Neil Fortner J. Henderson Jérome Soumagne M. Chaarawi J. Lombardi Q. Koziol 23 25 0 01 Dec 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 235 4,638 0 16 Apr 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016