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Collage: Seamless Integration of Deep Learning Backends with Automatic Placement

1 November 2021

Papers citing "Collage: Seamless Integration of Deep Learning Backends with Automatic Placement"

21 / 21 papers shown

Title
DNNFusion: Accelerating Deep Neural Networks Execution with Advanced Operator Fusion Wei Niu Jiexiong Guan Yanzhi Wang G. Agrawal Bin Ren AI4CE 69 151 0 30 Aug 2021
Equality Saturation for Tensor Graph Superoptimization Yichen Yang Mangpo Phitchaya Phothilimtha Y. Wang Max Willsey Sudip Roy Jacques Pienaar 109 85 0 05 Jan 2021
FusionStitching: Boosting Memory Intensive Computations for Deep Learning Workloads Zhen Zheng Pengzhan Zhao Guoping Long Feiwen Zhu Kai Zhu Wenyi Zhao Lansong Diao Jun Yang Wei Lin 70 31 0 23 Sep 2020
Automatic Horizontal Fusion for GPU Kernels Ao Li Bojian Zheng Gennady Pekhimenko Fan Long 84 46 0 02 Jul 2020
Efficient Algorithms for Device Placement of DNN Graph Operators Jakub Tarnawski Amar Phanishayee Nikhil R. Devanur Divya Mahajan Fanny Nina Paravecino 97 66 0 29 Jun 2020
Ansor: Generating High-Performance Tensor Programs for Deep Learning Lianmin Zheng Chengfan Jia Minmin Sun Zhao Wu Cody Hao Yu ... Jun Yang Danyang Zhuo Koushik Sen Joseph E. Gonzalez Ion Stoica 147 403 0 11 Jun 2020
GDP: Generalized Device Placement for Dataflow Graphs Yanqi Zhou Sudip Roy AmirAli Abdolrashidi Daniel Wong Peter C. Ma ... Ming Zhong Hanxiao Liu Anna Goldie Azalia Mirhoseini James Laudon GNN 74 39 0 28 Sep 2019
Relay: A New IR for Machine Learning Frameworks Jared Roesch Steven Lyubomirsky Logan Weber Josh Pollock Marisa Kirisame Tianqi Chen Zachary Tatlock 58 106 0 26 Sep 2018
Learning to Optimize Tensor Programs Tianqi Chen Lianmin Zheng Eddie Q. Yan Ziheng Jiang T. Moreau Luis Ceze Carlos Guestrin Arvind Krishnamurthy 104 404 0 21 May 2018
Tiramisu: A Polyhedral Compiler for Expressing Fast and Portable Code Riyadh Baghdadi Jessica Ray Malek Ben Romdhane Emanuele Del Sozzo Abdurrahman Akkas Yunming Zhang Patricia Suriana Shoaib Kamil Saman P. Amarasinghe 76 260 0 27 Apr 2018
Exploring Hidden Dimensions in Parallelizing Convolutional Neural Networks Zhihao Jia Sina Lin C. Qi A. Aiken 91 117 0 14 Feb 2018
Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions Nicolas Vasilache O. Zinenko Theodoros Theodoridis Priya Goyal Zach DeVito William S. Moses Sven Verdoolaege Andrew Adams Albert Cohen 95 436 0 13 Feb 2018
Intel nGraph: An Intermediate Representation, Compiler, and Executor for Deep Learning D. S. Cyphers Arjun K. Bansal Anahita Bhiwandiwalla J. Bobba M. Brookhart ... J. Menon Jennifer Myers Sandeep Aswath Narayana A. Procter T. Webb GNN 97 139 0 24 Jan 2018
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? Kensho Hara Hirokatsu Kataoka Y. Satoh 3DPC 133 1,935 0 27 Nov 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 209 5,612 0 21 Jul 2017
Device Placement Optimization with Reinforcement Learning Azalia Mirhoseini Hieu H. Pham Quoc V. Le Benoit Steiner Rasmus Larsen Yuefeng Zhou Naveen Kumar Mohammad Norouzi Samy Bengio J. Dean 87 444 0 13 Jun 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 239 4,648 0 16 Apr 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 527 10,358 0 16 Nov 2016
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 435 18,361 0 27 May 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 314 14,032 0 19 Nov 2015
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 144 1,849 0 03 Oct 2014