Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor
Abstractions on CPU Architectures

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Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor Abstractions on CPU Architectures

25 April 2023

Dhiraj D. Kalamkar

Alexander Breuer

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Papers citing "Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor Abstractions on CPU Architectures"

13 / 13 papers shown

Title
oneDNN Graph Compiler: A Hybrid Approach for High-Performance Deep Learning Compilation Jianhui Li Zhennan Qin Yijie Mei Jingze Cui Yunfei Song ... Baihui Jin Yan Zhang Jason Ye Eric Lin Daniel M. Lavery GNN 40 8 0 03 Jan 2023
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models Eldar Kurtic Daniel Fernando Campos Tuan Nguyen Elias Frantar Mark Kurtz Ben Fineran Michael Goin Dan Alistarh VLM MQ MedIm 107 126 0 14 Mar 2022
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 316 725 0 31 Jan 2021
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 144 403 0 11 Jun 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 168 123 0 26 Mar 2020
Deep Learning Recommendation Model for Personalization and Recommendation Systems Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman ... Wenlin Chen Vijay Rao Bill Jia Liang Xiong M. Smelyanskiy 93 740 0 31 May 2019
Stripe: Tensor Compilation via the Nested Polyhedral Model Tim Zerrell J. Bruestle 45 32 0 14 Mar 2019
Anatomy Of High-Performance Deep Learning Convolutions On SIMD Architectures E. Georganas Sasikanth Avancha K. Banerjee Dhiraj D. Kalamkar G. Henry Hans Pabst A. Heinecke BDL 51 106 0 16 Aug 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 76 436 0 13 Feb 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 914 6,799 0 26 Sep 2016
Wide & Deep Learning for Recommender Systems Heng-Tze Cheng L. Koc Jeremiah Harmsen T. Shaked Tushar Chandra ... Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu Hemal Shah HAI VLM 195 3,673 0 24 Jun 2016
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 494 43,717 0 17 Sep 2014
Feature Learning in Deep Neural Networks - Studies on Speech Recognition Tasks Dong Yu M. Seltzer Jinyu Li J. Huang Frank Seide 92 263 0 16 Jan 2013