SparseTIR: Composable Abstractions for Sparse Compilation in Deep
Learning

v1v2v3v4 (latest)

SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learning

11 July 2022

ArXiv (abs)PDF HTML

Papers citing "SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learning"

11 / 11 papers shown

Title
COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning Chamika Sudusinghe Gerasimos Gerogiannis Damitha Lenadora Damitha Sandeepa Lenadora Charles Block Josep Torrellas Charith Mendis 34 0 0 31 May 2025
Hexcute: A Tile-based Programming Language with Automatic Layout and Task-Mapping Synthesis Xinsong Zhang Yaoyao Ding Yang Hu Gennady Pekhimenko 135 0 0 22 Apr 2025
FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving Zihao Ye Lequn Chen Ruihang Lai Wuwei Lin Yineng Zhang ... Tianqi Chen Baris Kasikci Vinod Grover Arvind Krishnamurthy Luis Ceze 142 35 0 02 Jan 2025
Relax: Composable Abstractions for End-to-End Dynamic Machine Learning Ruihang Lai Junru Shao Siyuan Feng Steven Lyubomirsky Bohan Hou ... Sunghyun Park Prakalp Srivastava Jared Roesch T. Mowry Tianqi Chen 111 11 0 01 Nov 2023
SUBP: Soft Uniform Block Pruning for 1xN Sparse CNNs Multithreading Acceleration Jingyang Xiang Siqi Li Jun Chen Shipeng Bai Yukai Ma Guang Dai Yong-Jin Liu 66 1 0 10 Oct 2023
STen: Productive and Efficient Sparsity in PyTorch Andrei Ivanov Nikoli Dryden Tal Ben-Nun Saleh Ashkboos Torsten Hoefler 64 4 0 15 Apr 2023
GSplit: Scaling Graph Neural Network Training on Large Graphs via Split-Parallelism Sandeep Polisetty Juelin Liu Kobi Falus Yi R. Fung Seung-Hwan Lim Hui Guan Marco Serafini GNN 117 11 0 24 Mar 2023
Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures Kun Wu Mert Hidayetoğlu Xiang Song Sitao Huang Da Zheng Israt Nisa Wen-mei W. Hwu GNN 68 5 0 16 Jan 2023
ALT: Boosting Deep Learning Performance by Breaking the Wall between Graph and Operator Level Optimizations Zhiying Xu Jiafan Xu H. Peng Wei Wang Xiaoliang Wang ... Haipeng Dai Yixu Xu Hao Cheng Kun Wang Guihai Chen 98 0 0 22 Oct 2022
Sgap: Towards Efficient Sparse Tensor Algebra Compilation for GPU Genghan Zhang Yuetong Zhao Yanting Tao Zhongming Yu Guohao Dai Sitao Huang Yuanyuan Wen Pavlos Petoumenos Yu Wang 97 4 0 07 Sep 2022
AutoMC: Automated Model Compression based on Domain Knowledge and Progressive search strategy Chunnan Wang Hongzhi Wang Xiangyu Shi 51 0 0 24 Jan 2022