SPNC: An Open-Source MLIR-Based Compiler for Fast Sum-Product Network Inference on CPUs and GPUs

Author:

Sommer Lukas1,Axenie Cristian2,Koch Andreas1

Affiliation:

1. Embedded Systems and Applications Group, TU Darmstadt,Germany

2. Intelligent Cloud Technologies Laboratory,Huawei Munich Research Center,Munich,Germany

Publisher

IEEE

Reference17 articles.

1. Evolutionary multi-level acyclic graph partitioning

2. Sum-Product Networks for Robust Automatic Speaker Identification

3. Spn-asi;nicolson,2020

4. Random sum-product networks: A simple but effective approach to probabilistic deep learning;peharz;Proceedings of UAI,2019

5. Rat-spn;peharz,2019

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Lifting Code Generation of Cardiac Physiology Simulation to Novel Compiler Technology;Proceedings of the 21st ACM/IEEE International Symposium on Code Generation and Optimization;2023-02-17

2. GPU Code Generation of Cardiac Electrophysiology Simulation with MLIR;Euro-Par 2023: Parallel Processing;2023

3. Programming Autonomous Machines : Special Session Paper;2022 International Conference on Embedded Software (EMSOFT);2022-10

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