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Papers Compiler Optimization

“Compiler Optimization” 태그가 달린 논문 45편 · 필터 해제

Static Neural Compiler Optimization via Deep Reinforcement Learning

2020-08-20 · Rahim Mammadli, Ali Jannesari, Felix Wolf

The phase-ordering problem of modern compilers has received a lot of attention from the research community over the years, yet remains largely unsolved. Various optimization sequences exposed to the user are manually des…

Compiler OptimizationDeep Reinforcement Learningreinforcement-learningReinforcement Learning+1

Towards Real-Time DNN Inference on Mobile Platforms with Model Pruning and Compiler Optimization

2020-04-22 · Wei Niu, Pu Zhao, Zheng Zhan, Xue Lin 외

High-end mobile platforms rapidly serve as primary computing devices for a wide range of Deep Neural Network (DNN) applications. However, the constrained computation and storage resources on these devices still pose sign…

Compiler OptimizationStyle TransferSuper-Resolution

An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices

2020-01-20 · ECCV 2020 8 · Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu 외

Weight pruning has been widely acknowledged as a straightforward and effective method to eliminate redundancy in Deep Neural Networks (DNN), thereby achieving acceleration on various platforms. However, most of the pruni…

Code GenerationCompiler Optimization

Toward Fast and Accurate Neural Chinese Word Segmentation with Multi-Criteria Learning

2019-03-11 · Weipeng Huang, Xingyi Cheng, Kunlong Chen, Taifeng Wang 외

The ambiguous annotation criteria lead to divergence of Chinese Word Segmentation (CWS) datasets in various granularities. Multi-criteria Chinese word segmentation aims to capture various annotation criteria among datase…

Chinese Word SegmentationCompiler OptimizationComputational EfficiencyQuantization+1

A Survey on Compiler Autotuning using Machine Learning

2018-01-13 · Amir H. Ashouri, William Killian, John Cavazos, Gianluca Palermo 외

Since the mid-1990s, researchers have been trying to use machine-learning based approaches to solve a number of different compiler optimization problems. These techniques primarily enhance the quality of the obtained res…

BIG-bench Machine LearningCompiler OptimizationSurvey
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