Guoping Long | DeepAI

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∙ 04/22/2022

Efficient Pipeline Planning for Expedited Distributed DNN Training

To train modern large DNN models, pipeline parallelism has recently emer...

0 Ziyue Luo, et al. ∙

∙ 09/23/2020

FusionStitching: Boosting Memory Intensive Computations for Deep Learning Workloads

We show in this work that memory intensive computations can result in se...

0 Zhen Zheng, et al. ∙

∙ 07/08/2020

Auto-MAP: A DQN Framework for Exploring Distributed Execution Plans for DNN Workloads

The last decade has witnessed growth in the computational requirements f...

34 Siyu Wang, et al. ∙

∙ 07/02/2020

DAPPLE: A Pipelined Data Parallel Approach for Training Large Models

It is a challenging task to train large DNN models on sophisticated GPU ...

1 Shiqing Fan, et al. ∙

∙ 11/24/2019

FusionStitching: Boosting Execution Efficiency of Memory Intensive Computations for DL Workloads

Performance optimization is the art of continuous seeking a harmonious m...

0 Guoping Long, et al. ∙

∙ 10/14/2019

Characterizing Deep Learning Training Workloads on Alibaba-PAI

Modern deep learning models have been exploited in various domains, incl...

0 Mengdi Wang, et al. ∙

∙ 10/11/2019

Efficient and Adaptive Kernelization for Nonlinear Max-margin Multi-view Learning

Existing multi-view learning methods based on kernel function either req...

0 Changying Du, et al. ∙

∙ 10/10/2019

Learning beyond Predefined Label Space via Bayesian Nonparametric Topic Modelling

In real world machine learning applications, testing data may contain so...

14 Changying Du, et al. ∙

∙ 11/13/2018

FusionStitching: Deep Fusion and Code Generation for Tensorflow Computations on GPUs

In recent years, there is a surge on machine learning applications in in...

0 Guoping Long, et al. ∙

∙ 04/30/2017

A Conditional Variational Framework for Dialog Generation

Deep latent variable models have been shown to facilitate the response g...

0 Xiaoyu Shen, et al. ∙

∙ 04/12/2016

GPU-FV: Realtime Fisher Vector and Its Applications in Video Monitoring

Fisher vector has been widely used in many multimedia retrieval and visu...

0 Wenying Ma, et al. ∙

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