Generalized Pipeline Parallelism For Dnn Training

Generalized Pipeline Parallelism for DNN Training

PipeDream: Generalized Pipeline Parallelism for DNN Training

GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism

Neural_Acceleration_Study

GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism

GCA:122 Distributed Deep Learning of ResNet50 and VGG16 with Pipeline Parallelism

PiPPy: Automated Pipeline Parallelism for PyTorch

Efficient Large-Scale Language Model Training on GPU Clusters

SOSP 2021: Gradient Compression Supercharged High-Performance Data Parallel DNN Training

PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning Clusters

Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines

Scalable Parallel Computing Lab, SPCL @ ETH Zurich

PipeDream: Model, Data & Pipeline Parallelism

"Chimera: Efficiently Training Large-Scale NNs with Bidirectional Pipelines", Shigang Li, ETH Zurich

EMC2 Energy Efficient ML and Cognitive Computing

System design: Multithreading - Pipeline Parallelism

OSDI '22 - Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning

Pipeline Parallelism - Interactive 3D Graphics

Model vs Data Parallelism in Machine Learning

SysML 19: Anand Jayarajan, Priority-based Parameter Propagation for Distributed DNN Training

SysML Conference

Parallelize Pipeline Processing With Sub Node Parallelization - How I Write Pipes Part IV

DataEngineerOne

M4LA 2021 - Anna Goldie - Model Parallelism and Chip Floorplanning with Deep Reinforcement Learning