Rationing bandwidth resources for mitigating network resource contention in distributed DNN training clusters

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

Distributed deep neural network (DDNN) training becomes increasingly compelling as the DNN model gets complex and the dataset grows large. Through an ......

Probability gate model based methods for approximate arithmetic circuits reliability estimation

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

With the rapid development of approximate computing technology, the reliability evaluation of approximate circuits has attracted significant interest.......

Editorial for the special issue on high performance distributed computing

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

RAMCI: a novel asynchronous memory copying mechanism based on I/OAT

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

Memory copying is one of the most common operations in modern software. Usually, the operation reflects a synchronous (sync) CPU procedure of memory c......

Pneumoconiosis identification in chest X-ray films with CNN-based transfer learning

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

Pneumoconiosis is one of the most universal and severe occupational diseases in the world today. The diagnosis of pneumoconiosis mainly depends on the......

Replica-aware data recovery performance improvement for Hadoop system with NVM

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

The non-volatile memory (NVM) is the promising device to store data and accelerate big data analysis due to its excellent I/O performance. However, we......

Deployment and verification of machine learning tool-chain based on kubernetes distributed clusters

期刊： CCF TRANSACTIONS ON HIGH PERFORMANCE COMPUTING, 2021; 3 (2)

In the field of software engineering, the environmental dependency conflict is a significant problem facing software engineers. Containerization (Pahl......