4 papers
Towards a Taxonomy of Sustainability Requirements for Software Design
Mandira Roy, Novarun Deb, Nabendu Chaki +1
Software systems are a significant contributor to global sustainability concerns, demanding that environmental, social, technical, and economic factors be systematically addressed…
SEER: Sustainability Enhanced Engineering of Software Requirements
Mandira Roy, Novarun Deb, Nabendu Chaki +1
The rapid expansion of software development has significant environmental, technical, social, and economic impacts. Achieving the United Nations Sustainable Development Goals by 20…
Memory Efficient and Staleness Free Pipeline Parallel DNN Training Framework with Improved Convergence Speed
Ankita Dutta, Nabendu Chaki, Rajat K. De
High resource requirement for Deep Neural Network (DNN) training across multiple GPUs necessitates development of various parallelism techniques. In this paper, we introduce two in…
TiMePReSt: Time and Memory Efficient Pipeline Parallel DNN Training with Removed Staleness
Ankita Dutta, Nabendu Chaki, Rajat K. De
DNN training is time-consuming and requires efficient multi-accelerator parallelization, where a single training iteration is split over available accelerators. Current approaches…