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Aruna Balasubramanian

2 accepted papers

2021

IrEne-viz: Visualizing Energy Consumption of Transformer Models

EMNLP 2021system demonstrations

IrEne is an energy prediction system that accurately predicts the interpretable inference energy consumption of a wide range of Transformer-based NLP models. We present the IrEne-viz tool, an online platform for visualizing and exploring energy consumption of various Transformer-based models easily.…

2021

IrEne: Interpretable Energy Prediction for Transformers

ACL 2021long

Existing software-based energy measurements of NLP models are not accurate because they do not consider the complex interactions between energy consumption and model execution. We present IrEne, an interpretable and extensible energy prediction system that accurately predicts the inference energy co…