Controlled experiments show Improper Model Reuse and Unreleased Tensor References in TensorFlow/Keras increase electricity use by 32% and 46% respectively, with proportional CO2 emission increases that are statistically significant.
2014.Refac- toring for Software Design Smells: Managing Technical Debt
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The Hidden Environmental Cost of Poor Coding Practices in TensorFlow and Keras Applications: A Study on Resource Leaks and Carbon Emissions
Controlled experiments show Improper Model Reuse and Unreleased Tensor References in TensorFlow/Keras increase electricity use by 32% and 46% respectively, with proportional CO2 emission increases that are statistically significant.