Before revision:  Through this characterization, we show that our across-stack profiling solution provides insights (which are difficult to discern otherwise ) on the characteristics of ML models, ML frameworks, and GPU hardware .
After revision:  Through this characterization, we show that our across-stack profiling solution provides insights (which are difficult to discern otherwise .