Supplementary Materials PERFOGRAPH: A Numerical Aware Program Graph Representation for Performance Optimization and Program Analysis

Neural Information Processing Systems 

We investigated the effectiveness of Digit Embedding. We can see that the numbers in the (100090-100140) range are clustered together. We investigated with more ranges. Figure 3 shows the 2-d embedding of decimal numbers in the range [1.0, 10.0] and [20.0-31.0]. And the numbers with larger differences like (1.6478, 30.7010), (5.339, 30.5113) are far from Please note that in this setup, the Digit Embedding is still applied.

Similar Docs  Excel Report  more

TitleSimilaritySource
None found