Neural Inference of API Functions from Input–Output Examples

Page 1. Neural Inference of API Functions from Input-Output Examples Rohan Bavishi, Caroline Lemieux, Neel Kant, Roy Fox, Koushik Sen, Ion Stoica Workshop on ML for Systems @ NeurIPS 2018 Page 2. ©2018 RISELab API Explosion! 1 Page 3. ©2018 RISELab API Explosion! 2 Page 4. ©2018 RISELab API Explosion! 3 Page 5. ©2018 RISELab API Explosion! 4 Page 6. ©2018 RISELab How to cope? StackOverflow 5 weight kg lbs cat 1 2 dog 2 4 weight cat kg 1 lbs 2 dog kg 2 lbs 4 How do I turn this: into this: in pandas? Just use the stack function! Page 7. ©2018 RISELab StackOverflow problems: Inefficient Solutions 6 weight kg lbs cat 1 2 dog 2 4 weight cat kg 1 lbs 2 dog kg 2 lbs 4 How do I turn this: into this: in pandas? Well, you need to start by building the index pd.MultiIndex(... Page 8. ©2018 RISELab StackOverflow problems: Slow Response… 7 weight kg lbs cat 1 2 dog 2 4 weight cat kg 1 lbs 2 dog kg 2 lbs …