Deep Program Understanding

Teaching machines to understand complex algorithms

Downloads

February 2020

TensorFlow 2 library implementing Graph Neural Networks.

Github for Microsoft TensorFlow2 GNN Library

August 2018

This is PointSQL, the source codes of Natural Language to Structured Query Generation via Meta-Learning and Pointing Out SQL Queries From Text from Microsoft Research. We present the setup for the WikiSQL experiments.

Github for Pseudo-Task MAML

April 2018

This download contains the graphs (parsed source code) for the open-source projects used in the ICLR 2018 paper “Learning to Represent Programs with Graphs”. In this work, we present how to construct graphs from source code and how to scale…

Download for Learning to Represent Programs with Graphs Dataset – ICLR 2018