Copilot Refinement: Addressing Code Smells in Copilot-Generated Python Code

no code implementations • 25 Jan 2024 • Beiqi Zhang, Peng Liang, Qiong Feng, Yujia Fu, Zengyang Li

The results show that 8 out of 10 types of Python smells can be detected in Copilot-generated Python code, among which Multiply-Nested Container is the most common one.

Code Generation

Understanding Bugs in Multi-Language Deep Learning Frameworks

no code implementations • 5 Mar 2023 • Zengyang Li, Sicheng Wang, Wenshuo Wang, Peng Liang, Ran Mo, Bing Li

Third, we found that 28. 6%, 31. 4%, and 16. 0% of bugs in MXNet, PyTorch, and TensorFlow are MPL bugs, respectively; the PL combination of Python and C/C++ is most used in fixing more than 92% MPL bugs in all DLFs.