Predoo: precision testing of deep learning operators

Author:

Zhang Xufan1,Sun Ning1,Fang Chunrong1,Liu Jiawei1,Liu Jia1,Chai Dong2,Wang Jiang2,Chen Zhenyu1

Affiliation:

1. Nanjing University, China

2. Huawei, China

Funder

Fundamental Research Funds for the Central Universities

National Natural Science Foundation of China

Publisher

ACM

Reference43 articles.

1. Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving and Michael Isard. 2016. Tensorflow: A System for Large-scale Machine Learning. In $USENIX$ Symposium on Operating Systems Design and Implementation. 265–283. https://www.usenix.org/conference/osdi16/technical-sessions/presentation/abadi Martín Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving and Michael Isard. 2016. Tensorflow: A System for Large-scale Machine Learning. In $USENIX$ Symposium on Operating Systems Design and Implementation. 265–283. https://www.usenix.org/conference/osdi16/technical-sessions/presentation/abadi

2. Evaluating deep learning techniques for dynamic contrast-enhanced MRI in the diagnosis of breast cancer

3. Symbolic Path-Oriented Test Data Generation for Floating-Point Programs

4. On-the-fly detection of instability problems in floating-point program execution

5. The Oracle Problem in Software Testing: A Survey

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