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- W4286331382 abstract "The growing application of DL makes detecting and fixing defective DL programs of paramount importance. Recent studies on DL defects report that TensorFlow API misuses represent a common class of DL defects. However to effectively detect, fix, and verify them remains an understudied problem. This paper presents the TensorFlow API misuses Detector And Fixer (TADAF) technique, which relies on 11 common API misuses patterns and corresponding fixes that we extracted from StackOverftow. TADAF statically analyses a TensorFlow program for identifying matches of any of the 11 patterns. If it finds a match, it automatically generates a fixed version of the program. To verify that the misuse brings a tangible negative effect, TADAF reports functional, accuracy, or efficiency differences when training and testing (with the same data) the original and fixed versions of the program. Our preliminary evaluation on five GitHub projects shows that TADAF detected and fixed all the API misuses." @default.
- W4286331382 created "2022-07-21" @default.
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- W4286331382 date "2022-03-01" @default.
- W4286331382 modified "2023-10-06" @default.
- W4286331382 title "Detect, Fix, and Verify TensorFlow API Misuses" @default.
- W4286331382 doi "https://doi.org/10.1109/saner53432.2022.00110" @default.
- W4286331382 hasPublicationYear "2022" @default.
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