'Tensorflow Extended (TFX): Is there an easy way to debug functions from Transorm component?
I am supposed to modify a function which is a part of Transorm component. It is a long series of tensorflow operations and I am not sure a. how particular steps affect processed variables b. what does my input look like. I can't just run them in eager mode because most of them are graph-mode-only. Does anyone know an easy way to see effects of particular lines?
Solution 1:[1]
The easiest way is probably by writing a unittest using tft_unit: https://github.com/tensorflow/transform/blob/0b55b89da3f2e737a8d4847a060d644181ddce9c/tensorflow_transform/beam/tft_unit.py#L85
This way you can feed test data, add prints if needed, and iteratively make changes to the preprocessing_fn.
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
| Solution | Source |
|---|---|
| Solution 1 | Zohar |