Tests to expose bugs in Convolutional Layers With Time Padding
Tests to expose bugs in Convolutional Layers With Time Padding

There are several bugs that are noted with comments in the tests.

- SAME with strides shrinks the padding tensor and there is unpadded values in the output.
- VALID padding is completely broken without strides.

More importantly, the output for a padded sequence should not depend on the length dim. Currently there is a bug with this in the implementation for non-causal strided convolutions. The test exposes this bug.

PiperOrigin-RevId: 308560812

tensorflow/lingvo,tensorflow/lingvo,tensorflow/lingvo,tensorflow/lingvo