A checker is needed for inputs of Conv layers. #65214
Labels
stat:awaiting response
Status - Awaiting response from author
subtype:windows
Windows Build/Installation Issues
TF 2.16
type:bug
Bug
Issue type
Bug
Have you reproduced the bug with TensorFlow Nightly?
Yes
Source
source
TensorFlow version
tf 2.16
Custom code
Yes
OS platform and distribution
WIndows10 & Linux
Mobile device
No response
Python version
No response
Bazel version
No response
GCC/compiler version
No response
CUDA/cuDNN version
No response
GPU model and memory
No response
Current behavior?
As disscussed in #64396, it should be considered as an abnormal input when kernel_size > input_size, while currently the Conv layers will silently generate an unexpected output, therefore maybe a checker is needed here.
The code to reproduce this issue:
In my opinion, this code should not generate an output, a warning or error is expected since the kernel(3x3) is larger than input (2x2).
Standalone code to reproduce the issue
Relevant log output
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