Channels last question

Not sure what you mean by “put channels explicitly”. If you mean you manually transposed the tensor so that channels dim is the last one, then yes, it will fail, because “channels_last” feature is designed to work with tensors in their default shapes. The transformation happens internally.

Like I said, this is going to be confusing to people until the docs and error messages are improved.