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Udpated concat axis to match image_data_format in keras #2946

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What would you like to be added:

The concatenation axis in src/sdk/pynni/nni/nas/tensorflow/mutator.py is fixed to 0 which does not reflect image_data_format setting in keras.json config.

Why is this needed:

This will cause the model to concatenate multiple inputs in the skip connections in the wrong dimensions. Users might get Incompatible shapes error if he uses multiple filter sizes.

Without this feature, how does current nni work:
nni only allows concatenating in the first dimension. This will fail if image_data_format is channel_last.

Components that may involve changes:
src/sdk/pynni/nni/nas/tensorflow/mutator.py

@ultmaster ultmaster merged commit 3ffd105 into microsoft:v1.9 Oct 19, 2020
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