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Please change this boolean "CoreMLConversion" in swiftformer.py to True before converting your model to mlmodel. The normalization layer is currently not supported by coreml and this boolean disables this layer. I raised an issue into coreml and hopefully they support it soon.
Please let me know if you still not be able to reproduce the same performance.
I download the mlmodel which mentioned in Readme and also use almost the same environment to convert pytorch model to mlmodel
the left is mine, the right is downloaded from https://drive.google.com/file/d/1tZVxtbtAZoLLoDc5qqoUGulilksomLeK/view?usp=sharing
here is the layer distribution diff
and here is the performance diff
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