ROCm / ROCm/AMDMIGraphX

Inputs of some operators (requiring standard input shape) become non-standard after some optimization.

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@scxiao is already working on this.

Since Jan 17, 2022.

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Description

This issue begin to happen after we remove the requirement of some operators, e.g., transpose. The scenario is: When parsing a model, input shape to some operators (reshape, reduce_mean) that require standard input shape is standard, but after some optimization, the input becomes non-standard, then an exception is thrown.

This happens in the model in issue# 999. The models are gmixer_24_224, mixer_b16_224, mixer_b16_224_miil_in21k, mixer_b16_224_miil, mixer_l16_224_in21k, mixer_l16_224. It also happened in the model ssd_resnet I am working on.

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