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Signed-off-by: Artur Wojcik <artur.wojcik@amd.com>

Signed-off-by: Artur Wojcik <artur.wojcik@amd.com>

New compiler pass that simplifies dynamic shapes related operators to their static versions if possible
Will normally be used after a split_single_dyn_dim pass

* Rectify flipped coordinate_transformation_mode logic in ROIAlign
* Handle both opset 10 and 16 versions
* Fix version check and clang tidy warning
Co-authored-by: Dino Musić <dino.music@htecgroup.com>

let the user know which targets migraphx was built for and how to build migraphx for their gpu.

In addition, since the bug in the sigmoid test is resolved, also uncomment that temporary disable.

Reduce memory footprint by std::move of temporary (potentially very large) containers.
Minor cleanup for performance optimization: e.g. of Index() calculation -- which can get repeated millions of times in large tensors/vectors in a single Visit.

This PR constitutes the MIGraphX-side changes needed to not break the build in the presence of
ROCmSoftwarePlatform/rocMLIR#1136 , and updates what data is sent in to MLIR during the kernel generation and tuning process.

* Add initial tuning support

* Format

* Add extra param

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* Use exauhstive flag

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* Set expected shapes

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* Fix missing symbol

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* Add missing license header

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* Update src/targets/gpu/include/migraphx/gpu/mlir.hpp

* Updates to add_embed_library

* Fix warnings for extern arrays

* Improve performance of pointwise/reduction kernels when using NHWC layouts

* Format

* Add nhwc test

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* Remove inline namespace

* Add reduce test

* Remove rocblas_gemm_flags_pack_int8x4 in rocblas v3.0 or higher (#2002)

* Update src/targets/gpu/gemm_impl.cpp