Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Asinh dynamic shape support prototype

* Asinh static shape test

* Asinh dynamic shapes test

* Unified asinh implementation for static and dynamic shapes

* Atanh dynamic shapes support

* Style apply

* Acosh dynamic shape support

* Tests update

* Style apply

* Update PlaidML manifest

* Use default tolerance bits

* Style apply

* Def tolerance bits for dynamic tests

* Rename dim_param

* Update acosh.prototxt

* Update acosh_dyn_shape.prototxt
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Start

* Move Input

* Move Output

* Move ostream
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Extend normalization. Part.1

* Normalize axis. Part.2

* Code review remarks introduced

* Fixed normalizes ranges type

* Trigger CI
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Update onnx_import_provenance.in.cpp

* Update onnx_import_dyn_shapes.in.cpp

* Update constant_folding_one_hot.cpp

* Update constant.hpp

* Update constant.hpp

* Update constant_folding_one_hot.cpp

* Update onnx_import_provenance.in.cpp

* Update onnx_import_dyn_shapes.in.cpp
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Update table.

* More updates.
Co-authored-by: Michał Karzyński <postrational@users.noreply.github.com>
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

This PR disables treating warnings as errors by default so that
nGraph can be built with compiler versions that are not currently
tested in CI. We could enable Werror in CI for those compiler versions
we want to target for warning-free builds.
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Squeeze/Unsqueeze dynamic input type/rank infer

* Unit-tests

* style

* Removed squeeze Rank propagation

* Fixed comment

* Revert comment back

* Comment resolved

* Style fixes

* Moved unsqueeze axis check

* Style

* Discussion resolved

* Style

* Assert in decompose_op, if output shape is not static

* Style
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Cleanup headers

* Fix more headers

* Fix compile error

* Fix plaid build error
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Robert Kimball <robert.kimball@intel.com>

Co-authored-by: Sang Ik Lee <sang.ik.lee@intel.com>
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Fixed warning "control reaches end of non-void function"

* Fixed codestyle
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: asemx <998264+asemx@users.noreply.github.com>
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

This reverts commit 43172068.
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* [MLIR] MLIR repo update

* Revert test

* More MLIR repo forward

* Move MLIR repo forward

* Add Loop-to-Std lowering pass to nGraph pipeline
Co-authored-by: Robert Kimball <robert.kimball@intel.com>
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Add replaceable topological sort to Function

* Cleanup

* Cleanup unit test

* Address review comment

* Fix missed item in merge
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Use ConvolutionBackpropData in ONNX ConvTranspose operator.

* Replace deprecated functions and update documentation.

* Remove GroupConvolutionTranspose fused op.

* Add more UT for GroupConvolutionBackpropData.

- They're transformed from GroupConvolutionTranspose

* Fix validate_and_infed types for ConvolutionBackpropData v1.

* Add new constructor for GroupConvolutionBackpropData

- Additionally do some code formatting.

* Improve validation in GroupConvBackprop v0.

* Update/fix upgrade & downgrade passes for
(Group)ConvolutionBackpropData.

* Add decomposition and validation for GroupConvolutionBackpropData:v1

* Type properties UT for GroupConvolutionBackprop v1

* Remove include of deleted header.

* Add squeeze to opset1::builder.

* Use opset1 squeeze.

* Helper functions for padding and output spatial shape inference.

These helper functions are specialized only for *ConvolutionBackpropData operators.

* Update documentation.

* Add more checks and remove deprecated assert.

* Refactor GroupConvolutionBackpropData validation.

- Use helper functions to infer padding and output shape.
- Change get_output_shape to return only spatial features dimensions

* Remove unnecessary code from donwgrade pass.

The GroupConvolutionBackpropData node has already computed all those required
information.

* Call Node API. Small review suggestions.

* Work only on spatial dimensions inside helper functions.

* Enhance documentation for ConvolutionBackpropData

* Refactoring.

* Reuse values computed in downgraded operator.

* Check for correct filters input shape.

* Add additional check on auto pad value.

* Remove unused variables.

* Rename helper function.

* Add more checks.

* Override is dynamic and add more restrictive check.

* Fix merge artifact and force unsigned type for argument.

* Review comments: renaming.

* Change Convolution + bias pattern.

Change from bias broadcasting to appropriate convolution output shape
into reshape into (1, C, 1, 1) shape, which sould work better.

* Add few more test cases for ONNX ConvTranspose op.

* Skip one UT failing on PlaidML backend due to accuracy.

* Failed test if not v1 with error Unsupported ops detected

* Python test for execution unit-test

* Finilize printing csv file with opset1

* Finilize test development

* style-check

* Fixed ov_runtime tensor

* Fixed code style

* Apply suggestions from code review
Co-Authored-By: Geoffrey Wenger <geoffrey.wenger@intel.com>

* Fixed comments
Co-authored-by: Ilya Churaev <ilyachur@gmail.com>
Co-authored-by: Geoffrey Wenger <geoffrey.wenger@intel.com>

Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

* Make passes work with list<nodes>

* Convert ops returned by Function from list to vector

* fix build error
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Robert Kimball <robert.kimball@intel.com>
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Sang Ik Lee <sang.ik.lee@intel.com>

Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Helper function get_axes_mapping.

* Enhance Broadcast:v1 NUMPY broadcasting.

- Enable NUMPY broadcasting mechanism to work in bothdirections:
    target_shape <-> arg_shape

* Add opset1:squeeze and fix bug in reading squeezed axis idx.

* Fix and enhance downgrade pass for Broadcast:v1

* Use Broadcast:v1 in ONNX Expand operator.

* Replace Broadcast:v0 with v1 in some helper functions.

* Remove call to deprecated legacy_broadcasting helper function.

* Add helper get_axes_mapping_output function.

* Use directly Broadcast:v1 instead of helper function.

* Get back operators from v0 in helper function.

* Use helper function and some refactoring.

* Add legacy style broadcast helper function for opset1.

* User helper broadcasting function for arithmetic operators.

* Add empty axis only if its size is equal to one.

* Aplly review remarks:

- Rename broadcasting function deleting _values_ infix
- Remove variables used only once.
- Use STL library where possible.
- Remove unnecessary conditions.

* Add helper for Broadcast:v1.

* Fix merge artifact and force unsigned type for argument.

* Review. Add additional check for static output.

* Apply clang-format.

* Fix: call v0 ops in ngraph::builder namespace.
Co-authored-by: Robert Kimball <robert.kimball@intel.com>

* Address warnings generated when compiled with gcc 4.8 and -Wall

* Don't set -Wall for external projects

* Pass CMAKE_ORIGINAL_CXX_FLAGS not CMAKE_CXX_FLAGS to external projects.

* Fix pragmas for gcc 4.8

* fix windows build
Co-authored-by: Sang Ik Lee <sang.ik.lee@intel.com>
Co-authored-by: Scott Cyphers <diyessi@users.noreply.github.com>

This reverts commit 90a1f581.