* change float comparisons from == to all_close_f

* style

* address a few more direct float comparisons

* add missing include

* specify tightest tolerance for Broadcast and Reshape tests

* Increased tightness of float testing

Increased tightness of float testing via MIN_FLOAT_TOLERANCE_BITS parameter

* style

* Added sqrt to constant folding

* Added negative sqrt checking

* add copy_from on GPUTensor

* add test

* remove unused code in test

* fix warning

* fix type

* fix comment texg

* using all_cloase for test

* Enable onnx, protobuf and onnx import on Windows.

* Apply style.

* Cleaner API doc reference for compile call

* Add a useful table for nGraph namespaces

* Remove layout namespace

* Show exploding kernel problem on illustration like IEEE preso

* WIP branch for new documentation restructuring that is a huge pain

* Fix the doc reorg mess

* Fix underline

* List of passes disclaimer note

* Update disclaimers on README

* More cleanup of doc reorg

* Update core docs

* Update overview on core

* Add PR feedback

* Get rid of all the gazillion of doc build errors from rearranging stuff

* Add section on tutorials

* Update branch

* Cleanup intro

* Add better detail to overview

* Revise buildlb instructions and add better title for contributing to doc

* Note about unit tests

* Editing

* Update core overview namespace table and fix more broken links due to ToC changes

* Add doc on pass manager register and run passes code from unit tests

* Add doc on pass manager register and run passes code from unit tests

* Make the compiler passes section more awesome

* Consistent sentence case on all ToC headings

* Update for gold docs

* Add better detail about execution interface

* Minor edits

* Revert strange change

* Update with bucketed list of passes

* Fix build error

* Copy and install all mkldnn libraries if versioning is enabled on linux.

* Replace magic numbers with variables.

* Support mkl-dnn library versioning on macos.

- Enable caching irrespective of cacheability hints when reuse_memory is disabled

* Add construction API for Transpose

* Add type propagation unit tests for Transpose

* Add Transpose to op_tbl, add cases for serializer, stub out execution in INTERPRETER

* Add docs for Transpose

* Remove commented-out code

* Add stub cases for op_tbl-dependent stuff

* Fix missing FAIL()s in the transpose exception checks; fix validate_and_infer_types check

* add unit tests for the two versions of Backend create_tensor

* disable new unit test on GPU until we have time to address it

* Set rpath for mkl-dnn.

* Set library rpath to  on Linux.

* Use patchelf to set rpath of prebuilt mklml library.

* Add patchelf to Linux Dockerfiles.

* Revert "Add patchelf to Linux Dockerfiles."

This reverts commit 1769505a866061552942e19467ddcc0dad0922e8.

* Revert "Use patchelf to set rpath of prebuilt mklml library."

This reverts commit 726f6553a0450520328607177d64baf48fa93dd2.

* Copy cldnn runtime.

* Copy mlsl libraries.

* QuantizedDot and QuantizedDotBias ops CPU impl

* add builders and unittests

* fix CI issue

* fix GPU emitter build

* Remove duplicate line.

Previous code silently crashes when node is not a op.

* Add support for shape-specializing functions

* Move PR comment into docstring for specialize_shapes

* Fix some broken unit tests

* Add stub cases for op_tbl-dependent stuff

* Revert "Add stub cases for op_tbl-dependent stuff"

This reverts commit 2153967dc2fe544ca78a99548c8bb3cdfefc8470.

* IntelGPU backend: Convert operation fix to be friendly with CPU floating point conversion

* PR2485. Exclude tests from GPU backend

* PR2485. Apply new tests changes

* Make this PR INTELGPU specific only

* Remove new tests from the list

* Update intelgpu_op_custom_kernels.cpp

* Update intelgpu_op_custom_kernels.cpp

* Update intelgpu_op_custom_kernels.cpp

* Update intelgpu_op_custom_kernels.cpp

* Adds basic support for provenance

* undoing accidental white space change.

* Fixes style errors

* Cometic changes.

* Addresses review comments. 1.Makes reference constant and 2.changes remove function type to void.

* Start updating doc for 0.16 release

* Fix spacing on README that renders oddly on the website

* Fix broken links on README resultant from doc reorg

* Fix up README that had broken links

* Test convolution via all_close_f

* Test avg pool via all_close_f

* Moved constant into start of generated file

* Lin quant ONNX operators

* Add EOL at EOF

* Update licence year

* Cleanup namespaces

* Add missing headers

* Check if group is correct

* Remove Check in dequantize

* Remove TODO

* Add converting zero point to data element type

* Remove unused scale variable

* Removing zero point

* Remove make_ng_conv_bias helper function

* Add test for Quantize Linear

* Remove dead code

* Add test for Dequantize Linear

* Add Quant Conv test

* Convert models to prototxt

* Remove artifact test

* Skip test on INTERPRETER

* Style check

* Remove stupid skipping

* Enable test skipping in onnx_backend tests

* Skip GPU tests on quantized operators

* Review fix

* add error msg is not pass device pointer to GPUtensor

* add check to create_tensor

* fix bug

* mv from cpu to gpu

* style

* fix if else and nullptr

* Remove _backwards from conv backprop ops.

FLip filter in backprop_data instead of general_convolution

* Review comment

* Don't segfault trying to be informative about empty tensors

* Review comments

* mkl-dnn prebuilt: Use IMPORTED_LINK_INTERFACE_LIBRARIES to ask to link mklml and omp runtime.

* mkl-dnn prebuilt: fix IMPORTED libraries related issues.

* Setup target libmkl for prebuilt mkl-dnn.

* use Node.get_users() to replace deprecated func

* use const ref instead of auto

* used const auto& in graph_util.cpp

* Update introduction.rst

* First commit for PaddlePaddle documentation

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* PaddlePaddle design diagram

* Update paddle_integ.rst

* PaddlePaddle nGraph directory structure

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Update paddle_integ.rst

* Add edits from PR 2578

* update paddle_integ.rst

* limit user option to one flag

* add space for if

* check if intel cpu only backend

* cosmetic

* make it clear

* Align to look pretty

* docs update