* First pass, remove QDot as experimental op, add it as core op, test case failing

* Change QuantizedMatmul API

* Tests for QuantizedDot passing, cleanup required

* Move test cases to backend_test.in.cpp

* Change reference dot API to take scale and zero point

* Onnx matmul integer tests passing

* Add validate_and_infer_types()

* Add more checks for QDot

* Add type prop tests

* Add interpreter support

* Add serializer support

* Disable tests in other backends

* Fix test and add codegen support

* Make axes optional argument

* Change fusion pattern

* Copyright

* merge changes

* more merge changes

* Fix more merge conflicts

* change builders to reflect new changes

* cleanup

* Add reduction_axes to the API

* Fix onnx test cases

* Remove debug comments

* Fix CI

* disable plaidml tests

* Remove comment

* Opt /doc/examples into the new comment-wrapping rules

* Typo

* Update rst line number refs

* Remove QuantizedMaxPool

* Remove QuantizedAvgPool

* Disable tests for plaidML

* Fix CI

* Add correct casting for int8 type in reference kernel

* Disable tests for GPU

* Normalize BatchNorm test names

* unit test renamed so manifest must be updated

* Dynamic version of builder::flatten

* Remove as_single_output_node (no longer needed)

* Temp fix for dyn elimination

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Un-relax comment wrapping in src/ngraph/pass

* Remove .clang-format

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/descriptor

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Remove .clang-format

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Un-relax comment wrapping in src/ngraph/builder

* Remove .clang-format

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Un-relax comment wrapping in src/ngraph/pattern

* Remove .clang-format

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Un-relax comment wrapping in src/ngraph/state

* Remove .clang-format

* Changed name from Normalize to Normalize2

* Changed name from Normalize to Normalize2 in tests

* Changed name of normalize source files

* Removed across spatial and channel shared params

* Removed scale and introduced input axes

* Support for axes input was introduced

* Added possibility to choose method of bias using

* Clang style applied

* Code review remarks introduced

* Code review remarks introduced

* Added python script to generate normalize_l2 test data

* Plant an updated .clang-format in src/ngraph, with overrides in each subdir thereof

* Whoops, forgot to commit the actual .clang-formats

* Remove src/ngraph/type/.clang-format (it was having no effect)

* Remove src/ngraph/distributed/.clang-format (it was having no effect)

* Remove src/ngraph/codegen/.clang-format (only one file was affected, so it's a wash)

* Remove src/ngraph/autodiff/.clang-format (only one file was affected, so it's a wash)

* Un-relax comment wrapping in src/ngraph/state

* Revert "Un-relax comment wrapping in src/ngraph/state"

This reverts commit 41fc50fb92bffb7f5aca4126eb1267f00dcca727.

* Changed required image_shape type from u64 to float

* Proposal op was adjusted

* Clang styles applied

* Added missing new line

* Fixed problem with narrowing conversion

* Code review remarks

* Removed checking types of Proposal input params

* Removed unused input element type variables

* Separate dynamic loading from static linking

* Missed find_my_pathname

* Add method to check if an Executable can create tensors

* Add a Backend check to see if Executable can create tensors

* Update per review comment

* style

* Possible fix so that backend does not keep holding on to the dummy ng_exec

This PR starts the modular approach that we discussed to enable
clang-format on comments so that they are automatically formatted
instead of having to do that manually. It only covers the src/contrib
directory.

* Use f64 APFloat

* PR feedback

* [MLIR] Disable support for boolean type in MLIR

Ops on boolean types are currently not supported by MLIR Compiler until
the proper i1<->i8 type conversion mechanism is in place.

* Add example.

* Fix typo

* Stage README for review pre-release

* Latest README graphic

* Update links on README

* Copy outputs only if the use is outside the sub-graph

* Use unordered_set find

* Fix cycle detection during sub-graph construction

* small refactor

* style-apply

* - Add graph pass method for onnx lstmcell rewrite with lstm cpu op
- insert reshapes to keep the weights in ldigo format
- test case for onnx LstmCell to CPU Lstm

* fix typo

* - check LSTMCell for the fused op decomposistion in the backend

* - fix bug in onnx_lstm graph pass
- passes unit test

* style-fix

* - fix compilation error
- use IFCO gate ordering for bias

*  - Skip LSTMCell to LSTM CPU fusion for peephole

* - add comment && remove duplicate function

* -use dynamic_pointer_cast to check for constant

* - onnx bias will be of shape (2 * gates_count * hidden_size) bias of Wb and Rb are concatenated, we will split the bias, add and rearrange in order IFCO

* - Use most derived LSTM ctor for pattern matching

* - Style Fix

* style fix

* Address PR comments

* - add support for graph pass (MKLDNN version > 1) for mapping LSTMCell -> LSTM CPU op

* fix unit test failure for MKLDNN V1.0

* [FUSED] Change alpha attribute in Elu from dynamic to static

* Fix python API

* Fix failing python test

* Remove unnecesary test

* Fix merge artifact

* Review fix I

* Review Fix PyAPI