* add some docs for onnx

* Update install documentation

- Clarify the make -j use case from bob's PR
- Fix the words to be less wordy in some places - unit test does
  not need its own section
- Add placeholder for onnx integration discussion w Michal
- See if doxyfile adjustment can build docs faster

* Update install documentation

- Clarify the make -j use case from Bob's PR with Adam's suggestion
- Fix the words to be less wordy in some places - unit test does
  not need its own section
- Add placeholder for onnx integration discussion w Michal
- Fix Framework Integration Guide top links to be bullets
- See if doxyfile adjustment can build docs faster
- Fix grammar to the rendered title of embedded link

* Update framework-integration-guides.rst

* Update install.rst

* Update install.rst

* WIP review docs for onnx tutorial

- Fixed install instructions to clariy use of make -j as per discussion
- Added tutorial on how to run inference for CIFAR10 ResNet
- Condensed some instructions to involve less clicks when reading on web

* Friendly API for Ngraph++ Python bindings

* Preview doc build for review

* Preview doc build for review small edit

* More collab editing changes

* Make sure intro gets updated in both places

* Really add the changes this time

* PR review comments added

* Match changes made on 79c77fdd to resolve merge conflict

updated the contrib/docker/README.md to align with the latest updates

updated formatting for contrib/docker/README.md

renamed INSTALL to INSTALL.md

updated formatting for INSTALL.md

* modified references for ngraph repo rename - part 2

* updated the ngraph repo name reference in the INSTALL readme file

* add compile benchmark

* add help when error

* rough draft but needs to use get_n to get the right input

* v2 fully working but hacky

* remove hacks ; switch back build_users() to users()

* rollback hacks to node.cpp

* perms, remove prints, format

* Added op::Relu and op::Not and enabled corresponding tests.

* Removed softmax for now.

* add onehot op

* refactor broadcast and onehot op

* Added corresponding cudaFree to the cudaMalloc for the cuda pool_base_ptr memory buffer.

* Check for temporary buffer allocation prior to freeing. Add null check on cudaFree.

* Add cpio file read/write class and unit tests

add reserializer

Add unit test for serialize constants to cpio file. Fix bug in serializer if function has no parameters.

Jbobba/mkldnn v0.13

* GPU elementwise emitters now respect input and output tensor types.
This enables the use of binary comparison ops and op::Convert.

* Removed comments.

* All kernels now have type signature
even if the i/o tensors are equivalent type so that
kernels for specific type tensors are unique.

NGMX-391 #close 

* Fix bn construtor
    - assert if gamma or beta dont have rank 1
    - remove redundant checks

* - added gaurds to check if the input and delta shape to mkldnn bn fprop and bprop op has a rank of 4

gpu dot bug fix for bprop

* Updated namespace use in cpp files.

* - Added pattern matcher for bprop sigmoid
- mkldnn emitter code for sigmoid bprop
- Fusion pass unit test for sigmoid bprop
- style fix

* Added test case for bprop sigmoid

* fixed sigmoid bprop test case failure

* fixed bprop unit test values for sigmoid

* style fix

* fix typo

* Addressed PR comments
- added layout assignment pass to ensure delta and input have same layout for SigmoidBprop

Batchnorm bprop layouts and move the last few mkldnn ops to mkldnn_emitter

* fix detailed timing flag

* more detailed info

use op::Constant's data rather than emitting the data in the generated cpp code. This make compile times for trained models something like 100x faster. (#624)