* update hybrid unit test

* remove unused files

* add graphviz to test

* add ability to add attributes to graphviz nodes

* tweak colors

* more interesting graph

* update test model

* add memory management passes

* add Dump

* wip

* remove in-place code from memory layout

* Divert dynamic offset to reference

* update gpu manifest

* Avoid dynamic cast

* [ONNX] Enable softmax test

* Update onnx_import.in.cpp

* change __expf to exp for accuracy

* [ONNX] Enable softplus tests

* style-apply

* batch dot bprop WIP.

* WIP.

* testing.

* clean up debug code.

* comments and var name change.

* clean up.

* format style, batch dot differentiable pass.

* removed debug output.

* added unit test to autodiff, refactored make_function -> make_function_from_file.

* fixed build warning.

* fixed gpu build error.

* clang format fix.

* all test_tools.cpp to find SERIALIZED_ZOO

* remove cmake redef.

* fix unused macro.

* making test cpu only.

* testing build var

* macro test

* verbose makefile test

* style fix

* verbose make

* test/util needs test/models.

* removed debug output.

* refactor fusion type.

* refactor fusion type.

* Retire Reduce, ReduceWindow, SelectAndScatter

* Remove lingering AnyAllReplacement code

* Remove apparently-now-unused macro

* Remove lingering op/reduce.hpp includes

* Remove FunctionCall

* Update Python stuff to remove FunctionCall, Reduce

* Add Any/All tests to GPU manifest

* Remove deleted .hpp #include from gpu_compiled_function.cpp

* Restore reduce_function.cpp since that is where the All/Any implementations ended up residing

* Add reduce_function.cpp back into CMakeLists.txt

* Remove #include of deleted reduce.hpp

* Re-remove AnyAllReplacement from GPU passes

* Remove deleted #includes from gpu_internal_function.cpp

* Remove git conflict stuff (whoops)

* Add newline at EOF, per review comment

* Address flake8 complaint about unused import

* sink pad and slice

* Update reshape_sinking.cpp

* batch size 1 -> 100

* move extern decls to header

* Update reshape_sinking.hpp

* first cut at raspberry pi backend

* rename rpi to generic cpu

* disable cursed test

* Fix signedconv op

* Add assert and change the dynamic scale test case

* Change assert

* Update quantized_conv_bias.cpp

* Update quantized_conv_bias.cpp

* Enable support for group attribute.

* UT for ConvTranspose with groups.

* Validate group attribute value.

* Move helper function to unnamed namespace.

* Access values with bounds checking.

* Fix spelling.

* Simplified & tightened all_close_f parameters

Removed specification of mantissa bits for all_close_f in favor
of just specifying tolerance bits. Tightened up all_close_f default.
Fixed LRN unit test which had insufficient result precision to pass
tighter all_close_f tolerance.

* Addressed PR comments.

Reworked mantissa bit and tolerance constants.
Clarified and improved graph comparison tolerance calculation flexibility.
Clarified unit test tolerance testing.

* UT for Softplus ONNX operator testing edge cases.

* Rename UT model name.

* Handle overflows.

* Add UT for ininite values and check them correctly.

* Update values in comment

* update licenses for 2019

* style

* Add broadcasting to variadic OP in opset 8.

* Apply style format.

* Update onnx_import.cpp

* Add GPUH hybrid backend

* update manifests

* update node operator<<

* fix GOE

* remove debug

* remove debug

* more cleanup

* add parent support to cpu and intel gpu backend tensors

* cleanup

* fix odd failure when printing node during construction

* fix node output

* address review comments

* style

* Support dynamic scales for Qconv's and Dequantize

* Remove constant folding

* add additional dynamic_quantize unittest

* add another mxnet quantize unittest

* add additional dynamic_dequantize tests

* fix shape error

* add dynamic signed_quantize unittest

* Pass correct scale

* Refactoring

* Added dynamic scale support for QCBA and QCBSA

* Refactor to create MKLDNN primitives on the first iteration

* remove stray code

* unused variables

* remove extraneous line

* Graph comparison testing quiet unless problem is detected.

* Fixed file formatting

* Renamed ss => msg

* cleanup and add enum

* new type working

* enum works

* use type enum

* cleanup

* fix errant past to source file

* fix type

* safely construct the type map

* fix get_type_info_map return type

all_close_f error reporting clarification. all_close_f test cases spaced out for easier interpretation. (#2247)