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Examples..

bin/driver verify /codes/onnx_models/resnet50-v1-7/resnet50-v1-7.onnx --split-single-dyn-dim --batch 3 --dyn-input-dim @data "[{min:1, max:4}, 3, 224, 224]"

bin/driver compile /codes/onnx_models/resnet50-v1-7/resnet50-v1-7.onnx --split-single-dyn-dim --default-dyn-dim "{min:1, max:10}" --output resnet50_batch1-10.mxr

bin/driver perf resnet50_batch1-10.mxr --batch 4

prevent dynamically loading the target library that is not compiled with the same version of MIGraphX core lib.

Recent changes #1608 removed migraphx_all_target lib from driver and that led to missing compile time definitions.
Missing compile definitions led to change of default target in driver.

Fixes #1595

* Add driver flag "--exhaustive-tune" to enable tuning, add support for the same in C/C++ and python API

* Print python code

Rewrites the TF batch norm like operators to other MIGX operators
Removes the code related to batch_norm_inference

* Improve type printing in driver
* Improve error with incorrect order for command
* Add spell checking of arguments
* Add validations and required checking
* Add required arguments and groups

 Compiles significantly faster than constructing all the objects. It also reduces recompiles as well.

Updated each source file in the repo with the existing license.

* Show the operator fields in the driver

Allows --fp16 to be used in the driver to compare the target fp16 result and the ref fp32 result.

Currently we have the option of passing in --batch to the driver to change the batch size when the model has a dynamic dim value. We can use this flag to adjust the perf report's rate.

Added features:
This enables wrapping each migraphx operator with rocTX markers.
It adds new knob trace to migraphx-driver binary.

Limitation:

rocTX standalone does not output a file, it needs to be used with rocprof. Example command line:

/opt/rocm/bin/rocprof -i ./in.txt --hip-trace --roctx-trace --flush-rate 10ms --timestamp on -d cagri_out --obj-tracking on /opt/rocm/bin/migraphx-driver trace ./resnet50-v2-7.onnx --onnx --gpu
Co-authored-by: Shucai Xiao <shucai@gmail.com>

* Add a command to list supported onnx operators

* Add version command and option to driver to print migraphx version being used

* Address review comments

* Address review comments

* Fix leftover mistake

* Add newline to version.h.in

* Address review comments

* Fix tidy warning

* Remove unneccesary line from cmake file

* Formatting; remove .o files
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* fix relu6

* add more transposes

* add multi output

* formatting

* add tests

* formatting

* fix tests

* change to_nchw for outputs

* add python api

* fix cppcheck

* remove variable

* fix lambda

* add multi_output test

* add more tests and merge

* fix help message
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* add an api get_main_module

* clang format

* modify onnx unit test for module

* clang format

* refactor ops unit test with the get_main_module

* clang format

* code backup

* clang format

* refine module c api

* add python api for module

* clang format

* fix a python api issue

* clang format

* fix cppcheck error

* clang format

* refine unit tests changes

* clang format

* code backup

* code backup

* clang format

* defer some changes to later PRs

* change return of get_main_module from ref to pointer

* clang format

* add unit tests for the get_main_module_api

* clang format

* fix cppcheck error

* clang format

* fix cppcheck error

* clang format

* add more unit tests for more code change coverage

* clang format

* fixed a unit test error

* clang format

* fix unit test

* clang format

* code backup

* code change for more code coverage

* change program to module in various passes and matcher

* clang format

* modify the pass API

* code backup

* code backup

* clang format

* code backup

* clang format

* Add option to no generate a destroy method

* Formatting

* fix some review comments

* clang format

* fix review comments

* clang format

* clang format

* code backup

* code backup

* clang format

* fix cppcheck errors

* clang format

* clang format

* fix build errors

* clang format

* modify gpu unit tests to using module

* clang format

* fix cppcheck error

* clang format

* Add flag to enable cpu backend

* Make buffers shared

* Enable optimizations

* Formatting

* fix review comments

* code backup

* clang format

* code backup

* clang format

* fix a bug related to a unit test

* clang format

* clang format

* fix a build error

* remove unnecessary code

* remove unnecessary files

* code backup

* clang format

* remove the compile function from the module class

* clang format

* clang format

* remove the context parameter from the from_value method of the module class

* code refinement

* clang format

* merge changes from develop branch

* clang format

* fix cppcheck error

* clang format

* fix a build error

* fixed a merge error

* fix cppcheck error

* fixed review comments

* clang format

* fix cppcheck error

* fix a cppcheck error

* fix cppcheck error

* fix build error caused by merge

* Add missing has_op function

* Formatting

* merge changes from develop branch

* fix a cppcheck error

* fixed some review comments

* clang format

* remove the begin/end function of the program class

* clang format

* refine code and fix cppcheck error

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* add unit tests for more code coverage

* clang format

* fix review comments

* clang format

* fix review comments

* clang format

* fix a build error in debug mode

* clang format
Co-authored-by: Paul <pfultz2@yahoo.com>

* add driver the option to specify param dims

* clang format

* simplify the command line option

* clang format

* fix cppcheck error

* clang format

* refine unit test to have more code coverage

* clang format

* support the variable number of arguments

* clang format

* remove unnecessary code
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* code backup

* clang format

* change corresponding tool files

* clang format
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Add all_targets cmake target

* Rename target

* Add ref target

* Rename tests

* Refactor compiler target

* Formatting

* Verify for every target

* Formatting

* Add verify test suite

* Formatting

* Add initial test programs

* Formatting

* Add rnn tests

* Formatting

* Validate gpu

* Formatting

* Remove old gpu tests

* Fix gpu tests

* Fix ref error

* Fix tidy issues

* Formatting

* Tidy fixes

* Fix header in python api

* Rename to ref

* Use ref in verify_onnx

* Fix tidy issue

* Build with verbose on

* Fix typo

* Remove verbose

* rename some cpu prefix to ref
Co-authored-by: Shucai Xiao <Shucai.Xiao@amd.com>

* add flag

* formatting

* remove env variable

* fix api expression

* add api test

* add api test

* add op test

* formatting

* fix function name

* fix syntax

* formatting

* modify test

* remove test and update doc

* move test to new file

* formatting

* revert test files

* rewrite check

* New
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* Make global variables const

* Tidy fixes

* Disable some lints

* Formatting

* Fix tidy const

* Formatting

* Add missing const keywords

* Formatting

* More fixes

* Fix remaining tidy issues

* Formatting

* Fix rocblas function call

* Formatting

* Fix nodiscard warnings

* Formatting

* Use named parameters

* Remove overload

* Add overload

* Remove noncps

* Use named param for node

* Add auto register header

* Use named parameters

* Refactor jenkinsfile

* Fix shadow

* Add missing body variable

* Add more const methods

* Add hip-clang docker builds

* Remove comments

* Add clang-format

* Add more const

* Formatting

* Rename stage

* Disable check

* Add another const

* Add python 2 dev packages

* Add sphinx to dockerfile

* Add save/load functions

* Formatting

* Add loading and saving to the driver

* Formatting

* Add return

* Serialize the context with the program

* Formatting

* Add python API

* Formatting

* Add c/c++ apis

* Formatting

* Add tests

* Formatting

* Fix tidy error

* Fix python doc

* Restore python code

* Add function name to errors

* Formatting

* Use lvalue for writing

* Serialize context

* Fix convolution and pooling operator for miopen

* Formatting

* Add const ref

* Set target name to gpu

* Add target tests

* Formatting

* Move register target to cpp file

* Fix target test

* Use make_target in driver

* Formatting

* Use make_target for the API

* Formatting

* Add cpu include

* Increase timeout

* Add more tests

* Formatting
Co-authored-by: Shucai Xiao <shucai.xiao@amd.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Use increment instead of division to compute register offset

* Formatting

* Limit layernorm to 1024 elements

* Formatting

* Add verification to driver

* Formatting

* Remove early return

* Use block_size 256

* Vectorize the kernel

* Formatting

* Convert to vector type

* Add layernorm tests

* Formatting

* Formatting

* Refactor layernorm to run both algos

* Formatting

* Fix compile error

* Fix tidy warnings

* Formatting

* Add layernorm function

* Formatting

* Register ops for main migraphx

* Formatting

* Register cpu ops

* Formatting

* Show list of operators in the driver

* Formatting

* Simplify regiter

* Try to register gpu ops

* Fix compiler errors

* Register rest of the gpu operators

* Add some tests

* Formatting

* Fix gcc compiler warnings

* Formatting

* Fix tidy warnings

* Fix compile error

* Use correct op name

* Register layer norm

* Use const ref

* Make run const

Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>
Co-authored-by: Shucai Xiao <shucai.xiao@amd.com>

* Fix bug in eliminate_concat with negative axis

* Formatting

* Fix unused parameter

* Formatting
Co-authored-by: Shucai Xiao <shucai.xiao@amd.com>

* Add skip unknown operators flag

* Formatting

* Add flag to print program on error

* Formatting

* Fix compile error in py

* Formatting

* Workaround cppcheck error

* Initialize with struct

* Formatting

* Disable warning

* Formatting

* Add test for print errors

* Formatting

* Formatting

* Fix compiler error

* Formatting

* Formatting

* Formatting

* Use correct map

* Formatting
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* initial testing

* add shape op

* formatting

* add env variable for batch sizes

* formatting

* progress on driver

* progress on driver

* cleanup

* cleanup

* add and modified prev tests

* formatting

* remove comment

* add shape op test

* formatting

* manually insert shape op in test

* formatting

* create options struct for parsers

* formatting

* Add documentation for python

* Fix c++ documentaion

* add documentation to parser

* formatting

* add argmin and tests

* fix doc and definitions

* formatting

* revert test functions

* formatting
Co-authored-by: Paul Fultz II <pfultz2@yahoo.com>

* Add experimental support for c++ output

* Format

* Fix syntax errors

* Add resnet50 model

* Formatting

* Add inceptionv3 model

* Formatting

* Add alexnet

* Formatting

* Fix name of pooling mode

* Formatting

* Fix tidy issues

* Ignore driver directory

* Show accetable values

* Add compiler options

* Add copy operators

* Formatting

* Use run_passes in tests

* Formatting

* Use run_pass in schedule test

* Formatting

* Add compile_options to get_passes in target

* Formatting

* Offload copy option

* Formatting

* Copy using pinned memory

* Formatting

* Improve performance of gpu copying

* Formatting

* Dont copy

* Formatting

* Always make an extra copy

* Formatting

* Remove unused write op

* Add missing include

* Remove copy_to_gpu function in python api

* Make offload copy disabled by default on C++

* Formatting

* Fix tidy issues

* Formatting

* Fix namespace

* Fix python tests

* Turn clang format off since its broken

* Fix compile error on gcc 5

* Remove commented code

* Print graph from the driver

* Formatting

* Add flags to quantize in driver

* Formatting

* Fix compile error