GitLab

MIGraphX verification by default uses normalized RMS error as the basis for the verification.  This change adds some logic to allow migraphx to do "np.allclose" type of elementwise verification using atol and rtol.

Commit also includes changes to consistently pass "gold" or "expected" results as the second argument for "verify_range()" calls.  Default RMS tolerance inside driver is set to 0.001 which IMO is high for FP32 compared to what we had earlier. Need better defaults

Throwing on these calls catches dynamic shape errors earlier rather than having to backpedal from a bad call

Adds a new GPU compiler pass split_single_dyn_dim that handles when one input parameter has a single non-fixed dynamic_dimension.
commonly occurs for dynamic batch or BERT sequence length
Splits the dynamic shape into several submodules will static input parameters to handle all of the cases in the dynamic_dimension range.
Essentially does what I manually did for the select_module verify tests
Adds a compile option split_single_dyn_dim that toggles the pass on/off. Defaults to false.
Updates verify_program.hpp and run_verify.cpp to allow for the tests to change the compile_options

Fixes #1595

Creates the select_module operator that selects one of the submodules passed to it to run based on the submodule parameters.  The submodule is selected by having the exact same static shapes for the arguments to select_module as the parameters in the submodule

Using not and or improves readability. The cppcheck rule will help ensure we are doing it consistently.

* Add is_supported to the target
* Add get_target_assignments
* Rename assignment to target_assignments
* Add ref target header to test
* Add fpga target
* Make context const in compute

*In the verification tests, check that saving and reloading the program is the same program. This also fixes serialization to always load instructions in the same order. There is also fixes for deconv and quant_conv which didn't save the solution id, and was broken for serialization.

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

* Upgrade to cppcheck 2.8

Changed MessagePack file extensions to mxr.

* add topk operator doe ref, cpu and gpu
* Hash modules for quicker lookup of modules
* add onnx unit test
* add unit tests for the topk operator
Co-authored-by: Paul <pfultz2@yahoo.com>
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Add build for ubuntu 20.04

* Fix ambiguous overload resolution with stream

* Fix warning

* Capture by value

* Format

* Add preallocate method

* Add preallocate_param pass

* Preallocate buffers on the cpu

* Formatting

* Preallocate on the gpu

* Add missing cpp file

* Formatting

* Add lifetime function

* Formatting

* Always allocate

* Fix tidy warning

* Add const

* Add missing lifetime annotations
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Improve handling of exceptions in test driver

* Formatting

* Auto print exception

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* Fork each test case

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* Exclude gcc 5 debug build

* Fix tidy issues

* Add color

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* Create driver class

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* Customize test_case names

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* Report status from forked processes

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* Update the verify driver

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* Print out failed tests

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* Fix tidy issues

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* Expect passing

* Improve failure reporting on non-linux systems

* Fix ifdef

* Flush code code cov

* Formatting

* Fix tidy

* Check if weak symbols is linked

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* Add continue flag

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* Set exe name

* Use stringstream and use quotes
Co-authored-by: mvermeulen <5479696+mvermeulen@users.noreply.github.com>

* Remove unused data types

* Formatting

* Reduce types generated for hip kernels

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* Fix onnx tests

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

* Add eliminate_data_type pass

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* Auto convert quant ops

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* Flip the order of decompose

* Compute max size differently

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* Clamp values in convert

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* Fix loss of precision in reduce

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* Fix bugs in reduction

* Fix accumulator type in reference softmax implementation

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* Update convert test

* Remove unused variables

* Remove unnecessary quant_dot check

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* Add tests

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* Remove unused code

* Remove duplicate ops

* Remove blaze dependency

* Use set since shape::type_t is no hashable on gcc 5

* Formatting

* Add dnnl binary op

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* Add binary and eltwise

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* Add softmax

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* Remove unused operators

* Add missing files

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* Add lrn

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* Add deconvolution

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* Change allocate default

* Add reorder

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* Add reductions

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* Sort lines

* Change literals in another loop

* Add pow operator

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* Add pow operator

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* Make sure shapes are packed

* Allow broadcasted inputs

* Remove unused operators

* Simplify functions

* Remove softmax

* Add sub and erf functions

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* Fix bug

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* Improve parallism

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* Allow multiple batch dimensions

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* Move literal transforms out of lowering

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* Add gather operator

* Sort lines

* Add early exit for carry

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* Add missing concat

* Rename macro

* Fix deep nesting

* Formatting

* Fix cppcheck issues

* Remov else

* Move attribute to typedef

* Formatting

* Disable maybe-uninitialized warning since its broken on gcc

* Add constexpr default constructor

* Formatting

* Fix compiler warnings

* Fix adjust_allocation test

* Add layernorm matcher

* Add gelu_erf matcher

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* Add gelu_tanh matcher

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* Remove match namespace

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* Use matcher instead of string

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* Add fusions

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* Add post op field

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* Make post_ops serializable

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* Add eltwise fusions

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* Fix null conversions

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* Add fuse_ops source files

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* Set binary post op index correctly

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* Fix serialization bugs

* Check if used once

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* Fix error in get_primitive_attr

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* Add compile function

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* Limit fusions

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* Disable with env variable instead of using compile arg

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* Fix implicit conversion to bool

* Declar on seperate lines

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* Fix cppcheck issues

* Fix ICE in pack_join

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* Use const ref

* Make enum hashable

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* Add explicit this

* Fix merge issues

* Fix dangling ref

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* Add test for compile

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* Add more value tests

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

* add a flag to disable cpu target in verification test

* change the way to disable some tests

* clang format

* add a function call to have more code coverage

* fix a build error

* fix review comments

* fix review comments

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

* Add flag to enable cpu backend

* Make buffers shared

* Enable optimizations

* Add onednn

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* Add dnnl header

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* Rewrite rnn first

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* Call reference implementation

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* Make literal data shared

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* Add convolution

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* Compensate for dilation

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* Use name/make_op instead

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* Rename gemm header

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* Add dnnl convolution/gemm operators

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* Add eliminate_contiguous

* Add faster pointwise operators

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* Add dnnl op class

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* Add add op

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* Add concat operator

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* Add more ops

* Create descriptor during finalization

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* Dont rewrite pooling

* Enable memory coloring

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* Add output aliases

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* Fix errors

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* Convert literals

* Add missing file

* Remove batch_norm

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* Use strides

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* Add some debug checks

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* Fix big in adjusting shape for gemm

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* Fix fallback dot operator

* Zero initialize buffers

* Add suport for group convolutions

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* Make adjust allocation target independent

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* Enable adjust_allocation for gpu/cpu

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* Add copy to allocation model

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* Add copy operator

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* Better handling of output parameters in adjust_allocation

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* Build with dnnl

* Make dnnl required

* Fix compile error

* Tidy fixes

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* Tidy fixes

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* Fix more tidy issues

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* Add mul op

* Add mul op

* Set c compiler to clang as well

* Compensate for normalized compute shape

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* Fix cppcheck errors

* Formatting

* Add onednn library to hcc

* Guard clang pragmas

* Disable cpu mode for gcc for now

* Leave it enabled it for gcc 7

* Fix cppcheck suppresion

* Fix compile error on gcc 5

* Remove unused code
Co-authored-by: Shucai Xiao <shucai.xiao@amd.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 flag to enable cpu backend

* Make buffers shared

* Enable optimizations

* Formatting

* Enable cpu backend for gcc builds

* Add all_targets cmake target

* Rename target

* Add ref target

* Rename tests

* Refactor compiler target

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* Verify for every target

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* Add verify test suite

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* Add initial test programs

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* Add rnn tests

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* Validate gpu

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* 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>