RPP Tensor Normalize ND on HOST and HIP (#335) · ROCm/rpp@64ae74f

Commit

RPP Tensor Normalize ND on HOST and HIP (#335)

* Change enum name

* Support Batch processing

Includes few fixes

* Fix testsuite

* Add Voxel unittest
change testSuite CMakeLists

* Add Doxygen Voxel augmentations

* minor change

* Add readme for Voxel test suite

* Cleanup

Includes modification in function naming for fmadd operation

* Modify HIP testsuite

* Optimize AVX

Includes testsuite name change for normalize

* Fix output dump issue in HIP and profiler logs

* Move __AVX2__ flag

* Changes to remove localThreads definitions, add _hip to kernel names

* Fix QA reference inputs

Also includes reverting to 16 pixel load for AVX

* Fix codacy warnings

* Fix toggle variant HWC -> CHW

* Fix conflicting ROI types in API between HIP and HOST

Also includes U8 support for slice

* Use ROI Tensor instead of roi pointer

* Add support for ND channel normalize

* Add support for ND channel normalize

* Fix usage of begin values

Includes fixing of function names as per axis_mask

* Add support for audio kernel

* resolved issue with QA mode after U8 addition

* made changes to display the exact variant being run in QA mode and performance test mode

* minor change

* resolved issue with unit test mode

changed few variables from snake_case to camel case

* reset DEBUG_MODE flag

* resolved issue with HIP profiler tests

* Add testsuite support for audio

* Fix audio normalize testsuite

Also adds QA reference outputs for normalize audio

* Cleanup

* Improve readability for normalize ND QA mode

* Support ND axes normalize

* Add templated C version for u8->f32 and i8->f32

* Update docs

Also adds error code for invalid datatype for Slice kernel

* Fix i8->f32 datatype

* Update docs

* Modify normalize testsuite to supporting any ND kernel

Fix merge issues
Also removes other voxel kernels

* Fix audio testsuite and runMiscTests script

* Disable QA tests when toggle is set in runMiscTests script

* Support internal mean and stddev computation for 3D

* Fix Axis mask for 3D

Includes cleanup and testsuite changes

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* Update rppdefs.h for comments on2D/ 3D types

* Rename to fused_multiply_add_scalar

* Implement collapse axis functionality for ND

* Implement mean and stddev internal compute for ND normalize

* Fix paramStride after collapse axis for ND

* Fix build error

* Fix mean and stddev compute in ND

Cleanup

* Cleanup

* Additional cleanup

* Fix strides for 2D and 3D

Also includes fix for normalize ND kernel after collapse axis

* minor changes

* added QA inputs for 3D data

* fixed issue with idx used for mean and std dev in case of ND Normalize

* resolved the segfault issue with collapse axis for batch size > 1

* Fix 3d mean and stddev compute for axismask 5

Includes cleanup

* Cleanup 2d audio kernel and fix audio testsuite

Also handled striding for mean and stddev tensors when input dimensions within batch differs

* Fix maxSize compute in normalize ND kernel

* fixed normalization function for 3D

* RPP RICAP Tensor for HOST and HIP (#213)

* Initial commit - Ricap HOST Tensor

Includes testsuite changes

* Add QA tests for RICAP

Used three_images_224x224_src1 folder to create golden outputs

* Add three_images_224x224_src1 into TEST_IMAGES

* Support HIP Backend for RICAP

* Fix HIP pkd3->pkd3 variant

* regenerated golden outputs for RICAP

minor changes in HOST shell script for handling RICAP in QA mode

* minor bug fix in RICAP HIP kernels

* Improve readability and Cleanup

* Additional cleanup

* Cleanup testsuite

Includes new golden outputs

* Additional testuite fixes

* Minor cleanup

* Fix codacy warnings

* Address other codacy warnings

* Update ricap.hpp with reference paper

* Add RICAP dataset path in readme

* Make changes to error codes returned

* Modify roi crop region for unit and perf tests

* RPP Tensor Water Augmentation on HOST and HIP (#181)

* added water HOST and HIP codes

* added water case in test suite

* added golden outputs for water

* added omp thread changes for water augmentation

* experimental changes

* fixed output issue with AVX2 instructions

* added AVX2 support for PKD3 load function

minor changes in PLN variant load functions

* nwc commit - added avx2 changes for u8 layout toggle variants but need to add store functions for completion

* Add Avx2 implementation for F32 and U8 toggle variants

* Add AVX2 support for u8 pkd3-pln3 and i8 pkd3-pln3 for water augmentation

* change F32 load and store logic

* optimized the store function for F32 PLN3-PKD3

* reverted back irrelevant changes

* minor change

* optimized load and store functions for water U8 and F32 variants in host

removed commented code

* removed golden outputs for water

* minor changes

* renamed few functions and removed unused functions

updated i8 pln1 load as per the optimized u8 pln1 load

* fixed bug in i8 load function

* changed cast to c++ style

resolved spacing issues and added comments for AVX codes for better understanding

made changes to handle cases where QA Tests are not supported

* added golden outputs for water

* updated golden outputs with latest changes

* modified the u8, i8 pkd3-pln3 function and added comments for the vectorized code

* fixed minor bug in I8 variants

* made to changes to resolve codacy warnings

* changed cast to c++ style in hip kernel

* changed generic nn F32 loads using gather and setr instructions

* added comments for latest changes

* minor change

* added definition for storing 32 and 64 bits from a 128bit register

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Fix build error

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* Boost deps fix for test suite

---------

Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>

* Documentation - Readme & changelog updates (#251)

* readme and changelog updates for 6.0

* minor update

* Change names of ref outputs

* Fix host test suite cmake

* Add Voxel tests for ctest and CI

* Remove boost deps and change name fmadd to fused_multiply_add_scalar

* Add project name to remove warning

* Add scriptPath variable usage to make paths generic for CI

* Move CHECK to header

* Add C++17 warning fix

* Add clarity in final QA result display - match voxel tests with other tensor tests

* Build fixes

* Fix merge issue of double call to set_max_dimensions

* Add clarity on QA test final result

* Add references for sample nii image usage

* Remove tensor voxel slice augmentation output sample from main ReadMe

* Codacy fix

* resolved output mismatch issue with axismask5

* Fix index of roiTensor used in maxSize compute

Includes cleanup
Adds QA inputs and outputs for 3d axis 0,1 with mean and stddev input

* Add QA for 4d with internal mean and stddev compute for axis 0,1,3

* Add extra QA tests to support code coverage

* Add comments

* Update doxygen for normalize ND

Includes minor fix in audio testsuite

* added normalize hip codes

* reverted unwanted changes happened with merge

* remove ricap mods

* removed unwanted file changes

* minor bug fix

* reverted back to 1 pixel load and store for 2D kernel for better performance

* experimental change

* removed experimental change

made the compute mod function as inline

* avoided the reusage of power inside for loop

* allocated pinned memory in handle and used same buffers in normalize kernel

* restructured code in ND kernel

* made mean and stddev buffers as gpu memory instead of pinned memory

* reveted back few changes in test suite for supporting qa mode with axismask 3

* added condition to compute param index only when max param volume is not 1

* fixed the issue with numDims in normalize HOST

* added initial version for mean compute of 2D inputs for axisMask1 axisMask2

* added executor for mean kernel launch for 2D inputs

* added kernels for mean compute for 2D inputs

* added mean compute support for 2 axes cases for 3d inputs

* added mean compute for axisMask 4 and axisMask 5 cases

* added mean compute for axisMask 3 and axisMask 6 for 3d inputs

* added support for axisMask 7 for 3D inputs

* restructured kernel launch for mean compute for 2D and 3D inputs

* combined all reduction kernels to single kernel

* moved common reduction to a helper function so that it can be resued

* added initial support for stddev 2d inputs

* added stddev compute support for 2d and 3d inputs

* bug fix on boundary condition && mean index calculation for 3D inputs

* bug fix for axisMask 7 for 3D inputs

* added initial support for nd mean and stddev compute

* added final kernel for computing mean and std values for ND

* optimized nd mean and stddev compute if number of meanss/stddev computations is lesser than max shared memory size

* removed redundant code

* nwc - fixed the performance issue with axismask 7

* resolved the performance issue with axisMask == 3 and axisMask == 4

* bug fix for axisMask == 4

* fixed the performance issues with axisMask 6

* removed the usage of mod calculation for normalize 2d kernel

* removed the usage of mod calculation for normalize 3d kernels

removed the usage of paramShape and paramStrides buffers from 2d and 3d kernels since not needed anymore

* minor change for axisMask 6

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* License - updates to 2024 and consistency changes (#298)

* Match all CMakeLists.txt license as per RPP's outermost LICENSE file

* Match all python files' license as per RPP's outermost LICENSE file

* Match all .hpp files' license as per RPP's outermost LICENSE file

* Match all .cpp files' license as per RPP's outermost LICENSE file

* Match all .h files' license as per RPP's outermost LICENSE file

* Remove all rights reserved as per LICENSE file

* Remove double space in "Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc."

* Match all .cmake files' license as per RPP's outermost LICENSE file

* Match all .cpp.in files' license as per RPP's outermost LICENSE file

* Replace 283 occurrences in 282 files - 2023 to 2024

* Add "MIT License" title to 281 instances

* Add missing license

* Test - Update README.md for test_suite (#299)

* Bump rocm-docs-core[api_reference] from 0.33.0 to 0.33.1 in /docs/sphinx (#301)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.33.0 to 0.33.1.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.33.0...v0.33.1)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
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* Bump rocm-docs-core[api_reference] from 0.33.1 to 0.33.2 in /docs/sphinx (#302)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.33.1 to 0.33.2.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.33.1...v0.33.2)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
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* modified the axisMask order in kernel for better categorization

* categorized kernels into multiple sections and added info

* Update doc codeowners (#303)

* Documentation - Bump rocm-docs-core[api_reference] from 0.33.2 to 0.34.0 in /docs/sphinx (#304)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.33.2 to 0.34.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.33.2...v0.34.0)

---
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- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
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* Test suite - upgrade 5 qa perf (#305)

* experimental changes for adding qa mode for performance tests

* made changes to add display more information w.r.t QA results summary for performance tests

* minor changes

* Add changes to dump qa results to excel file

* Add performance QA for three new tensor functions

* update prerequisites in readme

* added changes to handle unsupported cases

* removed treshold dictionary and added performance Noise treshold
add new dataset for performance QA

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Changes to the performane summary dataframe

* minor changes

* Update CMakeLists.txt to add ${CMAKE_CURRENT_SOURCE_DIR} for CI

* Update CMakeLists.txt fix

* Update CMakeLists.txt fix

* remove tabulate dependency

* Update README.md to remove tabulate pip install

* Fix for CI machine failure

* Add note on performance

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Abishek <52214183+r-abishek@users.noreply.github.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: r-abishek <abishek@multicorewareinc.com>

* RPP Color Temperature on HOST and HIP (#271)

* Initial commit - Color Temperature HOST Tensor

* Initial commit - Color Temperature HIP Tensor

* Add color temperature golden outputs

* address review comments

* Use reinterpret_cast instead of static_cast

* Combine templated functions to support all datatypes into one
(got minor perf difference of order 3%)

Also fixes indentation

* Fix i8 datatype

* Cleanup

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Fix PLN3 variant outputs

Also modifies reference outputs

* Update color_temperature.hpp license

* Delete color_temperature_u8_Tensor_PKD3.csv

* Delete color_temperature_u8_Tensor_PLN3.csv

---------

Co-authored-by: snehaa8 <snehaa@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>

* RPP Voxel 3D Tensor Add/Subtract scalar on HOST and HIP (#272)

* added HOST support for voxel add kernel

* added HIP support for voxel add kernel

* added test suite support for add scalar

* added Doxygen support and modified hip kernel function names as per new standard

* added HOST support for voxel subtract kernel

* added HIP support for voxel subtract kernel

* added test suite support

* updated the golden outputs for subtract with correct values

* removed unnessary validation checks

* Remove double spaces

* Fix header

* Fix all retval docs

* Fix docs to add memory type

* Fix comment

* Add divider comment

* Use post-increment efficiently

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* converted add and subtract scalar golden outputs to bin files

* changed copyright from 2023 to 2024

* Update add_scalar.hpp license

* Update subtract_scalar.hpp license

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* RPP Magnitude on HOST and HIP (#278)

* Initial commit - Magnitude HOST Tensor

* Add QA reference outputs

* Update runTests.py

* Initial commit - Magnitude HIP Tensor

* Add dual input support in testsuite

* Optimize HOST kernel further

* Optimize i8 datatype further

* Modify comments

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Bump rocm-docs-core[api_reference] from 0.31.0 to 0.33.0 in /docs/sphinx (#294)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.31.0 to 0.33.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.31.0...v0.33.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update Copywright year

* Combine templated functions to support all datatypes

* Modify format of reference outputs

* Update rppi_arithmetic_operations.h license

* Update rppt_tensor_arithmetic_operations.h license

* Update host_tensor_arithmetic_operations.hpp

* Update magnitude.hpp license

* Update hip_tensor_arithmetic_operations.hpp license

* Delete magnitude_u8_Tensor_PKD3.csv

* Delete magnitude_u8_Tensor_PLN1.csv

* Delete magnitude_u8_Tensor_PLN3.csv

* Update rpp_test_suite_common.h license

* Update runTests.py license

* Update Tensor_hip.cpp license

* Update runTests.py license

* Update Tensor_host.cpp license

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>

* moved normalize from geometric to statistical

* removed commented lines in test suite

* renamed normalize_generic.hpp to normalize.hpp

updated copyright

* moved common helper in misc HOST and HIP test suites to a separate header file

* Bump rocm-docs-core[api_reference] from 0.34.0 to 0.34.2 in /docs/sphinx (#309)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.34.0 to 0.34.2.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.34.0...v0.34.2)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
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* RPP Tensor Audio Support - Down Mixing (#296)

* Initial commit - Non slient region detection

Includes unittest setup

* Initial commit - To Decibels

Includes unittest setup

* Intial commit - pre_emphasis_filter

* Intial commit - down_mixing

* Replace vectors with arrays

* Cleanup

* Minor cleanup

* Optimize downmixing Kernel

Includes cleanup

* Replace Rpp64s with Rpp32s

* Cleanup

* Optimize and precompute cutOff

* Fix buffer used

* Fix buffer used

* Additional Cleanup

* Optimize post incrmeent operation

* Optimize post increment operation

* Update testsuite for Audio

* code cleanup

* Add Readme file for Audio test suite

* changes based on review comments

* minor change

* Remove unittest folders and updated README.md

* Remove unit tests

* minor change

* code cleanup

* added common header file for audio helper functions

* removed unncessary audio wav files

fixed bug in ROI updation for audio test suite

resolved issue in summary generation for performance tests in python

* removed log file

* added doxygen support for audio

* added doxygen changes for to_decibels

* updated test suite support for to_decibels

* minor change

* added doxygen changes for preemphasis filter

* updated changes for preemphasis filter in test suite

* removed the usage of getMax function and used std::max_element

* modularized code in test suite

* merge with latest changes

* minor change

* minor change

* minor change

* resolved codacy warnings

* Codacy fix - Remove unused cpuTime

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* resolved issue with file_system dependency in test suite

* Doxygen changes

changed malloc to new in NSR kernel

* RPP RICAP Tensor for HOST and HIP (#213)

* Initial commit - Ricap HOST Tensor

Includes testsuite changes

* Add QA tests for RICAP

Used three_images_224x224_src1 folder to create golden outputs

* Add three_images_224x224_src1 into TEST_IMAGES

* Support HIP Backend for RICAP

* Fix HIP pkd3->pkd3 variant

* regenerated golden outputs for RICAP

minor changes in HOST shell script for handling RICAP in QA mode

* minor bug fix in RICAP HIP kernels

* Improve readability and Cleanup

* Additional cleanup

* Cleanup testsuite

Includes new golden outputs

* Additional testuite fixes

* Minor cleanup

* Fix codacy warnings

* Address other codacy warnings

* Update ricap.hpp with reference paper

* Add RICAP dataset path in readme

* Make changes to error codes returned

* Modify roi crop region for unit and perf tests

* RPP Tensor Water Augmentation on HOST and HIP (#181)

* added water HOST and HIP codes

* added water case in test suite

* added golden outputs for water

* added omp thread changes for water augmentation

* experimental changes

* fixed output issue with AVX2 instructions

* added AVX2 support for PKD3 load function

minor changes in PLN variant load functions

* nwc commit - added avx2 changes for u8 layout toggle variants but need to add store functions for completion

* Add Avx2 implementation for F32 and U8 toggle variants

* Add AVX2 support for u8 pkd3-pln3 and i8 pkd3-pln3 for water augmentation

* change F32 load and store logic

* optimized the store function for F32 PLN3-PKD3

* reverted back irrelevant changes

* minor change

* optimized load and store functions for water U8 and F32 variants in host

removed commented code

* removed golden outputs for water

* minor changes

* renamed few functions and removed unused functions

updated i8 pln1 load as per the optimized u8 pln1 load

* fixed bug in i8 load function

* changed cast to c++ style

resolved spacing issues and added comments for AVX codes for better understanding

made changes to handle cases where QA Tests are not supported

* added golden outputs for water

* updated golden outputs with latest changes

* modified the u8, i8 pkd3-pln3 function and added comments for the vectorized code

* fixed minor bug in I8 variants

* made to changes to resolve codacy warnings

* changed cast to c++ style in hip kernel

* changed generic nn F32 loads using gather and setr instructions

* added comments for latest changes

* minor change

* added definition for storing 32 and 64 bits from a 128bit register

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Fix build error

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* Boost deps fix for test suite

---------

Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>

* Documentation - Readme & changelog updates (#251)

* readme and changelog updates for 6.0

* minor update

* added ctests for audio test suite for CI

made changes to add more clarity on the QA Tests results

* Cmake mods for ctest

* HOST-only build error bugfix

* added qa mode paramter to python audio script

added golden output map for QA testing of Non silent region detection

* minor change

* Documentation - Bump rocm-docs-core[api_reference] from 0.26.0 to 0.27.0 in /docs/sphinx (#253)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.26.0 to 0.27.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.26.0...v0.27.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* RPP Resize Mirror Normalize Bugfix (#252)

* added fix for hipMemset

* remove pixel check for U8-F32 and U8-F16 for HOST codes

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>

* added example for MMS calculation in comments for better understanding

* Sphinx - updates (#257)

* Sphinx - updates

* Doxygen - Updates

* Docs - Remove index.md

* updated info used to for running audio test suite

* removed bitdepth variable from audio test suite

* added more information on computing NSR outputs in the example added

* Fix doxygen for decibels

Also removes extra QA reference files

* move tensor_host_audio.cpp to host folder

* Fix build errors and qa tests in Audio Test suite

* Fix build errors and qa tests in Audio Test suite

* Add reference output and test samples for downmix

* Add down_mix in augmentation list and supported cases

* Remove auto-merge repeated funcs

* Improve clarity of header docs

* Remove blank line

* Improve clarity on header docs

* Add Doxygen comments

* minor change

* converted golden outputs to binary file for downmixing

* removed old golden output file for preemphasis and todecibels

* modified info for downmixing as per new changes

used handle memory for temporary buffers

* formatting changes

* moved the common code for SSE and AVX to outside

* Update down_mixing.hpp license

* Update rppt_tensor_audio_augmentations.h

* combined the srcLength and channels tensors into single tensor

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: Lisa <lisajdelaney@gmail.com>
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Co-authored-by: Sundarrajan98 <sundarrajan@multicorewareinc.com>

* RPP Voxel 3D Tensor Multiply scalar on HOST and HIP (#306)

* added HIP support for voxel scalar multiply kernel

* added HOST support for voxel multiply kernel

added golden outputs for voxel multiply kernel

* merge with master

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* converted multiply scalar voxel golden outputs to bin files

* changed copyright from 2023 to 2024

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Test Suite Bugfix (#307)

* experimental changes for adding qa mode for performance tests

* made changes to add display more information w.r.t QA results summary for performance tests

* minor changes

* Add changes to dump qa results to excel file

* Add performance QA for three new tensor functions

* update prerequisites in readme

* added changes to handle unsupported cases

* removed treshold dictionary and added performance Noise treshold
add new dataset for performance QA

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Changes to the performane summary dataframe

* minor changes

* Update CMakeLists.txt to add ${CMAKE_CURRENT_SOURCE_DIR} for CI

* Update CMakeLists.txt fix

* Update CMakeLists.txt fix

* remove tabulate dependency

* Update README.md to remove tabulate pip install

* Fix for CI machine failure

* Add note on performance

* Fix segmentation fault

* Revert QAmode to restrict HIP bitdepths

* Use Rpp64u for HOST while comparing outputs

* Fix ambiguous abs call

* Fix for SLES CI HIP fail - error: incompatible pointer types assigning to 'unsigned long *' from 'unsigned long long *' - refOutput = TensorSumReferenceOutputs[numChannels].data();

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: Pavel Tcherniaev <Pavel.Tcherniaev@amd.com>

* modified fill_roi_values function

* made the changes w.r.t scriptPath

* moved rpp_rsqrt_avx under rpp math helpers

reverted unwanted file changes

* Bump rocm-docs-core[api_reference] from 0.34.2 to 0.35.0 in /docs/sphinx (#313)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.34.2 to 0.35.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.34.2...v0.35.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* RPP Reduction - Tensor min and Tensor max on HOST and HIP (#260)

* Minor Change

* Add Validation check for DST_FOLDER path

* added water HOST and HIP codes

* added water case in test suite

* added golden outputs for water

* Add Validation checks for all options in testAllScript.sh

* Add sanity check for dual Input cases
Set Max Dimension and Max Image Dump
Replaced Fast DCT tag with Accurate DCT

* Regenerate golden outputs using accurate dct Flag
Add golden outputs for some new augmentations

* Fix Flip golden outputs mismatch
Fix PLN3 variants mismatch in QA mode

* Add MAX_BATCH_SIZE check
removed Augmentations function calls for failing Qa modes
code cleanup

* Add crop and gamma correction augmentations
code cleanup

* Add comments to functions in rpp_test_suite_common.h

* minor change

* code cleanup

* minor code changes

* Change roi and Image sizes for crop augmentation

* Change numIterations option to numRuns
Addressed PR comments

* added omp thread changes for water augmentation

* experimental changes

* fixed output issue with AVX2 instructions

* added AVX2 support for PKD3 load function

minor changes in PLN variant load functions

* Add turboJpeg header to update maxHeight and maxWidth values

* nwc commit - added avx2 changes for u8 layout toggle variants but need to add store functions for completion

* Change the performance Timings logic

* Add Avx2 implementation for F32 and U8 toggle variants

* minor change to support u8_f16 and u8_f32 cases

* Regenerate LUT golden outputs with ACCURATE_DCT tag

* Minor code changes

* Add AVX2 support for u8 pkd3-pln3 and i8 pkd3-pln3 for water augmentation

* Made changes to the runTests.py in Host to remove testAllScipts.sh

* Made changes to the runTests.py in HIP to remove testAllScipts.sh

* Initial commit - Image min and max Reduction kernel

Includes
* u8 datatype for both min and max HOST Tensor of all variants.
* Testsuite changes.

* NWC -initial code for min max PLN3 - PLN3

* made changes to split min and max kernels seperately

* splitted kernels for min and max

* made changes to print final max/min in the R,G,B channels

* fixed inaccuracies in min/max computation

* made changes to typecast intermediate output to output requested by user

added comments for the code

code cleanup and minor changes in test suite

* fixed build issues

removed image folders used for min, max and sum

reverted unwanted file changes

* minor changes in test suite

* removed support for unwanted test case in Tensor_hip.cpp

* Adds new option roi

* remove testAllScripts.sh

* Adds roi Option in HIP backend

* Implement f32 variants

* Implement f16 and i8 datatype variants

* change F32 load and store logic

* Add build flags in CMakeLists.txt to set AVX/SSE flags based on the system configuration

* minor code changes

* Initial commit - Image sum Reduction kernel

Includes u8 PLN1 -> PLN1 conversion for HOST Tensor

* Implement PKD3 and PLN3 for Image sum Tensor HOST

* Support i8, f16 and f32 datatypes

* Initial commit - Image sum Reduction HIP kernel

Includes u8 PLN1 -> PLN1 conversion for Tensor

* Implement PKD3 and PLN3 for Image sum Tensor HIP

* Add support in testsuite

Revert normalization for i8 HOST Tensor variants

* Fix HIP testsuite

Remove additional blanks for 1 channel output

* Modify print statement in HIP testsuite

* Improve readability for testsuite outputs

* optimized the store function for F32 PLN3-PKD3

* reverted back irrelevant changes

* minor change

* Fix HIP to support larger inputs

* optimized load and store functions for water U8 and F32 variants in host

removed commented code

* Cleanup

* removed golden outputs for water

* minor changes

* Cleanup

Support Reduction QA test in testsuite

* renamed few functions and removed unused functions

updated i8 pln1 load as per the optimized u8 pln1 load

* fixed bug in i8 load function

* Remove unused variables and C style casting

* changed cast to c++ style

resolved spacing issues and added comments for AVX codes for better understanding

made changes to handle cases where QA Tests are not supported

* added golden outputs for water

* updated golden outputs with latest changes

* modified the u8, i8 pkd3-pln3 function and added comments for the vectorized code

* fixed minor bug in I8 variants

* Optimize u8 datatype further

* Fix static_cast

* made to changes to resolve codacy warnings

* changed cast to c++ style in hip kernel

* Initial commit - Ricap HOST Tensor

Includes testsuite changes

* Add QA tests for RICAP

Used three_images_224x224_src1 folder to create golden outputs

* Add three_images_224x224_src1 into TEST_IMAGES

* added rotate case with golden outputs

changed generic bilinear HOST codes to match with HIP codes

* Add golden output for remaining all tensor augmentations

* fix python script issues

* Optimize u8 and i8 datatype

Uses uint and int internal processing instead of float

* Fix testsuite build errors

* minor change

* Fix QA check

* Modify api naming from image_sum to tensor_sum

Includes changes for both HOST and HIP

* Support HIP Backend for RICAP

* change rcm and rmn golden outputs

* Fix HIP pkd3->pkd3 variant

* changes based on review comments

* change test_suite folder to tests

* Optimize u8 and i8 datatype of HIP

Includes modification in naming of shared memory

* minor fix

* changed generic nn F32 loads using gather and setr instructions

* Optimize and cleanup U8 HIP

* regenerated golden outputs for RICAP

minor changes in HOST shell script for handling RICAP in QA mode

* minor bug fix in RICAP HIP kernels

* Fix i8 datatype variants

Includes cleanup

* Fix the issues with color_to_greyscale

* remove the empty folder creation

* reverting back the folder name change

* minor change

* added comments for latest changes

* minor change

* Improve readability and Cleanup

* Fix QA for HIP

Includes cleanup

* resolved review comments

* minor change

* Modify api naming from image_ to tensor_ for HOST

* Add support for QA tests

* removed range check for RMN U8-F32 and U8-F16 variants

changed from hipMemset to hipMemsetAsync for RMN HIP Kernel

removed multiplication by 255 for stdDev in RMN HOST U8-F16 and U8-F32 variants

* Modify naming of shared memory with _smem in HIP

Includes cleanup

* Typecast and reuse markArr for HIP U8 and I8

* Cleanup and minor optimization

* minor fix

* fix codacy warnings

* Additional cleanup

* Cleanup and move #define

* Changed the complexity of if statements in runTests.py

* Cleanup testsuite

Includes new golden outputs

* Additional testuite fixes

* Minor cleanup

* Codacy fixes

* Fix codacy warnings

* Codacy fix

* Address other codacy warnings

* cleanup

* Change Image functions to generic

* Update ricap.hpp with reference paper

* resolved minor issues happened with merge

* minor changes

* fixed minor issue with getting profiler times

* minor formatting changes

* resolved build issues in test suite

renamed the min and max kernel file names

* RPP RICAP Tensor for HOST and HIP (#213)

* Initial commit - Ricap HOST Tensor

Includes testsuite changes

* Add QA tests for RICAP

Used three_images_224x224_src1 folder to create golden outputs

* Add three_images_224x224_src1 into TEST_IMAGES

* Support HIP Backend for RICAP

* Fix HIP pkd3->pkd3 variant

* regenerated golden outputs for RICAP

minor changes in HOST shell script for handling RICAP in QA mode

* minor bug fix in RICAP HIP kernels

* Improve readability and Cleanup

* Additional cleanup

* Cleanup testsuite

Includes new golden outputs

* Additional testuite fixes

* Minor cleanup

* Fix codacy warnings

* Address other codacy warnings

* Update ricap.hpp with reference paper

* Add RICAP dataset path in readme

* Make changes to error codes returned

* Modify roi crop region for unit and perf tests

* RPP Tensor Water Augmentation on HOST and HIP (#181)

* added water HOST and HIP codes

* added water case in test suite

* added golden outputs for water

* added omp thread changes for water augmentation

* experimental changes

* fixed output issue with AVX2 instructions

* added AVX2 support for PKD3 load function

minor changes in PLN variant load functions

* nwc commit - added avx2 changes for u8 layout toggle variants but need to add store functions for completion

* Add Avx2 implementation for F32 and U8 toggle variants

* Add AVX2 support for u8 pkd3-pln3 and i8 pkd3-pln3 for water augmentation

* change F32 load and store logic

* optimized the store function for F32 PLN3-PKD3

* reverted back irrelevant changes

* minor change

* optimized load and store functions for water U8 and F32 variants in host

removed commented code

* removed golden outputs for water

* minor changes

* renamed few functions and removed unused functions

updated i8 pln1 load as per the optimized u8 pln1 load

* fixed bug in i8 load function

* changed cast to c++ style

resolved spacing issues and added comments for AVX codes for better understanding

made changes to handle cases where QA Tests are not supported

* added golden outputs for water

* updated golden outputs with latest changes

* modified the u8, i8 pkd3-pln3 function and added comments for the vectorized code

* fixed minor bug in I8 variants

* made to changes to resolve codacy warnings

* changed cast to c++ style in hip kernel

* changed generic nn F32 loads using gather and setr instructions

* added comments for latest changes

* minor change

* added definition for storing 32 and 64 bits from a 128bit register

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Fix build error

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* Boost deps fix for test suite

---------

Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>

* Documentation - Readme & changelog updates (#251)

* readme and changelog updates for 6.0

* minor update

* Documentation - Bump rocm-docs-core[api_reference] from 0.26.0 to 0.27.0 in /docs/sphinx (#253)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.26.0 to 0.27.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.26.0...v0.27.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* RPP Resize Mirror Normalize Bugfix (#252)

* added fix for hipMemset

* remove pixel check for U8-F32 and U8-F16 for HOST codes

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>

* Cmake fix to prevent warning

* Fix paths in new python scripts

* Sphinx - updates (#257)

* Sphinx - updates

* Doxygen - Updates

* Docs - Remove index.md

* Test suite fixes after tensor_min / tensor_max HOST merge

* Fix max case

* QA tests fix for hip and host

* naming convention changes as per new std

* Substitute imagePartial with partial

* Substitute imageMin/imageMax with min/max

* Replace hipMemset with hipMemsetAsync, and replace hipDeviceSynchronize with hipStreamSynchronize

* Use variable instead of batchCount*4

* Use post increment effectivly

* Resolve codacy warnings

* Additional cleanup

* remove unused variable

* Documentation - Bump rocm-docs-core[api_reference] from 0.28.0 to 0.29.0 in /docs/sphinx (#265)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.28.0 to 0.29.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.28.0...v0.29.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Remove auto merge boost

* Spaces formatting

* Bump rocm-docs-core[api_reference] from 0.29.0 to 0.30.1 in /docs/sphinx (#268)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.29.0 to 0.30.1.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.29.0...v0.30.1)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* add support for mi300 (#269)

* Documentation - Bump rocm-docs-core[api_reference] from 0.30.1 to 0.30.2 in /docs/sphinx (#273)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.30.1 to 0.30.2.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.30.1...v0.30.2)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Cleanup by removing oneliner functions as inline

* RPP Tensor Audio Support - To Decibels (#258)

* Initial commit - Non slient region detection

Includes unittest setup

* Initial commit - To Decibels

Includes unittest setup

* Replace vectors with arrays

* Cleanup

* Replace Rpp64s with Rpp32s

* Optimize and precompute cutOff

* Fix buffer used

* Fix buffer used

* Additional Cleanup

* Update testsuite for Audio

* code cleanup

* Add Readme file for Audio test suite

* changes based on review comments

* minor change

* Remove unittest folders and updated README.md

* Remove unit tests

* minor change

* code cleanup

* added common header file for audio helper functions

* removed unncessary audio wav files

fixed bug in ROI updation for audio test suite

resolved issue in summary generation for performance tests in python

* removed log file

* added doxygen support for audio

* added doxygen changes for to_decibels

* updated test suite support for to_decibels

* minor change

* removed the usage of getMax function and used std::max_element

* modularized code in test suite

* merge with latest changes

* minor change

* minor change

* resolved codacy warnings

* Codacy fix - Remove unused cpuTime

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* resolved issue with file_system dependency in test suite

* Doxygen changes

changed malloc to new in NSR kernel

* RPP RICAP Tensor for HOST and HIP (#213)

* Initial commit - Ricap HOST Tensor

Includes testsuite changes

* Add QA tests for RICAP

Used three_images_224x224_src1 folder to create golden outputs

* Add three_images_224x224_src1 into TEST_IMAGES

* Support HIP Backend for RICAP

* Fix HIP pkd3->pkd3 variant

* regenerated golden outputs for RICAP

minor changes in HOST shell script for handling RICAP in QA mode

* minor bug fix in RICAP HIP kernels

* Improve readability and Cleanup

* Additional cleanup

* Cleanup testsuite

Includes new golden outputs

* Additional testuite fixes

* Minor cleanup

* Fix codacy warnings

* Address other codacy warnings

* Update ricap.hpp with reference paper

* Add RICAP dataset path in readme

* Make changes to error codes returned

* Modify roi crop region for unit and perf tests

* RPP Tensor Water Augmentation on HOST and HIP (#181)

* added water HOST and HIP codes

* added water case in test suite

* added golden outputs for water

* added omp thread changes for water augmentation

* experimental changes

* fixed output issue with AVX2 instructions

* added AVX2 support for PKD3 load function

minor changes in PLN variant load functions

* nwc commit - added avx2 changes for u8 layout toggle variants but need to add store functions for completion

* Add Avx2 implementation for F32 and U8 toggle variants

* Add AVX2 support for u8 pkd3-pln3 and i8 pkd3-pln3 for water augmentation

* change F32 load and store logic

* optimized the store function for F32 PLN3-PKD3

* reverted back irrelevant changes

* minor change

* optimized load and store functions for water U8 and F32 variants in host

removed commented code

* removed golden outputs for water

* minor changes

* renamed few functions and removed unused functions

updated i8 pln1 load as per the optimized u8 pln1 load

* fixed bug in i8 load function

* changed cast to c++ style

resolved spacing issues and added comments for AVX codes for better understanding

made changes to handle cases where QA Tests are not supported

* added golden outputs for water

* updated golden outputs with latest changes

* modified the u8, i8 pkd3-pln3 function and added comments for the vectorized code

* fixed minor bug in I8 variants

* made to changes to resolve codacy warnings

* changed cast to c++ style in hip kernel

* changed generic nn F32 loads using gather and setr instructions

* added comments for latest changes

* minor change

* added definition for storing 32 and 64 bits from a 128bit register

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Fix build error

* CMakeLists - Version Update

1.5.0 - TOT Version

* CHANGELOG Updates

Version 1.5.0 placeholder

* Boost deps fix for test suite

---------

Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>

* Documentation - Readme & changelog updates (#251)

* readme and changelog updates for 6.0

* minor update

* added ctests for audio test suite for CI

made changes to add more clarity on the QA Tests results

* Cmake mods for ctest

* HOST-only build error bugfix

* added qa mode paramter to python audio script

added golden output map for QA testing of Non silent region detection

* minor change

* Documentation - Bump rocm-docs-core[api_reference] from 0.26.0 to 0.27.0 in /docs/sphinx (#253)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.26.0 to 0.27.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.26.0...v0.27.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* RPP Resize Mirror Normalize Bugfix (#252)

* added fix for hipMemset

* remove pixel check for U8-F32 and U8-F16 for HOST codes

---------

Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>

* added example for MMS calculation in comments for better understanding

* Sphinx - updates (#257)

* Sphinx - updates

* Doxygen - Updates

* Docs - Remove index.md

* updated info used to for running audio test suite

* removed bitdepth variable from audio test suite

* added more information on computing NSR outputs in the example added

* Fix doxygen for decibels

Also removes extra QA reference files

* Fix build errors and qa tests in Audio Test suite

* Remove auto-merge repeated funcs

* Improve clarity on header docs

* made changes based on review comments

* stored golden outputs of to_decibels in binary file

removed golden output text files for non silent region

* removed unused parameter in verify_output function

* updated list of cases supported in python script

* added error handling for opening golden output file

* Codacy fix and tests warning fix

* Codacy fix

* Codacy fix trial

* codacy fix for checking boundaries of fstream

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: Lisa <lisajdelaney@gmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Documentation - Bump rocm-docs-core[api_reference] from 0.30.2 to 0.30.3 in /docs/sphinx (#274)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.30.2 to 0.30.3.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/RadeonOpenCompute/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.30.2...v0.30.3)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Adding issue template (#270)

* Add files via upload

* added ROCm v6, MI300, default component

* Fix cast used in testsuite

Includes minor fixes

* Fix displaying f16 outputs

* Optimize HOST min/max reduce function further

* Fix spacing in HIP kernels

* Fix PLN1 outputs for u8 and i8 datatypes of HOST backend

* RPP Test Suite Upgrade 4 - CSV to BIN conversions for file size reduction (#293)

* change golden outputs from .csv files to .bin files

* Changed comparision funtions to use .bin files

* Address review comments

* minor change

* Address review comments

* minor change

---------

Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>

* Bump rocm-docs-core[api_reference] from 0.31.0 to 0.33.0 in /docs/sphinx (#294)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.31.0 to 0.33.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.31.0...v0.33.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Store reference outputs via map for min and max kernels

* Update tensor_max.hpp license

* Update tensor_min.hpp license

* Fix output comparison check

* Merge branch 'ar/opt_tensor_min_tensor_max' of https://github.com/r-abishek/rpp into sn/tensor_min_max

* Modify exit condition used in outer most kernel

* Modify srcIdx for HIP Tensor min

* Using maximum as 255 for HIP Tensor min

* Modify srcIdx for HIP Tensor max kernel

Also fixes build error in testsuite

* Fix corrupted outputs displayed for Tensor sum

* Fix corruption issue seen with tensor sum kernel

* Fix minimum for I8 Tensor max kernel

* Modified HIP buffer initialization with a common function

* Fix redefinition

* Remove additional variables xAlignedLength

* Remove unwanted xAlignedLength and xDiff

* Remove redefinition of TensorSumReferenceOutputs

* Fix for CI issue

* Add parenthesis

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Co-authored-by: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Co-authored-by: Snehaa Giridharan <snehaa@multicorewareinc.com>
Co-authored-by: Snehaa-Giridharan <118163708+snehaa8@users.noreply.github.com>
Co-authored-by: fiona-gladwin <fionagladwin@multicorewareinc.com>
Co-authored-by: Kiriti Gowda <kiritigowda@gmail.com>
Co-authored-by: Lisa <lisajdelaney@gmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Lakshmi Kumar <lakshmi.kumar@amd.com>
Co-authored-by: abhimeda <138710508+abhimeda@users.noreply.github.com>

* CI - Update precheckin.groovy

* added bin golden input and output for 2d data

made changes in test suite to support the reading and output comparision from bin files

removed the olde golden input and output .txt files

* added golden inputs for 2d mean and std

added golden output for 2d when mean and std is passed from user

modified the helper functions to calculate the strides for 2 modes of normalize

* added golden input and output for 3D data

* fix for output mean and stddev outputs compute for axisMask 3

* fixed the precision issue with 3d normalization kernel when mean and std is passed from user

further cleanup in test suite

* use static_cast instead of c style casting

* added template argument to kernels for supporting multiple bitdepths

* Revert rpp_load24_f32pkd3_to_f32pln3_avx()

Cleanup comments in HOST normalize

* Bump rocm-docs-core[api_reference] from 0.35.0 to 0.35.1 in /docs/sphinx (#319)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.35.0 to 0.35.1.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.35.0...v0.35.1)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fixed output mismatch seen with 3d HOST normalize kernel when mean and stddev are passed from user

* Fix outputs with 2d normalize HOST

* Fix HOST 2d outputs when AxisMask is set to 1 with mean and stddev computed internally

* Bump rocm-docs-core[api_reference] from 0.35.1 to 0.36.0 in /docs/sphinx (#322)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.35.1 to 0.36.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.35.1...v0.36.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Change all maskArr to scratchBufferHip

* Change all tempFloatmem to scratchBufferHost

* Cleanup

* combined multiple params as a single param wherever possible in kernel launch

made the descriptor pointer as pinned memory

* Removed the unnecessary memcpy for ND normalize

* added axisMask as additional param from test suite

added caseMin, caseMax changes and qaMode parameter to python test suite

used helper function for displaying qa mode results

* remove unncessary variable in test suite

added roi start co-ordinates in index calculation

* updated source index calculation with roi begin values for 2d and nd mean, stddev compute kernels

* change variable from snake case to camel case

updated source index calculation with roi begin values for 3d mean, stddev compute kernels

* Modify HOST testsuite to process AxisMask

* Docs - Bump rocm-docs-core[api_reference] from 0.36.0 to 0.37.0 in /docs/sphinx (#328)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.36.0 to 0.37.0.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCompute/rocm-docs-core/compare/v0.36.0...v0.37.0)

---
updated-dependencies:
- dependency-name: rocm-docs-core[api_reference]
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Link cleanup (#326)

* link updates

* update tables

* pare down index

* API cleanup

* consistency

* verbiage

* Update notes

* fix the logic for ND ROI based index calculation

* added helper function for setting the description pointer in misc test suite

* Docs - Bump rocm-docs-core[api_reference] from 0.37.0 to 0.37.1 in /docs/sphinx (#329)

Bumps [rocm-docs-core[api_reference]](https://github.com/RadeonOpenCompute/rocm-docs-core) from 0.37.0 to 0.37.1.
- [Release notes](https://github.com/RadeonOpenCompute/rocm-docs-core/releases)
- [Changelog](https://github.com/ROCm/rocm-docs-core/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/RadeonOpenCom…

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15 people committed May 9, 2024

1 parent 30ce1d6 commit 64ae74f

include/rppdefs.h

-Original file line number
+Diff line change
@@ Expand Up / @@ -1045,6 +1045,7 @@ typedef struct @@
         Rpp64u* dstBatchIndex;
         Rpp32u* inc;
         Rpp32u* dstInc;
+        hipMemRpp32u scratchBuf;
     } memGPU;
     /*! \brief RPP HIP-HOST memory management
@@ Expand Down @@

include/rppt_tensor_statistical_operations.h

-Original file line number
+Diff line change
@@ Expand Up @@
     RppStatus rppt_tensor_max_gpu(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t imageMaxArr, Rpp32u imageMaxArrLength, RpptROIPtr roiTensorPtrSrc, RpptRoiType roiType, rppHandle_t rppHandle);
     #endif // GPU_SUPPORT
+    /*! \brief Normalize Generic augmentation on HOST backend
+     * \details Normalizes the input generic ND buffer by removing the mean and dividing by the standard deviation for a given ND Tensor.
+     *          Supports u8->f32, i8->f32, f16->f16 and f32->f32 datatypes. Also has toggle variant(NHWC->NCHW) support for 3D.
+     * \param [in] srcPtr source tensor memory in HOST memory
+     * \param [in] srcGenericDescPtr source tensor descriptor
+     * \param [out] dstPtr destination tensor memory in HOST memory
+     * \param [in] dstGenericDescPtr destination tensor descriptor
+     * \param [in] axisMask axis along which normalization needs to be done
+     * \param [in] meanTensor values to be subtracted from input
+     * \param [in] stdDevTensor standard deviation values to scale the input
+     * \param [in] computeMeanStddev flag to represent internal computation of mean, stddev (Wherein 0th bit used to represent computeMean and 1st bit for computeStddev, 0- Externally provided)
+     * \param [in] scale value to be multiplied with data after subtracting from mean
+     * \param [in] shift value to be added finally
+     * \param [in] roiTensor values to represent dimensions of input tensor
+     * \param [in] rppHandle RPP HOST handle created with <tt>\ref rppCreateWithBatchSize()</tt>
+     * \return A <tt> \ref RppStatus</tt> enumeration.
+     * \retval RPP_SUCCESS Successful completion.
+     * \retval RPP_ERROR* Unsuccessful completion.
+     */
+    RppStatus rppt_normalize_host(RppPtr_t srcPtr, RpptGenericDescPtr srcGenericDescPtr, RppPtr_t dstPtr, RpptGenericDescPtr dstGenericDescPtr, Rpp32u axisMask, Rpp32f *meanTensor, Rpp32f *stdDevTensor, Rpp8u computeMeanStddev, Rpp32f scale, Rpp32f shift, Rpp32u *roiTensor, rppHandle_t rppHandle);
+    #ifdef GPU_SUPPORT
+    /*! \brief Normalize Generic augmentation on HIP backend
+     * \details Normalizes the input generic ND buffer by removing the mean and dividing by the standard deviation for a given ND Tensor.
+     * \param [in] srcPtr source tensor memory in HIP memory
+     * \param [in] srcGenericDescPtr source tensor descriptor
+     * \param [out] dstPtr destination tensor memory in HIP memory
+     * \param [in] dstGenericDescPtr destination tensor descriptor
+     * \param [in] axisMask axis along which normalization needs to be done
+     * \param [in] meanTensor values to be subtracted from input
+     * \param [in] stdDevTensor standard deviation values to scale the input
+     * \param [in] computeMeanStddev flag to represent internal computation of mean, stddev (Wherein 0th bit used to represent computeMean and 1st bit for computeStddev, 0- Externally provided)
+     * \param [in] scale value to be multiplied with data after subtracting from mean
+     * \param [in] shift value to be added finally
+     * \param [in] roiTensor values to represent dimensions of input tensor
+     * \param [in] rppHandle RPP HIP handle created with <tt>\ref rppCreateWithStreamAndBatchSize()</tt>
+     * \return A <tt> \ref RppStatus</tt> enumeration.
+     * \retval RPP_SUCCESS Successful completion.
+     * \retval RPP_ERROR* Unsuccessful completion.
+     */
+    RppStatus rppt_normalize_gpu(RppPtr_t srcPtr, RpptGenericDescPtr srcGenericDescPtr, RppPtr_t dstPtr, RpptGenericDescPtr dstGenericDescPtr, Rpp32u axisMask, Rpp32f *meanTensor, Rpp32f *stdDevTensor, Rpp8u computeMeanStddev, Rpp32f scale, Rpp32f shift, Rpp32u *roiTensor, rppHandle_t rppHandle);
+    #endif // GPU_SUPPORT
     /*! @}
      */
@@ Expand Down @@

src/include/cpu/rpp_cpu_simd.hpp

-Original file line number
+Diff line change
@@ Expand Up / @@ -2537,6 +2537,127 @@ inline Rpp32f rpp_hsum_ps(__m256 x) @@
         return _mm_cvtss_f32(sum);
     }
+    /* Computes inverse square root */
+    inline Rpp32f rpp_rsqrt_ps(Rpp32f x)
+    {
+        __m128 X = _mm_set_ss(x);
+        __m128 tmp = _mm_rsqrt_ss(X);
+        Rpp32f y = _mm_cvtss_f32(tmp);
+        return y * (1.5f - x * 0.5f * y * y);
+    }
+    /* Compute inverse square root */
+    /* SSE matches to 6 decimal places with raw C version due to newton rhapson approximation*/
+    inline void rpp_rsqrt_sse(Rpp32f *input, Rpp64s numElements, Rpp32f eps, Rpp32f rdiv, Rpp32f mul)
+    {
+        Rpp64s i = 0;
+        __m128 rdivx4 = _mm_set1_ps(rdiv);
+        __m128 mulx4 = _mm_set1_ps(mul * 0.5f);
+        if (eps) // epsilon is present - no need for masking, but we need to add it
+        {
+            __m128 epsx4 = _mm_set1_ps(eps);
+            for (; i + 4 <= numElements; i += 4)
+            {
+                __m128 x = _mm_loadu_ps(&input[i]);
+                x = _mm_mul_ps(x, rdivx4);
+                x = _mm_add_ps(x, epsx4);
+                __m128 y = _mm_rsqrt_ps(x);
+                __m128 y2 = _mm_mul_ps(y, y);
+                __m128 xy2 = _mm_mul_ps(x, y2);
+                __m128 three_minus_xy2 = _mm_sub_ps(xmm_p3, xy2);
+                y = _mm_mul_ps(y, three_minus_xy2);
+                y = _mm_mul_ps(y, mulx4);
+                _mm_storeu_ps(&input[i], y);
+            }
+        }
+        else
+        {
+            for (; i + 4 <= numElements; i += 4)
+            {
+                __m128 x = _mm_loadu_ps(&input[i]);
+                x = _mm_mul_ps(x, rdivx4);
+                __m128 mask = _mm_cmpneq_ps(x, xmm_p0);
+                __m128 y = _mm_rsqrt_ps(x);
+                y = _mm_and_ps(y, mask);
+                __m128 y2 = _mm_mul_ps(y, y);
+                __m128 xy2 = _mm_mul_ps(x, y2);
+                __m128 three_minus_xy2 = _mm_sub_ps(xmm_p3, xy2);
+                y = _mm_mul_ps(y, three_minus_xy2);
+                y = _mm_mul_ps(y, mulx4);
+                _mm_storeu_ps(&input[i], y);
+            }
+        }
+        if (eps)
+        {
+            for (; i < numElements; i++)
+                input[i] = rpp_rsqrt_ps(input[i] * rdiv + eps) * mul;
+        }
+        else
+        {
+            for (; i < numElements; i++)
+            {
+                Rpp32f x = input[i] * rdiv;
+                input[i] = x ? rpp_rsqrt_ps(x) * mul : 0;
+            }
+        }
+    }
+    /* Compute inverse square root */
+    /* AVX2 matches to 6 decimal places with raw C version due to newton rhapson approximation*/
+    inline void rpp_rsqrt_avx(Rpp32f *input, Rpp32s numElements, Rpp32f eps, Rpp32f rdiv, Rpp32f scale)
+    {
+        Rpp32s i = 0;
+        __m256 rdivx8 = _mm256_set1_ps(rdiv);
+        __m256 mulx8 = _mm256_set1_ps(scale * 0.5f);
+        if (eps) // epsilon is present - no need for masking, but we need to add it
+        {
+            __m256 epsx8 = _mm256_set1_ps(eps);
+            for (; i + 8 <= numElements; i += 8)
+            {
+                __m256 x = _mm256_loadu_ps(&input[i]);
+                x = _mm256_mul_ps(x, rdivx8);
+                x = _mm256_add_ps(x, epsx8);
+                __m256 y = _mm256_rsqrt_ps(x);
+                __m256 y2 = _mm256_mul_ps(y, y);
+                __m256 xy2 = _mm256_mul_ps(x, y2);
+                __m256 three_minus_xy2 = _mm256_sub_ps(avx_p3, xy2);
+                y = _mm256_mul_ps(y, three_minus_xy2);
+                y = _mm256_mul_ps(y, mulx8);
+                _mm256_storeu_ps(&input[i], y);
+            }
+        }
+        else
+        {
+            for (; i + 8 <= numElements; i += 8)
+            {
+                __m256 x = _mm256_loadu_ps(&input[i]);
+                x = _mm256_mul_ps(x, rdivx8);
+                __m256 mask = _mm256_cmp_ps(x, avx_p0, _CMP_NEQ_OQ);
+                __m256 y = _mm256_rsqrt_ps(x);
+                y = _mm256_and_ps(y, mask);
+                __m256 y2 = _mm256_mul_ps(y, y);
+                __m256 xy2 = _mm256_mul_ps(x, y2);
+                __m256 three_minus_xy2 = _mm256_sub_ps(avx_p3, xy2);
+                y = _mm256_mul_ps(y, three_minus_xy2);
+                y = _mm256_mul_ps(y, mulx8);
+                _mm256_storeu_ps(&input[i], y);
+            }
+        }
+        if (eps)
+        {
+            for (; i < numElements; i++)
+                input[i] = rpp_rsqrt_ps(input[i] * rdiv + eps) * scale;
+        }
+        else
+        {
+            for (; i < numElements; i++)
+            {
+                Rpp32f x = input[i] * rdiv;
+                input[i] = x ? rpp_rsqrt_ps(x) * scale : 0;
+            }
+        }
+    }
     static inline void fast_matmul4x4_sse(float *A, float *B, float *C)
     {
         __m128 row1 = _mm_load_ps(&B[0]);                   // Row 0 of B
@@ Expand Down @@

src/modules/CMakeLists.txt

-Original file line number
+Diff line change
@@ Expand Up / @@ -97,6 +97,7 @@ if( "${BACKEND}" STREQUAL "HIP") @@
         set(CMAKE_CXX_COMPILER ${COMPILER_FOR_HIP})
         set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${HIP_HIPCC_FLAGS}")
         set_source_files_properties(rppt_tensor_audio_augmentations.cpp PROPERTIES COMPILE_FLAGS -mno-fma)
+        set_source_files_properties(rppt_tensor_statistical_operations.cpp PROPERTIES COMPILE_FLAGS -mno-fma) # no-fma flag added to get the exact output match with golden outputs
         # Add HIP specific preprocessor flags
         add_definitions(-DHIP_COMPILE)
@@ Expand All / @@ -111,6 +112,7 @@ elseif( "${BACKEND}" STREQUAL "OCL") @@
         list(APPEND Rpp_Source ${CPPFILES} ${MOD_CL_CPP})
         message("-- ${Green}OpenCL kernels added!${ColourReset}")
         set_source_files_properties(rppt_tensor_audio_augmentations.cpp PROPERTIES COMPILE_FLAGS -mno-fma)
+        set_source_files_properties(rppt_tensor_statistical_operations.cpp PROPERTIES COMPILE_FLAGS -mno-fma) # no-fma flag added to get the exact output match with golden outputs
         # Add OpenCL specific preprocessor flags
         add_definitions(-DOCL_COMPILE)
@@ Expand All / @@ -125,6 +127,7 @@ elseif( "${BACKEND}" STREQUAL "CPU") @@
         # Add CPU specific includes
         set(INCLUDE_LIST ${CMAKE_SOURCE_DIR}/src/include/common/)
         set_source_files_properties(rppt_tensor_audio_augmentations.cpp PROPERTIES COMPILE_FLAGS -mno-fma)
+        set_source_files_properties(rppt_tensor_statistical_operations.cpp PROPERTIES COMPILE_FLAGS -mno-fma) # no-fma flag added to get the exact output match with golden outputs
     endif()
     message("-- ${White}AMD RPP ${PROJECT_NAME} -- Include Directories:${INCLUDE_LIST}${ColourReset}")
     add_compile_options("-Wno-unused-result")
@@ Expand Down @@

src/modules/cpu/host_tensor_statistical_operations.hpp

-Original file line number
+Diff line change
@@ Expand Up / @@ -28,5 +28,6 @@ SOFTWARE. @@
     #include "kernel/tensor_sum.hpp"
     #include "kernel/tensor_min.hpp"
     #include "kernel/tensor_max.hpp"
+    #include "kernel/normalize.hpp"
-    #endif // HOST_TENSOR_STATISTICAL_OPERATIONS_HPP
+    #endif // HOST_TENSOR_STATISTICAL_OPERATIONS_HPP

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