From 66274648dfc4a208eaf85f9b6cecd26d576bf070 Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Thu, 3 Aug 2023 11:10:11 -0400
Subject: [PATCH 01/63] Initial commit - Non slient region detection

Includes unittest setup
---
 README.md                                     |   7 +-
 include/rppt.h                                |   1 +
 include/rppt_tensor_audio_augmentations.h     |  51 +++
 src/modules/CMakeLists.txt                    |   3 +
 .../cpu/host_tensor_audio_augmentations.hpp   |  25 ++
 .../kernel/non_silent_region_detection.hpp    | 136 +++++++
 .../rppt_tensor_audio_augmentations.cpp       |  59 +++
 .../test_suite/HOST/audio/CMakeLists.txt      |  68 ++++
 .../HOST/audio/Tensor_host_audio.cpp          | 373 ++++++++++++++++++
 .../test_suite/HOST/audio/testAllScript.sh    |  85 ++++
 ...t_region_detection_ref_237-126133-0020.txt |   2 +
 ...t_region_detection_ref_237-134500-0001.txt |   2 +
 ...t_region_detection_ref_237-134500-0004.txt |   2 +
 ...nt_region_detection_ref_2830-3979-0005.txt |   2 +
 ...nt_region_detection_ref_2830-3980-0059.txt |   2 +
 ...t_region_detection_ref_6829-68769-0045.txt |   2 +
 ...t_region_detection_ref_6829-68769-0047.txt |   2 +
 ...t_region_detection_ref_6829-68771-0017.txt |   2 +
 .../237-126133-0020.wav                       | Bin 0 -> 71724 bytes
 .../237-134500-0001.wav                       | Bin 0 -> 57964 bytes
 .../237-134500-0004.wav                       | Bin 0 -> 71244 bytes
 .../2830-3979-0005.wav                        | Bin 0 -> 67404 bytes
 .../2830-3980-0059.wav                        | Bin 0 -> 58444 bytes
 .../6829-68769-0045.wav                       | Bin 0 -> 68364 bytes
 .../6829-68769-0047.wav                       | Bin 0 -> 74444 bytes
 .../6829-68771-0017.wav                       | Bin 0 -> 76524 bytes
 .../sample.wav                                | Bin 0 -> 2146166 bytes
 .../sample1.wav                               | Bin 0 -> 1073120 bytes
 .../sample2.wav                               | Bin 0 -> 1211982 bytes
 .../sample3.wav                               | Bin 0 -> 4381962 bytes
 30 files changed, 823 insertions(+), 1 deletion(-)
 create mode 100644 include/rppt_tensor_audio_augmentations.h
 create mode 100644 src/modules/cpu/host_tensor_audio_augmentations.hpp
 create mode 100644 src/modules/cpu/kernel/non_silent_region_detection.hpp
 create mode 100644 src/modules/rppt_tensor_audio_augmentations.cpp
 create mode 100644 utilities/test_suite/HOST/audio/CMakeLists.txt
 create mode 100644 utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
 create mode 100755 utilities/test_suite/HOST/audio/testAllScript.sh
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-126133-0020.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0001.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0004.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/2830-3979-0005.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/2830-3980-0059.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68769-0045.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68769-0047.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68771-0017.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/single_sample_multi_channel_src1/sample.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample2.wav
 create mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample3.wav

diff --git a/README.md b/README.md
index 9b6b04dcd..2b0a17c79 100644
--- a/README.md
+++ b/README.md
@@ -143,8 +143,13 @@ python3 -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
   make -j$nproc
   sudo make install
   ```
+* Libsndfile installation
+  ```
+  sudo apt-get update
+  sudo apt-get install libsndfile1-dev
+  ```
 
-## Build & Install RPP 
+## Build & Install RPP
 
 The ROCm Performance Primitives (RPP) library has support for three backends: HIP, OpenCL, and CPU:
 
diff --git a/include/rppt.h b/include/rppt.h
index 780cede37..d2d61d4ff 100644
--- a/include/rppt.h
+++ b/include/rppt.h
@@ -34,6 +34,7 @@ extern "C" {
 #include "rppt_tensor_filter_augmentations.h"
 #include "rppt_tensor_geometric_augmentations.h"
 #include "rppt_tensor_morphological_operations.h"
+#include "rppt_tensor_audio_augmentations.h"
 
 #ifdef __cplusplus
 }
diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
new file mode 100644
index 000000000..52fa79afb
--- /dev/null
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -0,0 +1,51 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#ifndef RPPT_TENSOR_AUDIO_AUGMENTATIONS_H
+#define RPPT_TENSOR_AUDIO_AUGMENTATIONS_H
+#include "rpp.h"
+#include "rppdefs.h"
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/******************** non_silent_region_detection ********************/
+
+// Non Silent Region Detection augmentation for 1D audio buffer
+
+// *param[in] srcPtr source tensor memory
+// *param[in] srcDescPtr source tensor descriptor
+// *param[in] srcSize source audio buffer length
+// *param[out] detectedIndex beginning index of non silent region
+// *param[out] detectionLength length of non silent region
+// *param[in] cutOffDB threshold(dB) below which the signal is considered silent
+// *param[in] windowLength size of the sliding window used to calculate of the short-term power of the signal
+// *param[in] referencePower reference power that is used to convert the signal to dB.
+// *param[in] resetInterval number of samples after which the moving mean average is recalculated to avoid loss of precision
+// *param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
+// *returns a  RppStatus enumeration.
+// *retval RPP_SUCCESS : successful completion
+// *retval RPP_ERROR : Error
+
+RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcSize, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
+
+#ifdef __cplusplus
+}
+#endif
+#endif // RPPT_TENSOR_AUDIO_AUGMENTATIONS_H
\ No newline at end of file
diff --git a/src/modules/CMakeLists.txt b/src/modules/CMakeLists.txt
index f1331283c..b1ab0d0a0 100644
--- a/src/modules/CMakeLists.txt
+++ b/src/modules/CMakeLists.txt
@@ -92,6 +92,7 @@ if( "${BACKEND}" STREQUAL "HIP")
     # Set HIP compiler and flags
     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)
 
     # Add HIP specific preprocessor flags
     add_definitions(-DHIP_COMPILE)
@@ -105,6 +106,7 @@ elseif( "${BACKEND}" STREQUAL "OCL")
     file(GLOB MOD_CL_CPP "cl/*.cpp" )
     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)
 
     # Add OpenCL specific preprocessor flags
     add_definitions(-DOCL_COMPILE)
@@ -118,6 +120,7 @@ elseif( "${BACKEND}" STREQUAL "OCL")
 elseif( "${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)
 endif()
 message("-- ${White}AMD RPP ${PROJECT_NAME} -- Include Directories:${INCLUDE_LIST}${ColourReset}")
 # Kernels and includes additions
diff --git a/src/modules/cpu/host_tensor_audio_augmentations.hpp b/src/modules/cpu/host_tensor_audio_augmentations.hpp
new file mode 100644
index 000000000..dbc9f0f29
--- /dev/null
+++ b/src/modules/cpu/host_tensor_audio_augmentations.hpp
@@ -0,0 +1,25 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#ifndef HOST_TENSOR_AUDIO_AUGMENTATIONS_HPP
+#define HOST_TENSOR_AUDIO_AUGMENTATIONS_HPP
+
+#include "kernel/non_silent_region_detection.hpp"
+
+#endif // HOST_TENSOR_AUDIO_AUGMENTATIONS_HPP
\ No newline at end of file
diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
new file mode 100644
index 000000000..b7008cdf3
--- /dev/null
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -0,0 +1,136 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include "rppdefs.h"
+#include <omp.h>
+
+Rpp32f getSquare(Rpp32f &value)
+{
+    Rpp32f res = value;
+    return (res * res);
+}
+
+Rpp32f getMax(std::vector<Rpp32f> &values, Rpp32s srcLength)
+{
+    Rpp32f max = values[0];
+    for(int i = 1; i < srcLength; i++)
+        max = std::max(max, values[i]);
+    return max;
+}
+
+RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
+                                                  RpptDescPtr srcDescPtr,
+                                                  Rpp32s *srcLengthTensor,
+                                                  Rpp32f *detectedIndexTensor,
+                                                  Rpp32f *detectionLengthTensor,
+                                                  Rpp32f cutOffDB,
+                                                  Rpp32s windowLength,
+                                                  Rpp32f referencePower,
+                                                  Rpp32s resetInterval,
+                                                  rpp::Handle& handle)
+{
+    Rpp32u numThreads = handle.GetNumThreads();
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for(int batchCount = 0; batchCount < srcDescPtr->n; batchCount++)
+    {
+        Rpp32f *srcPtrTemp = srcPtr + batchCount * srcDescPtr->strides.nStride;
+        Rpp32s srcLength = srcLengthTensor[batchCount];
+        bool referenceMax = (referencePower == 0.0f);
+
+        // set reset interval based on the user input
+        Rpp32s resetLength = (resetInterval == -1) ? srcLength : resetInterval;
+
+        // Calculate buffer size for mms array and allocate mms buffer
+        Rpp32s mmsBufferSize = srcLength;
+        std::vector<Rpp32f> mmsBuffer;
+        mmsBuffer.reserve(mmsBufferSize);
+
+        // Calculate moving mean square of input array and store srcPtrTemp mms buffer
+        Rpp32f meanFactor = 1.0f / windowLength;
+        Rpp64s windowBegin = -windowLength + 1;
+        for (Rpp64s outPos = 0; outPos < srcLength;)
+        {
+            Rpp32f sumOfSquares = 0.0f;
+            for (Rpp64s i = std::max<Rpp64s>(windowBegin, 0); i < outPos; i++)
+                sumOfSquares += getSquare(srcPtrTemp[i]);
+
+            Rpp64s intervalEndIdx = std::min<Rpp64s>(srcLength, outPos + resetLength);
+            for (; outPos < intervalEndIdx; outPos++, windowBegin++)
+            {
+                sumOfSquares += getSquare(srcPtrTemp[outPos]);
+                mmsBuffer[outPos] = sumOfSquares * meanFactor;
+                if (windowBegin >= 0)
+                    sumOfSquares -= getSquare(srcPtrTemp[windowBegin]);
+            }
+        }
+
+        // Convert cutOff from DB to magnitude
+        Rpp32f base = (referenceMax) ? getMax(mmsBuffer, mmsBufferSize) : referencePower;
+        Rpp32f cutOffMag = base * std::pow(10.0f, cutOffDB * 0.1f);
+
+        // Calculate begining index, length of non silent region from the mms buffer
+        Rpp32s endIdx = mmsBufferSize;
+        Rpp32s beginIdx = endIdx;
+        Rpp32s detectBegin, detectEnd;
+        for(int i = 0; i < endIdx; i++)
+        {
+            if(mmsBuffer[i] >= cutOffMag)
+            {
+                beginIdx = i;
+                break;
+            }
+        }
+        if(beginIdx == endIdx)
+        {
+            detectBegin = 0;
+            detectEnd = 0;
+        }
+        else
+        {
+            for(int i = endIdx - 1; i >= beginIdx; i--)
+            {
+                if(mmsBuffer[i] >= cutOffMag)
+                {
+                    endIdx = i;
+                    break;
+                }
+            }
+            detectBegin = beginIdx;
+            detectEnd = endIdx - beginIdx + 1;
+        }
+
+        // Extend non silent region
+        if(detectBegin != 0 && detectEnd != 0)
+        {
+            Rpp32s newBegin = std::max<Rpp32s>(detectBegin - (windowLength - 1), 0);
+            detectEnd += detectBegin - newBegin;
+            detectBegin = newBegin;
+        }
+
+        detectedIndexTensor[batchCount] = detectBegin;
+        detectionLengthTensor[batchCount] = detectEnd;
+    }
+
+    return RPP_SUCCESS;
+}
\ No newline at end of file
diff --git a/src/modules/rppt_tensor_audio_augmentations.cpp b/src/modules/rppt_tensor_audio_augmentations.cpp
new file mode 100644
index 000000000..5afaf19ac
--- /dev/null
+++ b/src/modules/rppt_tensor_audio_augmentations.cpp
@@ -0,0 +1,59 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include "rppdefs.h"
+#include "rppi_validate.hpp"
+#include "rppt_tensor_audio_augmentations.h"
+#include "cpu/host_tensor_audio_augmentations.hpp"
+
+/******************** non_silent_region_detection ********************/
+
+RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr,
+                                                RpptDescPtr srcDescPtr,
+                                                Rpp32s *srcSize,
+                                                Rpp32f *detectedIndexTensor,
+                                                Rpp32f *detectionLengthTensor,
+                                                Rpp32f cutOffDB,
+                                                Rpp32s windowLength,
+                                                Rpp32f referencePower,
+                                                Rpp32s resetInterval,
+                                                rppHandle_t rppHandle)
+{
+    if (srcDescPtr->dataType == RpptDataType::F32)
+    {
+        non_silent_region_detection_host_tensor(static_cast<Rpp32f*>(srcPtr),
+                                                srcDescPtr,
+                                                srcSize,
+                                                detectedIndexTensor,
+                                                detectionLengthTensor,
+                                                cutOffDB,
+                                                windowLength,
+                                                referencePower,
+                                                resetInterval,
+                                                rpp::deref(rppHandle));
+
+        return RPP_SUCCESS;
+    }
+    else
+    {
+        return RPP_ERROR_NOT_IMPLEMENTED;
+    }
+
+    return RPP_SUCCESS;
+}
diff --git a/utilities/test_suite/HOST/audio/CMakeLists.txt b/utilities/test_suite/HOST/audio/CMakeLists.txt
new file mode 100644
index 000000000..ae1bebd0d
--- /dev/null
+++ b/utilities/test_suite/HOST/audio/CMakeLists.txt
@@ -0,0 +1,68 @@
+# Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in
+# all copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+# THE SOFTWARE.
+
+cmake_minimum_required(VERSION 3.5)
+project(test_suite/HOST/audio)
+list(APPEND CMAKE_MODULE_PATH ${PROJECT_SOURCE_DIR}/../../../cmake)
+set(ROCM_PATH /opt/rocm CACHE PATH "default ROCm installation path")
+
+# Set message options
+if(NOT WIN32)
+    string(ASCII 27 Esc)
+    set(ColourReset "${Esc}[m")
+    set(Red         "${Esc}[31m")
+    set(Green       "${Esc}[32m")
+    set(Yellow      "${Esc}[33m")
+    set(Blue        "${Esc}[34m")
+    set(BoldBlue    "${Esc}[1;34m")
+    set(Magenta     "${Esc}[35m")
+    set(Cyan        "${Esc}[36m")
+    set(White       "${Esc}[37m")
+endif()
+
+# BOOST
+set(BOOST_COMPONENTS filesystem system)
+find_package(Boost COMPONENTS ${BOOST_COMPONENTS} REQUIRED)
+include_directories(${Boost_INCLUDE_DIRS})
+set(LINK_LIBRARY_LIST ${LINK_LIBRARY_LIST} ${Boost_FILESYSTEM_LIBRARY} ${Boost_SYSTEM_LIBRARY})
+# OpenMP
+find_package(OpenMP REQUIRED)
+set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS} -ggdb -O0")
+set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
+set(LINK_LIBRARY_LIST ${LINK_LIBRARY_LIST} OpenMP::OpenMP_CXX)
+
+find_library(libsnd_LIBS
+    NAMES sndfile libsndfile
+    PATHS ${CMAKE_SYSTEM_PREFIX_PATH} ${LIBSND_ROOT_DIR} "/usr/local"
+    PATH_SUFFIXES lib lib64)
+
+if(NOT libsnd_LIBS)
+    message("-- ${Yellow}Error: libsndfile must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
+else()
+    message("-- ${Green}${PROJECT_NAME} set to build with rpp and libsndfile ${ColourReset}")
+    include_directories(${ROCM_PATH}/include ${ROCM_PATH}/include/rpp /usr/local/include)
+    link_directories(${ROCM_PATH}/lib /usr/local/lib)
+    include_directories(${SndFile_INCLUDE_DIRS})
+    link_directories(${SndFile_LIBRARIES_DIR} /usr/local/lib/)
+
+    add_executable(Tensor_host_audio Tensor_host_audio.cpp)
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=gnu++14")
+    target_link_libraries(Tensor_host_audio ${libsnd_LIBS} -lsndfile -lrpp pthread ${LINK_LIBRARY_LIST})
+endif()
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp b/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
new file mode 100644
index 000000000..eb7d2812b
--- /dev/null
+++ b/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
@@ -0,0 +1,373 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include <stdio.h>
+#include <dirent.h>
+#include <string.h>
+#include <iostream>
+#include "rpp.h"
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <unistd.h>
+#include <time.h>
+#include <omp.h>
+#include <half/half.hpp>
+#include <fstream>
+#include <iomanip>
+
+// Include this header file to use functions from libsndfile
+#include <sndfile.h>
+
+using namespace std;
+using half_float::half;
+
+typedef half Rpp16f;
+
+void remove_substring(string &str, string &pattern)
+{
+    std::string::size_type i = str.find(pattern);
+    while (i != std::string::npos)
+    {
+        str.erase(i, pattern.length());
+        i = str.find(pattern, i);
+   }
+}
+
+void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, char audioNames[][1000])
+{
+    fstream ref_file;
+    string ref_path = get_current_dir_name();
+    string pattern = "HOST/audio/build";
+    remove_substring(ref_path, pattern);
+    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
+    int file_match = 0;
+    for (int i = 0; i < bs; i++)
+    {
+        string current_file_name = audioNames[i];
+        size_t last_index = current_file_name.find_last_of(".");
+        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
+        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
+        ref_file.open(out_file, ios::in);
+        if(!ref_file.is_open())
+        {
+            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            break;
+        }
+
+        Rpp32s ref_index, ref_length;
+        Rpp32s out_index, out_length;
+        ref_file>>ref_index;
+        ref_file>>ref_length;
+        out_index = detectedIndex[i];
+        out_length = detectionLength[i];
+
+        if((out_index == ref_index) && (out_length == ref_length))
+            file_match += 1;
+        ref_file.close();
+    }
+    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
+    if(file_match == bs)
+        std::cerr<<"PASSED!"<<std::endl;
+    else
+        std::cerr<<"FAILED! "<<file_match<<"/"<<bs<<" outputs are matching with reference outputs"<<std::endl;
+}
+
+int main(int argc, char **argv)
+{
+    // Handle inputs
+    const int MIN_ARG_COUNT = 3;
+
+    if (argc < MIN_ARG_COUNT)
+    {
+        printf("\nImproper Usage! Needs all arguments!\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:9>\n");
+        return -1;
+    }
+
+    char *src = argv[1];
+    int inputBitDepth = atoi(argv[2]);
+    int testCase = atoi(argv[3]);
+
+    // Set case names
+    char funcName[1000];
+    switch (testCase)
+    {
+        case 0:
+            strcpy(funcName, "non_silent_region_detection");
+            break;
+        default:
+            strcpy(funcName, "testCase");
+            break;
+    }
+
+    // Initialize tensor descriptors
+    RpptDesc srcDesc, dstDesc;
+    RpptDescPtr srcDescPtr, dstDescPtr;
+    srcDescPtr = &srcDesc;
+    dstDescPtr = &dstDesc;
+
+    // Set src/dst data types in tensor descriptors
+    if (inputBitDepth == 2)
+    {
+        srcDescPtr->dataType = RpptDataType::F32;
+        dstDescPtr->dataType = RpptDataType::F32;
+    }
+
+    // Other initializations
+    int missingFuncFlag = 0;
+    int i = 0, j = 0;
+    int maxChannels = 0;
+    int maxSrcWidth = 0, maxSrcHeight = 0;
+    int maxDstWidth = 0, maxDstHeight = 0;
+    Rpp64u count = 0;
+    Rpp64u iBufferSize = 0;
+    Rpp64u oBufferSize = 0;
+    static int noOfAudioFiles = 0;
+
+    // String ops on function name
+    char src1[1000];
+    strcpy(src1, src);
+    strcat(src1, "/");
+
+    char func[1000];
+    strcpy(func, funcName);
+    printf("\nRunning %s...", func);
+
+    // Get number of audio files
+    struct dirent *de;
+    DIR *dr = opendir(src);
+    while ((de = readdir(dr)) != NULL)
+    {
+        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
+            continue;
+        noOfAudioFiles += 1;
+    }
+    closedir(dr);
+
+    // Initialize the AudioPatch for source
+    Rpp32s *srcLengthTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
+    Rpp32s *channelsTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
+    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
+    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
+
+    // Set maxLength
+    char audioNames[noOfAudioFiles][1000];
+
+    // Set Height as 1 for src, dst
+    maxSrcHeight = 1;
+    maxDstHeight = 1;
+
+    dr = opendir(src);
+    while ((de = readdir(dr)) != NULL)
+    {
+        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
+            continue;
+        strcpy(audioNames[count], de->d_name);
+        char temp[1000];
+        strcpy(temp, src1);
+        strcat(temp, audioNames[count]);
+
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        //The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (temp, SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        srcLengthTensor[count] = sfinfo.frames;
+        channelsTensor[count] = sfinfo.channels;
+
+        srcDims[count].width = sfinfo.frames;
+        dstDims[count].width = sfinfo.frames;
+        srcDims[count].height = 1;
+        dstDims[count].height = 1;
+
+        maxSrcWidth = std::max(maxSrcWidth, srcLengthTensor[count]);
+        maxDstWidth = std::max(maxDstWidth, srcLengthTensor[count]);
+        maxChannels = std::max(maxChannels, channelsTensor[count]);
+
+        // Close input
+        sf_close (infile);
+        count++;
+    }
+    closedir(dr);
+
+    // Set numDims, offset, n/c/h/w values for src/dst
+    srcDescPtr->numDims = 4;
+    dstDescPtr->numDims = 4;
+
+    srcDescPtr->offsetInBytes = 0;
+    dstDescPtr->offsetInBytes = 0;
+
+    srcDescPtr->n = noOfAudioFiles;
+    dstDescPtr->n = noOfAudioFiles;
+
+    srcDescPtr->h = maxSrcHeight;
+    dstDescPtr->h = maxDstHeight;
+
+    srcDescPtr->w = maxSrcWidth;
+    dstDescPtr->w = maxDstWidth;
+
+    srcDescPtr->c = maxChannels;
+    //if(testCase == 3)
+        //dstDescPtr->c = 1;
+    //else
+        dstDescPtr->c = maxChannels;
+
+    // Optionally set w stride as a multiple of 8 for src
+    srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
+    dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
+
+    // Set n/c/h/w strides for src/dst
+    srcDescPtr->strides.nStride = srcDescPtr->c * srcDescPtr->w * srcDescPtr->h;
+    srcDescPtr->strides.hStride = srcDescPtr->c * srcDescPtr->w;
+    srcDescPtr->strides.wStride = srcDescPtr->c;
+    srcDescPtr->strides.cStride = 1;
+
+    dstDescPtr->strides.nStride = dstDescPtr->c * dstDescPtr->w * dstDescPtr->h;
+    dstDescPtr->strides.hStride = dstDescPtr->c * dstDescPtr->w;
+    dstDescPtr->strides.wStride = dstDescPtr->c;
+    dstDescPtr->strides.cStride = 1;
+
+    // Set buffer sizes for src/dst
+    iBufferSize = (Rpp64u)srcDescPtr->h * (Rpp64u)srcDescPtr->w * (Rpp64u)srcDescPtr->c * (Rpp64u)srcDescPtr->n;
+    oBufferSize = (Rpp64u)dstDescPtr->h * (Rpp64u)dstDescPtr->w * (Rpp64u)dstDescPtr->c * (Rpp64u)dstDescPtr->n;
+
+    // Initialize host buffers for input & output
+    Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
+    Rpp32f *outputf32 = (Rpp32f *)calloc(oBufferSize, sizeof(Rpp32f));
+
+    i = 0;
+    count = 0;
+    dr = opendir(src);
+    while ((de = readdir(dr)) != NULL)
+    {
+        Rpp32f *input_temp_f32;
+        input_temp_f32 = inputf32 + (i * srcDescPtr->strides.nStride);
+
+        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
+            continue;
+        strcpy(audioNames[count], de->d_name);
+        char temp[1000];
+        strcpy(temp, src1);
+        strcat(temp, audioNames[count]);
+
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        // The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (temp, SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        int bufferLength = sfinfo.frames * sfinfo.channels;
+        if(inputBitDepth == 2)
+        {
+            readcount = (int) sf_read_float (infile, input_temp_f32, bufferLength);
+            if(readcount != bufferLength)
+                std::cerr<<"F32 Unable to read audio file completely"<<std::endl;
+        }
+        i++;
+        count++;
+
+        // Close input
+        sf_close (infile);
+    }
+    closedir(dr);
+
+    // Run case-wise RPP API and measure time
+    rppHandle_t handle;
+    rppCreateWithBatchSize(&handle, srcDescPtr->n, 8);
+    clock_t startCpuTime, endCpuTime;
+    double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
+    double startWallTime, endWallTime;
+    double cpuTime, wallTime;
+
+    string testCaseName;
+    switch (testCase)
+    {
+        case 0:
+        {
+            testCaseName = "non_silent_region_detection";
+            Rpp32f detectedIndex[noOfAudioFiles];
+            Rpp32f detectionLength[noOfAudioFiles];
+            Rpp32f cutOffDB = -60.0;
+            Rpp32s windowLength = 2048;
+            Rpp32f referencePower = 0.0f;
+            Rpp32s resetInterval = 8192;
+
+            startWallTime = omp_get_wtime();
+            startCpuTime = clock();
+            if (inputBitDepth == 2)
+            {
+                rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
+            }
+            else
+                missingFuncFlag = 1;
+
+            verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, noOfAudioFiles, audioNames);
+            break;
+        }
+        default:
+        {
+            missingFuncFlag = 1;
+            break;
+        }
+    }
+
+    endCpuTime = clock();
+    endWallTime = omp_get_wtime();
+
+    if (missingFuncFlag == 1)
+    {
+        printf("\nThe functionality %s doesn't yet exist in RPP\n", func);
+        return -1;
+    }
+
+    // Display measured times
+    cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
+    wallTime = endWallTime - startWallTime;
+    cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
+    cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
+    printf("\n");
+
+    rppDestroyHost(handle);
+
+    // Free memory
+    free(srcLengthTensor);
+    free(channelsTensor);
+    free(srcDims);
+    free(dstDims);
+    free(inputf32);
+    free(outputf32);
+
+    return 0;
+}
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/audio/testAllScript.sh b/utilities/test_suite/HOST/audio/testAllScript.sh
new file mode 100755
index 000000000..4d9ea05b0
--- /dev/null
+++ b/utilities/test_suite/HOST/audio/testAllScript.sh
@@ -0,0 +1,85 @@
+#!/bin/bash
+
+# <<<<<<<<<<<<<< DEFAULT SOURCE AND DESTINATION FOLDERS (NEED NOT CHANGE) >>>>>>>>>>>>>>
+
+cwd=$(pwd)
+
+# Input audio files - Eight audio files
+DEFAULT_SRC_FOLDER="$cwd/../../../TEST_AUDIO_FILES/eight_samples_single_channel_src1/"
+
+# Inputs for Testing Downmixing
+# Input audio file - single audio file - multi channel
+# DEFAULT_SRC_FOLDER="$cwd/../../../TEST_AUDIO_FILES/single_sample_multi_channel_src1/"
+
+# <<<<<<<<<<<<<< FOR MANUAL OVERRIDE, JUST REPLACE AND POINT TO THE SOURCE AND DESTINATION FOLDERS HERE >>>>>>>>>>>>>>
+SRC_FOLDER="$DEFAULT_SRC_FOLDER"
+
+# <<<<<<<<<<<<<< EXECUTION OF ALL FUNCTIONALITIES (NEED NOT CHANGE) >>>>>>>>>>>>>>
+if [[ "$1" -lt 0 ]] | [[ "$1" -gt 9 ]]; then
+    echo "The starting case# must be in the 0-9 range!"
+    echo
+    echo "The testAllScript.sh bash script runs the RPP audio unittest testsuite for AMDRPP functionalities in HOST/OCL/HIP backends."
+    echo
+    echo "Syntax: ./testAllScriptAudio.sh <S> <E>"
+    echo "S     CASE_START (Starting case# (0-9))"
+    echo "E     CASE_END (Ending case# (0-9))"
+    exit 1
+fi
+
+if [[ "$2" -lt 0 ]] | [[ "$2" -gt 9 ]]; then
+    echo "The ending case# must be in the 0-9 range!"
+    echo
+    echo "The testAllScript.sh bash script runs the RPP audio unittest testsuite for AMDRPP functionalities in HOST/OCL/HIP backends."
+    echo
+    echo "Syntax: ./testAllScriptAudio.sh <S> <E>"
+    echo "S     CASE_START (Starting case# (0-9))"
+    echo "E     CASE_END (Ending case# (0-9))"
+    exit 1
+fi
+
+if (( "$#" < 2 )); then
+    CASE_START="0"
+    CASE_END="9"
+else
+    CASE_START="$1"
+    CASE_END="$2"
+fi
+
+shopt -s extglob
+mkdir build
+cd build
+rm -rvf ./*
+cmake ..
+make -j16
+
+printf "\n\n\n\n\n"
+echo "##########################################################################################"
+echo "Running all Audio Inputs..."
+echo "##########################################################################################"
+
+printf "\n\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:1>"
+
+for ((case=$CASE_START;case<=$CASE_END;case++))
+do
+    if [ "$case" -eq 3 ]
+    then
+        SRC_FOLDER="$cwd/../../TEST_AUDIO_FILES/single_sample_multi_channel_src1/"
+    else
+        SRC_FOLDER="$cwd/../../TEST_AUDIO_FILES/eight_samples_single_channel_src1/"
+    fi
+
+    printf "\n\n\n\n"
+    echo "--------------------------------"
+    printf "Running a New Functionality...\n"
+    echo "--------------------------------"
+    for ((bitDepth=2;bitDepth<3;bitDepth++))
+    do
+        printf "\n\n\nRunning New Bit Depth...\n-------------------------\n\n"
+        printf "\n./Tensor_host_audio $SRC_FOLDER $bitDepth $case "
+        ./Tensor_host_audio "$SRC_FOLDER" "$bitDepth" "$case"
+
+        echo "------------------------------------------------------------------------------------------"
+    done
+done
+
+# <<<<<<<<<<<<<< EXECUTION OF ALL FUNCTIONALITIES (NEED NOT CHANGE) >>>>>>>>>>>>>>
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
new file mode 100644
index 000000000..1d3d8c5da
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
@@ -0,0 +1,2 @@
+0
+35840
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
new file mode 100644
index 000000000..a5a6c4b4b
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
@@ -0,0 +1,2 @@
+0
+28960
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
new file mode 100644
index 000000000..2f4be22ae
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
@@ -0,0 +1,2 @@
+0
+35600
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
new file mode 100644
index 000000000..d8aecd9b7
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
@@ -0,0 +1,2 @@
+0
+33680
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
new file mode 100644
index 000000000..849183e19
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
@@ -0,0 +1,2 @@
+0
+29200
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
new file mode 100644
index 000000000..28d416ab6
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
@@ -0,0 +1,2 @@
+0
+34160
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
new file mode 100644
index 000000000..b3f7b9624
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
@@ -0,0 +1,2 @@
+0
+37200
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
new file mode 100644
index 000000000..7089aa2ea
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
@@ -0,0 +1,2 @@
+0
+38240
diff --git a/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-126133-0020.wav b/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-126133-0020.wav
new file mode 100644
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literal 0
HcmV?d00001


From dcd98332cbc9c3ac1d26596bfc0e37407b61c764 Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Thu, 3 Aug 2023 12:08:46 -0400
Subject: [PATCH 02/63] Initial commit - To Decibels

Includes unittest setup
---
 include/rppt_tensor_audio_augmentations.h     |    19 +
 .../cpu/host_tensor_audio_augmentations.hpp   |     1 +
 src/modules/cpu/kernel/to_decibels.hpp        |   122 +
 .../rppt_tensor_audio_augmentations.cpp       |    32 +
 .../HOST/audio/Tensor_host_audio.cpp          |    77 +
 .../to_decibels_ref_237-126133-0020.txt       | 35840 +++++++++++++++
 .../to_decibels_ref_237-134500-0001.txt       | 28960 ++++++++++++
 .../to_decibels_ref_237-134500-0004.txt       | 35600 ++++++++++++++
 .../to_decibels_ref_2830-3979-0005.txt        | 33680 ++++++++++++++
 .../to_decibels_ref_2830-3980-0059.txt        | 29200 ++++++++++++
 .../to_decibels_ref_6829-68769-0045.txt       | 34160 ++++++++++++++
 .../to_decibels_ref_6829-68769-0047.txt       | 37200 +++++++++++++++
 .../to_decibels_ref_6829-68771-0017.txt       | 38240 ++++++++++++++++
 13 files changed, 273131 insertions(+)
 create mode 100644 src/modules/cpu/kernel/to_decibels.hpp
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt

diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 52fa79afb..cda48722a 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -45,6 +45,25 @@ extern "C" {
 
 RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcSize, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
 
+/******************** to_decibels ********************/
+
+// To Decibels augmentation for magnitude buffer
+
+// *param[in] srcPtr source tensor memory
+// *param[in] srcDescPtr source tensor descriptor
+// *param[out] dstPtr destination tensor memory
+// *param[in] dstDescPtr destination tensor descriptor
+// *param[in] srcDims source dimensions
+// *param[in] cutOffDB  minimum or cut-off ratio in dB
+// *param[in] multiplier factor by which the logarithm is multiplied
+// *param[in] referenceMagnitude Reference magnitude if not provided maximum value of input used as reference
+// *param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
+// *returns a  RppStatus enumeration.
+// *retval RPP_SUCCESS : successful completion
+// *retval RPP_ERROR : Error
+
+RppStatus rppt_to_decibels_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr srcDims, Rpp32f cutOffDB, Rpp32f multiplier, Rpp32f referenceMagnitude, rppHandle_t rppHandle);
+
 #ifdef __cplusplus
 }
 #endif
diff --git a/src/modules/cpu/host_tensor_audio_augmentations.hpp b/src/modules/cpu/host_tensor_audio_augmentations.hpp
index dbc9f0f29..76c3193fc 100644
--- a/src/modules/cpu/host_tensor_audio_augmentations.hpp
+++ b/src/modules/cpu/host_tensor_audio_augmentations.hpp
@@ -21,5 +21,6 @@ THE SOFTWARE.
 #define HOST_TENSOR_AUDIO_AUGMENTATIONS_HPP
 
 #include "kernel/non_silent_region_detection.hpp"
+#include "kernel/to_decibels.hpp"
 
 #endif // HOST_TENSOR_AUDIO_AUGMENTATIONS_HPP
\ No newline at end of file
diff --git a/src/modules/cpu/kernel/to_decibels.hpp b/src/modules/cpu/kernel/to_decibels.hpp
new file mode 100644
index 000000000..f6c6f100e
--- /dev/null
+++ b/src/modules/cpu/kernel/to_decibels.hpp
@@ -0,0 +1,122 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include "rppdefs.h"
+#include <omp.h>
+
+RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
+                                  RpptDescPtr srcDescPtr,
+                                  Rpp32f *dstPtr,
+                                  RpptDescPtr dstDescPtr,
+                                  RpptImagePatchPtr srcDims,
+                                  Rpp32f cutOffDB,
+                                  Rpp32f multiplier,
+                                  Rpp32f referenceMagnitude,
+                                  rpp::Handle& handle)
+{
+    Rpp32u numThreads = handle.GetNumThreads();
+    bool referenceMax = (referenceMagnitude == 0.0) ? false : true;
+
+    // Calculate the intermediate values needed for DB conversion
+    Rpp32f minRatio = std::pow(10, cutOffDB / multiplier);
+    if(minRatio == 0.0f)
+        minRatio = std::nextafter(0.0f, 1.0f);
+
+    const Rpp32f log10Factor = 0.3010299956639812;      //1 / std::log(10);
+    multiplier *= log10Factor;
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for(int batchCount = 0; batchCount < srcDescPtr->n; batchCount++)
+    {
+        Rpp32f *srcPtrCurrent = srcPtr + batchCount * srcDescPtr->strides.nStride;
+        Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
+
+        Rpp32u height = srcDims[batchCount].height;
+        Rpp32u width = srcDims[batchCount].width;
+        Rpp32f refMag = referenceMagnitude;
+
+        // Compute maximum value in the input buffer
+        if(!referenceMax)
+        {
+            refMag = -std::numeric_limits<Rpp32f>::max();
+            Rpp32f *srcPtrTemp = srcPtrCurrent;
+            if(width == 1)
+            {
+                refMag = std::max(refMag, *(std::max_element(srcPtrTemp, srcPtrTemp + height)));
+            }
+            else
+            {
+                for(int i = 0; i < height; i++)
+                {
+                    refMag = std::max(refMag, *(std::max_element(srcPtrTemp, srcPtrTemp + width)));
+                    srcPtrTemp += srcDescPtr->strides.hStride;
+                }
+            }
+        }
+
+        // Avoid division by zero
+        if(refMag == 0.0f)
+            refMag = 1.0f;
+
+        Rpp32f invReferenceMagnitude = 1.f / refMag;
+        // Interpret as 1D array
+        if(width == 1)
+        {
+            Rpp32s vectorIncrement = 8;
+            Rpp32s alignedLength = (height / 8) * 8;
+            for(Rpp32s vectorLoopCount = 0; vectorLoopCount < height; vectorLoopCount++)
+            {
+                *dstPtrCurrent = multiplier * std::log2(std::max(minRatio, (*srcPtrCurrent) * invReferenceMagnitude));
+                srcPtrCurrent++;
+                dstPtrCurrent++;
+            }
+        }
+        else
+        {
+            Rpp32s vectorIncrement = 8;
+            Rpp32s alignedLength = (width / 8) * 8;
+
+            Rpp32f *srcPtrRow, *dstPtrRow;
+            srcPtrRow = srcPtrCurrent;
+            dstPtrRow = dstPtrCurrent;
+            for(int i = 0; i < height; i++)
+            {
+                Rpp32f *srcPtrTemp, *dstPtrTemp;
+                srcPtrTemp = srcPtrRow;
+                dstPtrTemp = dstPtrRow;
+                Rpp32s vectorLoopCount = 0;
+                for(; vectorLoopCount < width; vectorLoopCount++)
+                {
+                    *dstPtrTemp = multiplier * std::log2(std::max(minRatio, (*srcPtrTemp) * invReferenceMagnitude));
+                    srcPtrTemp++;
+                    dstPtrTemp++;
+                }
+
+                srcPtrRow += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+        }
+    }
+
+    return RPP_SUCCESS;
+}
diff --git a/src/modules/rppt_tensor_audio_augmentations.cpp b/src/modules/rppt_tensor_audio_augmentations.cpp
index 5afaf19ac..a9e7db759 100644
--- a/src/modules/rppt_tensor_audio_augmentations.cpp
+++ b/src/modules/rppt_tensor_audio_augmentations.cpp
@@ -57,3 +57,35 @@ RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr,
 
     return RPP_SUCCESS;
 }
+
+/******************** to_decibels ********************/
+
+RppStatus rppt_to_decibels_host(RppPtr_t srcPtr,
+                                RpptDescPtr srcDescPtr,
+                                RppPtr_t dstPtr,
+                                RpptDescPtr dstDescPtr,
+                                RpptImagePatchPtr srcDims,
+                                Rpp32f cutOffDB,
+                                Rpp32f multiplier,
+                                Rpp32f referenceMagnitude,
+                                rppHandle_t rppHandle)
+{
+    if ((srcDescPtr->dataType == RpptDataType::F32) && (dstDescPtr->dataType == RpptDataType::F32))
+    {
+        to_decibels_host_tensor(static_cast<Rpp32f*>(srcPtr),
+                                srcDescPtr,
+                                static_cast<Rpp32f*>(dstPtr),
+                                dstDescPtr,
+                                srcDims,
+                                cutOffDB,
+                                multiplier,
+                                referenceMagnitude,
+                                rpp::deref(rppHandle));
+
+        return RPP_SUCCESS;
+    }
+    else
+    {
+        return RPP_ERROR_NOT_IMPLEMENTED;
+    }
+}
diff --git a/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp b/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
index eb7d2812b..e905740cb 100644
--- a/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
@@ -91,6 +91,55 @@ void verify_non_silent_region_detection(float *detectedIndex, float *detectionLe
         std::cerr<<"FAILED! "<<file_match<<"/"<<bs<<" outputs are matching with reference outputs"<<std::endl;
 }
 
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string test_case, char audioNames[][1000])
+{
+    fstream ref_file;
+    string ref_path = get_current_dir_name();
+    string pattern = "HOST/audio/build";
+    remove_substring(ref_path, pattern);
+    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
+    int file_match = 0;
+    for (int batchcount = 0; batchcount < dstDescPtr->n; batchcount++)
+    {
+        string current_file_name = audioNames[batchcount];
+        size_t last_index = current_file_name.find_last_of(".");
+        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
+        string out_file = ref_path + test_case + "/" + test_case + "_ref_" + current_file_name + ".txt";
+        ref_file.open(out_file, ios::in);
+        if(!ref_file.is_open())
+        {
+            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            break;
+        }
+        int matched_indices = 0;
+        Rpp32f ref_val, out_val;
+        Rpp32f *dstPtrCurrent = dstPtr + batchcount * dstDescPtr->strides.nStride;
+        Rpp32f *dstPtrRow = dstPtrCurrent;
+        for(int i = 0; i < dstDims[batchcount].height; i++)
+        {
+            Rpp32f *dstPtrTemp = dstPtrRow;
+            for(int j = 0; j < dstDims[batchcount].width; j++)
+            {
+                ref_file>>ref_val;
+                out_val = dstPtrTemp[j];
+                bool invalid_comparision = ((out_val == 0.0f) && (ref_val != 0.0f));
+                if(!invalid_comparision && abs(out_val - ref_val) < 1e-20)
+                    matched_indices += 1;
+            }
+            dstPtrRow += dstDescPtr->strides.hStride;
+        }
+        ref_file.close();
+        if(matched_indices == (dstDims[batchcount].width * dstDims[batchcount].height) && matched_indices !=0)
+            file_match++;
+    }
+
+    std::cerr<<std::endl<<"Results for Test case: "<<test_case<<std::endl;
+    if(file_match == dstDescPtr->n)
+        std::cerr<<"PASSED!"<<std::endl;
+    else
+        std::cerr<<"FAILED! "<<file_match<<"/"<<dstDescPtr->n<<" outputs are matching with reference outputs"<<std::endl;
+}
+
 int main(int argc, char **argv)
 {
     // Handle inputs
@@ -114,6 +163,9 @@ int main(int argc, char **argv)
         case 0:
             strcpy(funcName, "non_silent_region_detection");
             break;
+        case 1:
+            strcpy(funcName, "to_decibels");
+            break;
         default:
             strcpy(funcName, "testCase");
             break;
@@ -336,6 +388,31 @@ int main(int argc, char **argv)
             verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, noOfAudioFiles, audioNames);
             break;
         }
+        case 1:
+        {
+            testCaseName = "to_decibels";
+            Rpp32f cutOffDB = std::log(1e-20);
+            Rpp32f multiplier = std::log(10);
+            Rpp32f referenceMagnitude = 1.0f;
+
+            for (i = 0; i < noOfAudioFiles; i++)
+            {
+                srcDims[i].height = srcLengthTensor[i];
+                srcDims[i].width = 1;
+            }
+
+            startWallTime = omp_get_wtime();
+            startCpuTime = clock();
+            if (inputBitDepth == 2)
+            {
+                rppt_to_decibels_host(inputf32, srcDescPtr, outputf32, dstDescPtr, srcDims, cutOffDB, multiplier, referenceMagnitude, handle);
+            }
+            else
+                missingFuncFlag = 1;
+
+            verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames);
+            break;
+        }
         default:
         {
             missingFuncFlag = 1;
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt
new file mode 100644
index 000000000..8eb7e2fc3
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
new file mode 100644
index 000000000..c1fe3122f
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
new file mode 100644
index 000000000..3199cca58
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt
new file mode 100644
index 000000000..bf7826d22
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt
@@ -0,0 +1,33680 @@
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
new file mode 100644
index 000000000..966953134
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
@@ -0,0 +1,29200 @@
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt
new file mode 100644
index 000000000..670c69552
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
new file mode 100644
index 000000000..9330eb920
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt
new file mode 100644
index 000000000..f01ae6a35
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt
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+-46.05170440673828125
+-7.6246194839477539062
+-46.05170440673828125
+-7.4014759063720703125
+-5.8328599929809570312
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-6.7862901687622070312
+-6.445964813232421875
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-7.6891579627990722656
+-46.05170440673828125
+-46.05170440673828125
+-6.0931429862976074219
+-7.4014759063720703125
+-46.05170440673828125
+-6.0277605056762695312
+-6.8136897087097167969
+-46.05170440673828125
+-46.05170440673828125
+-5.9904894828796386719
+-9.2985963821411132812
+-46.05170440673828125
+-8.3177671432495117188
+-6.7862901687622070312
+-7.6246194839477539062
+-6.9314723014831542969
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
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+-6.9007005691528320312
+-6.0404992103576660156
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-6.9960107803344726562
+-6.65953826904296875
+-6.6836366653442382812
+-7.4527692794799804688
+-46.05170440673828125
+-46.05170440673828125
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+-8.4512987136840820312
+-6.3541574478149414062
+-7.3526854515075683594
+-46.05170440673828125
+-8.6054487228393554688
+-7.9123015403747558594
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
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+-6.5470604896545410156
+-46.05170440673828125
+-46.05170440673828125
+-6.7596220970153808594
+-7.1013712882995605469
+-46.05170440673828125
+-46.05170440673828125
+-7.9123015403747558594
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-7.0299124717712402344
+-46.05170440673828125
+-7.563995361328125
+-7.0299124717712402344
+-8.1999835968017578125
+-46.05170440673828125
+-46.05170440673828125
+-6.6130185127258300781
+-46.05170440673828125
+-7.9993133544921875
+-6.1925153732299804688
+-6.6130185127258300781
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-46.05170440673828125
+-6.3196711540222167969

From 3720c8fce9cc8fda711412301b607e9b08b513ad Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Thu, 17 Aug 2023 11:08:48 -0400
Subject: [PATCH 03/63] Replace vectors with arrays

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index b7008cdf3..52eedcb54 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -25,11 +25,10 @@ THE SOFTWARE.
 
 Rpp32f getSquare(Rpp32f &value)
 {
-    Rpp32f res = value;
-    return (res * res);
+    return (value * value);
 }
 
-Rpp32f getMax(std::vector<Rpp32f> &values, Rpp32s srcLength)
+Rpp32f getMax(Rpp32f *values, Rpp32s srcLength)
 {
     Rpp32f max = values[0];
     for(int i = 1; i < srcLength; i++)
@@ -63,8 +62,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // Calculate buffer size for mms array and allocate mms buffer
         Rpp32s mmsBufferSize = srcLength;
-        std::vector<Rpp32f> mmsBuffer;
-        mmsBuffer.reserve(mmsBufferSize);
+        Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(mmsBufferSize, sizeof(Rpp32f)));
 
         // Calculate moving mean square of input array and store srcPtrTemp mms buffer
         Rpp32f meanFactor = 1.0f / windowLength;
@@ -130,6 +128,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         detectedIndexTensor[batchCount] = detectBegin;
         detectionLengthTensor[batchCount] = detectEnd;
+        free(mmsBuffer);
     }
 
     return RPP_SUCCESS;

From ed1e425012e8cd136e91ded313be4c9c3d5bc0fa Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Thu, 17 Aug 2023 12:37:33 -0400
Subject: [PATCH 04/63] Cleanup

---
 src/modules/cpu/kernel/to_decibels.hpp | 12 ++----------
 1 file changed, 2 insertions(+), 10 deletions(-)

diff --git a/src/modules/cpu/kernel/to_decibels.hpp b/src/modules/cpu/kernel/to_decibels.hpp
index f6c6f100e..c3d308742 100644
--- a/src/modules/cpu/kernel/to_decibels.hpp
+++ b/src/modules/cpu/kernel/to_decibels.hpp
@@ -34,7 +34,6 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
                                   rpp::Handle& handle)
 {
     Rpp32u numThreads = handle.GetNumThreads();
-    bool referenceMax = (referenceMagnitude == 0.0) ? false : true;
 
     // Calculate the intermediate values needed for DB conversion
     Rpp32f minRatio = std::pow(10, cutOffDB / multiplier);
@@ -56,14 +55,12 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
         Rpp32f refMag = referenceMagnitude;
 
         // Compute maximum value in the input buffer
-        if(!referenceMax)
+        if(!referenceMagnitude)
         {
             refMag = -std::numeric_limits<Rpp32f>::max();
             Rpp32f *srcPtrTemp = srcPtrCurrent;
             if(width == 1)
-            {
                 refMag = std::max(refMag, *(std::max_element(srcPtrTemp, srcPtrTemp + height)));
-            }
             else
             {
                 for(int i = 0; i < height; i++)
@@ -75,15 +72,13 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
         }
 
         // Avoid division by zero
-        if(refMag == 0.0f)
+        if(!refMag)
             refMag = 1.0f;
 
         Rpp32f invReferenceMagnitude = 1.f / refMag;
         // Interpret as 1D array
         if(width == 1)
         {
-            Rpp32s vectorIncrement = 8;
-            Rpp32s alignedLength = (height / 8) * 8;
             for(Rpp32s vectorLoopCount = 0; vectorLoopCount < height; vectorLoopCount++)
             {
                 *dstPtrCurrent = multiplier * std::log2(std::max(minRatio, (*srcPtrCurrent) * invReferenceMagnitude));
@@ -93,9 +88,6 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
         }
         else
         {
-            Rpp32s vectorIncrement = 8;
-            Rpp32s alignedLength = (width / 8) * 8;
-
             Rpp32f *srcPtrRow, *dstPtrRow;
             srcPtrRow = srcPtrCurrent;
             dstPtrRow = dstPtrCurrent;

From f7f51c82003c504226ee55323773fdb492c84412 Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Thu, 24 Aug 2023 05:57:06 -0400
Subject: [PATCH 05/63] Replace Rpp64s with Rpp32s

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 52eedcb54..bff85599c 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -66,14 +66,14 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // Calculate moving mean square of input array and store srcPtrTemp mms buffer
         Rpp32f meanFactor = 1.0f / windowLength;
-        Rpp64s windowBegin = -windowLength + 1;
-        for (Rpp64s outPos = 0; outPos < srcLength;)
+        Rpp32s windowBegin = -windowLength + 1;
+        for (Rpp32s outPos = 0; outPos < srcLength;)
         {
             Rpp32f sumOfSquares = 0.0f;
-            for (Rpp64s i = std::max<Rpp64s>(windowBegin, 0); i < outPos; i++)
+            for (Rpp32s i = std::max<Rpp32s>(windowBegin, 0); i < outPos; i++)
                 sumOfSquares += getSquare(srcPtrTemp[i]);
 
-            Rpp64s intervalEndIdx = std::min<Rpp64s>(srcLength, outPos + resetLength);
+            Rpp32s intervalEndIdx = std::min<Rpp32s>(srcLength, outPos + resetLength);
             for (; outPos < intervalEndIdx; outPos++, windowBegin++)
             {
                 sumOfSquares += getSquare(srcPtrTemp[outPos]);

From 676de7c4c7d78712c0e9c0b6f0392b1a3cb9f3e6 Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Fri, 25 Aug 2023 03:59:20 -0400
Subject: [PATCH 06/63] Optimize and precompute cutOff

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index bff85599c..cd332c224 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -48,6 +48,10 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
                                                   rpp::Handle& handle)
 {
     Rpp32u numThreads = handle.GetNumThreads();
+    Rpp32u maxSrcLength = *std::max_element(srcLengthTensor, (srcLengthTensor + srcDescPtr->n));
+    Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(maxSrcLength, sizeof(Rpp32f)));
+
+    Rpp32f cutOff = std::pow(10.0f, cutOffDB * 0.1f);
 
     omp_set_dynamic(0);
 #pragma omp parallel for num_threads(numThreads)
@@ -62,7 +66,6 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // Calculate buffer size for mms array and allocate mms buffer
         Rpp32s mmsBufferSize = srcLength;
-        Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(mmsBufferSize, sizeof(Rpp32f)));
 
         // Calculate moving mean square of input array and store srcPtrTemp mms buffer
         Rpp32f meanFactor = 1.0f / windowLength;
@@ -85,7 +88,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // Convert cutOff from DB to magnitude
         Rpp32f base = (referenceMax) ? getMax(mmsBuffer, mmsBufferSize) : referencePower;
-        Rpp32f cutOffMag = base * std::pow(10.0f, cutOffDB * 0.1f);
+        Rpp32f cutOffMag = base * cutOff;
 
         // Calculate begining index, length of non silent region from the mms buffer
         Rpp32s endIdx = mmsBufferSize;
@@ -128,8 +131,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         detectedIndexTensor[batchCount] = detectBegin;
         detectionLengthTensor[batchCount] = detectEnd;
-        free(mmsBuffer);
     }
-
+    free(mmsBuffer);
     return RPP_SUCCESS;
 }
\ No newline at end of file

From 46b8fb5d8ca9adeb3eded2cbaa25855729db039d Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Mon, 4 Sep 2023 04:17:40 -0400
Subject: [PATCH 07/63] Fix buffer used

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index cd332c224..9ca028fbc 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -48,10 +48,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
                                                   rpp::Handle& handle)
 {
     Rpp32u numThreads = handle.GetNumThreads();
-    Rpp32u maxSrcLength = *std::max_element(srcLengthTensor, (srcLengthTensor + srcDescPtr->n));
-    Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(maxSrcLength, sizeof(Rpp32f)));
-
-    Rpp32f cutOff = std::pow(10.0f, cutOffDB * 0.1f);
+    const Rpp32f cutOff = std::pow(10.0f, cutOffDB * 0.1f);
 
     omp_set_dynamic(0);
 #pragma omp parallel for num_threads(numThreads)
@@ -59,6 +56,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
     {
         Rpp32f *srcPtrTemp = srcPtr + batchCount * srcDescPtr->strides.nStride;
         Rpp32s srcLength = srcLengthTensor[batchCount];
+        Rpp32f *mmsBufferPtr = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input
@@ -131,7 +129,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         detectedIndexTensor[batchCount] = detectBegin;
         detectionLengthTensor[batchCount] = detectEnd;
+        free(mmsBuffer);
     }
-    free(mmsBuffer);
     return RPP_SUCCESS;
 }
\ No newline at end of file

From 11fb3ab027dc0f4dc4e11864d01e583629e6e6b6 Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Mon, 4 Sep 2023 04:21:34 -0400
Subject: [PATCH 08/63] Fix buffer used

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 9ca028fbc..158ccff84 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -56,7 +56,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
     {
         Rpp32f *srcPtrTemp = srcPtr + batchCount * srcDescPtr->strides.nStride;
         Rpp32s srcLength = srcLengthTensor[batchCount];
-        Rpp32f *mmsBufferPtr = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
+        Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input

From 8e05043aee664a029668933bda4cbd897feb33bf Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Mon, 4 Sep 2023 06:02:31 -0400
Subject: [PATCH 09/63] Additional Cleanup

---
 src/modules/cpu/kernel/to_decibels.hpp          | 12 ++----------
 src/modules/rppt_tensor_audio_augmentations.cpp |  2 ++
 2 files changed, 4 insertions(+), 10 deletions(-)

diff --git a/src/modules/cpu/kernel/to_decibels.hpp b/src/modules/cpu/kernel/to_decibels.hpp
index c3d308742..4097dce86 100644
--- a/src/modules/cpu/kernel/to_decibels.hpp
+++ b/src/modules/cpu/kernel/to_decibels.hpp
@@ -80,11 +80,7 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
         if(width == 1)
         {
             for(Rpp32s vectorLoopCount = 0; vectorLoopCount < height; vectorLoopCount++)
-            {
-                *dstPtrCurrent = multiplier * std::log2(std::max(minRatio, (*srcPtrCurrent) * invReferenceMagnitude));
-                srcPtrCurrent++;
-                dstPtrCurrent++;
-            }
+                *dstPtrCurrent++ = multiplier * std::log2(std::max(minRatio, (*srcPtrCurrent++) * invReferenceMagnitude));
         }
         else
         {
@@ -98,11 +94,7 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
                 dstPtrTemp = dstPtrRow;
                 Rpp32s vectorLoopCount = 0;
                 for(; vectorLoopCount < width; vectorLoopCount++)
-                {
-                    *dstPtrTemp = multiplier * std::log2(std::max(minRatio, (*srcPtrTemp) * invReferenceMagnitude));
-                    srcPtrTemp++;
-                    dstPtrTemp++;
-                }
+                    *dstPtrTemp++ = multiplier * std::log2(std::max(minRatio, (*srcPtrTemp++) * invReferenceMagnitude));
 
                 srcPtrRow += srcDescPtr->strides.hStride;
                 dstPtrRow += dstDescPtr->strides.hStride;
diff --git a/src/modules/rppt_tensor_audio_augmentations.cpp b/src/modules/rppt_tensor_audio_augmentations.cpp
index a9e7db759..b88e1097a 100644
--- a/src/modules/rppt_tensor_audio_augmentations.cpp
+++ b/src/modules/rppt_tensor_audio_augmentations.cpp
@@ -70,6 +70,8 @@ RppStatus rppt_to_decibels_host(RppPtr_t srcPtr,
                                 Rpp32f referenceMagnitude,
                                 rppHandle_t rppHandle)
 {
+    if (multiplier == 0)
+        return RPP_ERROR_ZERO_DIVISION;
     if ((srcDescPtr->dataType == RpptDataType::F32) && (dstDescPtr->dataType == RpptDataType::F32))
     {
         to_decibels_host_tensor(static_cast<Rpp32f*>(srcPtr),

From 79d9e6ffdb692a0d095da6f09722cdf04b6e756a Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Fri, 8 Sep 2023 14:26:48 -0400
Subject: [PATCH 10/63] Update testsuite for Audio

---
 .gitignore                                    |   2 +
 utilities/test_suite/HIP/Tensor_hip.cpp       |  10 +-
 utilities/test_suite/HOST/CMakeLists.txt      |  21 +-
 utilities/test_suite/HOST/Tensor_host.cpp     |   8 +-
 .../test_suite/HOST/Tensor_host_audio.cpp     | 433 ++++++++++++++++++
 .../test_suite/HOST/audio/CMakeLists.txt      |  68 ---
 .../HOST/audio/Tensor_host_audio.cpp          | 373 ---------------
 .../test_suite/HOST/audio/testAllScript.sh    |  85 ----
 utilities/test_suite/HOST/runAudioTests.py    | 330 +++++++++++++
 utilities/test_suite/rpp_test_suite_common.h  |  23 +-
 10 files changed, 808 insertions(+), 545 deletions(-)
 create mode 100644 utilities/test_suite/HOST/Tensor_host_audio.cpp
 delete mode 100644 utilities/test_suite/HOST/audio/CMakeLists.txt
 delete mode 100644 utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
 delete mode 100755 utilities/test_suite/HOST/audio/testAllScript.sh
 create mode 100644 utilities/test_suite/HOST/runAudioTests.py

diff --git a/.gitignore b/.gitignore
index ccbd4835d..5b2e1c270 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,6 +12,8 @@ hip_build/
 OUTPUT_IMAGES*
 OUTPUT_PERFORMANCE*
 QA_RESULTS*
+OUTPUT_AUDIO*
+QA_AUDIO*
 
 # documentation artifacts
 _build/
diff --git a/utilities/test_suite/HIP/Tensor_hip.cpp b/utilities/test_suite/HIP/Tensor_hip.cpp
index b7b285a28..8e9fdb588 100644
--- a/utilities/test_suite/HIP/Tensor_hip.cpp
+++ b/utilities/test_suite/HIP/Tensor_hip.cpp
@@ -194,10 +194,10 @@ int main(int argc, char **argv)
 
     // Get number of images and image Names
     vector<string> imageNames, imageNamesSecond, imageNamesPath, imageNamesPathSecond;
-    search_jpg_files(src, imageNames, imageNamesPath);
+    search_files_recursive(src, imageNames, imageNamesPath, ".jpg");
     if(dualInputCase)
     {
-        search_jpg_files(srcSecond, imageNamesSecond, imageNamesPathSecond);
+        search_files_recursive(srcSecond, imageNamesSecond, imageNamesPathSecond, ".jpg");
         if(imageNames.size() != imageNamesSecond.size())
         {
             std::cerr << " \n The number of images in the input folders must be the same.";
@@ -208,9 +208,9 @@ int main(int argc, char **argv)
 
     if(noOfImages < batchSize || ((noOfImages % batchSize) != 0))
     {
-        replicate_last_image_to_fill_batch(imageNamesPath[noOfImages - 1], imageNamesPath, imageNames, imageNames[noOfImages - 1], noOfImages, batchSize);
+        replicate_last_file_to_fill_batch(imageNamesPath[noOfImages - 1], imageNamesPath, imageNames, imageNames[noOfImages - 1], noOfImages, batchSize);
         if(dualInputCase)
-            replicate_last_image_to_fill_batch(imageNamesPathSecond[noOfImages - 1], imageNamesPathSecond, imageNamesSecond, imageNamesSecond[noOfImages - 1], noOfImages, batchSize);
+            replicate_last_file_to_fill_batch(imageNamesPathSecond[noOfImages - 1], imageNamesPathSecond, imageNamesSecond, imageNamesSecond[noOfImages - 1], noOfImages, batchSize);
         noOfImages = imageNames.size();
     }
 
@@ -735,4 +735,4 @@ int main(int argc, char **argv)
     hipFree(d_input_second);
     hipFree(d_output);
     return 0;
-}
+}
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/CMakeLists.txt b/utilities/test_suite/HOST/CMakeLists.txt
index bad0d607a..ff449dbfe 100644
--- a/utilities/test_suite/HOST/CMakeLists.txt
+++ b/utilities/test_suite/HOST/CMakeLists.txt
@@ -71,4 +71,23 @@ if (OpenCV_FOUND)
 
 else()
     message("-- ${Yellow}Error: OpenCV must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
-endif()
\ No newline at end of file
+endif()
+
+find_library(libsnd_LIBS
+    NAMES sndfile libsndfile
+    PATHS ${CMAKE_SYSTEM_PREFIX_PATH} ${LIBSND_ROOT_DIR} "/usr/local"
+    PATH_SUFFIXES lib lib64)
+
+if(NOT libsnd_LIBS)
+    message("-- ${Yellow}Error: libsndfile must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
+else()
+    message("-- ${Green}${PROJECT_NAME} set to build with rpp and libsndfile ${ColourReset}")
+    include_directories(${ROCM_PATH}/include ${ROCM_PATH}/include/rpp /usr/local/include)
+    link_directories(${ROCM_PATH}/lib /usr/local/lib)
+    include_directories(${SndFile_INCLUDE_DIRS})
+    link_directories(${SndFile_LIBRARIES_DIR} /usr/local/lib/)
+
+    add_executable(Tensor_host_audio Tensor_host_audio.cpp)
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=gnu++14")
+    target_link_libraries(Tensor_host_audio ${libsnd_LIBS} -lsndfile -lrpp pthread ${LINK_LIBRARY_LIST} ${OpenCV_LIBS})
+endif()
diff --git a/utilities/test_suite/HOST/Tensor_host.cpp b/utilities/test_suite/HOST/Tensor_host.cpp
index 63cba59ea..eb57d6595 100644
--- a/utilities/test_suite/HOST/Tensor_host.cpp
+++ b/utilities/test_suite/HOST/Tensor_host.cpp
@@ -187,10 +187,10 @@ int main(int argc, char **argv)
 
     // Get number of images and image Names
     vector<string> imageNames, imageNamesSecond, imageNamesPath, imageNamesPathSecond;
-    search_jpg_files(src, imageNames, imageNamesPath);
+    search_files_recursive(src, imageNames, imageNamesPath, ".jpg");
     if(dualInputCase)
     {
-        search_jpg_files(srcSecond, imageNamesSecond, imageNamesPathSecond);
+        search_files_recursive(srcSecond, imageNamesSecond, imageNamesPathSecond, ".jpg");
         if(imageNames.size() != imageNamesSecond.size())
         {
             std::cerr << " \n The number of images in the input folders must be the same.";
@@ -201,9 +201,9 @@ int main(int argc, char **argv)
 
     if(noOfImages < batchSize || ((noOfImages % batchSize) != 0))
     {
-        replicate_last_image_to_fill_batch(imageNamesPath[noOfImages - 1], imageNamesPath, imageNames, imageNames[noOfImages - 1], noOfImages, batchSize);
+        replicate_last_file_to_fill_batch(imageNamesPath[noOfImages - 1], imageNamesPath, imageNames, imageNames[noOfImages - 1], noOfImages, batchSize);
         if(dualInputCase)
-            replicate_last_image_to_fill_batch(imageNamesPathSecond[noOfImages - 1], imageNamesPathSecond, imageNamesSecond, imageNamesSecond[noOfImages - 1], noOfImages, batchSize);
+            replicate_last_file_to_fill_batch(imageNamesPathSecond[noOfImages - 1], imageNamesPathSecond, imageNamesSecond, imageNamesSecond[noOfImages - 1], noOfImages, batchSize);
         noOfImages = imageNames.size();
     }
 
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
new file mode 100644
index 000000000..6afc747a8
--- /dev/null
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -0,0 +1,433 @@
+#include <stdio.h>
+#include <dirent.h>
+#include <string.h>
+#include <iostream>
+#include "rpp.h"
+#include "../rpp_test_suite_common.h"
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <unistd.h>
+#include <time.h>
+#include <omp.h>
+#include <half/half.hpp>
+#include <fstream>
+#include <iomanip>
+#include <vector>
+#include <boost/filesystem.hpp>
+
+namespace fs = boost::filesystem;
+
+// Include this header file to use functions from libsndfile
+#include <sndfile.h>
+
+using namespace std;
+using half_float::half;
+
+typedef half Rpp16f;
+
+#define DEBUG_MODE 0
+
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
+{
+    fstream ref_file;
+    string ref_path = get_current_dir_name();
+    string pattern = "HOST/build";
+    remove_substring(ref_path, pattern);
+    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
+    std::cerr<<"\n "<<ref_path;
+    int file_match = 0;
+    for (int batchcount = 0; batchcount < dstDescPtr->n; batchcount++)
+    {
+        string current_file_name = audioNames[batchcount];
+        size_t last_index = current_file_name.find_last_of(".");
+        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
+        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
+        ref_file.open(out_file, ios::in);
+        if(!ref_file.is_open())
+        {
+            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            break;
+        }
+        int matched_indices = 0;
+        Rpp32f ref_val, out_val;
+        Rpp32f *dstPtrCurrent = dstPtr + batchcount * dstDescPtr->strides.nStride;
+        Rpp32f *dstPtrRow = dstPtrCurrent;
+        for(int i = 0; i < dstDims[batchcount].height; i++)
+        {
+            Rpp32f *dstPtrTemp = dstPtrRow;
+            for(int j = 0; j < dstDims[batchcount].width; j++)
+            {
+                ref_file>>ref_val;
+                out_val = dstPtrTemp[j];
+                bool invalid_comparision = ((out_val == 0.0f) && (ref_val != 0.0f));
+                if(!invalid_comparision && abs(out_val - ref_val) < 1e-20)
+                    matched_indices += 1;
+            }
+            dstPtrRow += dstDescPtr->strides.hStride;
+        }
+        ref_file.close();
+        if(matched_indices == (dstDims[batchcount].width * dstDims[batchcount].height) && matched_indices !=0)
+            file_match++;
+    }
+    std::string status = testCase + ": ";
+    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
+    if(file_match == dstDescPtr->n)
+    {
+        std::cerr<<"PASSED!"<<std::endl;
+        status += "PASSED";
+    }
+    else
+    {
+        std::cerr<<"FAILED! "<<file_match<<"/"<<dstDescPtr->n<<" outputs are matching with reference outputs"<<std::endl;
+        status += "FAILED";
+    }
+    std::string qaResultsPath = dst + "/QA_results.txt";
+    std:: ofstream qaResults(qaResultsPath, ios_base::app);
+    if (qaResults.is_open())
+    {
+        qaResults << status << std::endl;
+        qaResults.close();
+    }
+}
+
+void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
+{
+    fstream ref_file;
+    string ref_path = get_current_dir_name();
+    string pattern = "HOST/build";
+    remove_substring(ref_path, pattern);
+    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
+    int file_match = 0;
+    for (int i = 0; i < bs; i++)
+    {
+        string current_file_name = audioNames[i];
+        size_t last_index = current_file_name.find_last_of(".");
+        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
+        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
+        ref_file.open(out_file, ios::in);
+        if(!ref_file.is_open())
+        {
+            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            break;
+        }
+
+        Rpp32s ref_index, ref_length;
+        Rpp32s out_index, out_length;
+        ref_file>>ref_index;
+        ref_file>>ref_length;
+        out_index = detectedIndex[i];
+        out_length = detectionLength[i];
+
+        if((out_index == ref_index) && (out_length == ref_length))
+            file_match += 1;
+        ref_file.close();
+    }
+    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
+    if(file_match == bs)
+        std::cerr<<"PASSED!"<<std::endl;
+    else
+        std::cerr<<"FAILED! "<<file_match<<"/"<<bs<<" outputs are matching with reference outputs"<<std::endl;
+}
+
+int main(int argc, char **argv)
+{
+    // Handle inputs
+    const int MIN_ARG_COUNT = 3;
+
+    if (argc < MIN_ARG_COUNT)
+    {
+        printf("\nImproper Usage! Needs all arguments!\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3>\n");
+        return -1;
+    }
+
+    char *src = argv[1];
+    int ip_bitDepth = atoi(argv[2]);
+    int testCase = atoi(argv[3]);
+    int testType = atoi(argv[4]);
+    int numRuns = atoi(argv[5]);
+    int batchSize = atoi(argv[6]);
+    int qaFlag = atoi(argv[7]);
+    char *dst = argv[8];
+
+    // Set case names
+    string funcName = audioAugmentationMap[testCase];
+    if (funcName.empty())
+    {
+        if (testType == 0)
+            printf("\ncase %d is not supported\n", testCase);
+
+        return -1;
+    }
+
+    // Initialize tensor descriptors
+    RpptDesc srcDesc, dstDesc;
+    RpptDescPtr srcDescPtr, dstDescPtr;
+    srcDescPtr = &srcDesc;
+    dstDescPtr = &dstDesc;
+
+    // Set src/dst data types in tensor descriptors
+    if (ip_bitDepth == 2)
+    {
+        srcDescPtr->dataType = RpptDataType::F32;
+        dstDescPtr->dataType = RpptDataType::F32;
+    }
+
+    // Other initializations
+    int missingFuncFlag = 0;
+    int i = 0, j = 0, fileCnt = 0;
+    int maxChannels = 0;
+    int maxSrcWidth = 0, maxSrcHeight = 0;
+    int maxDstWidth = 0, maxDstHeight = 0;
+    unsigned long long count = 0;
+    unsigned long long iBufferSize = 0;
+    unsigned long long oBufferSize = 0;
+    static int noOfAudioFiles = 0;
+
+    // String ops on function name
+    char src1[1000];
+    strcpy(src1, src);
+    strcat(src1, "/");
+
+    string func = funcName;
+    std::cout << "\nRunning " << func;
+
+    // Get number of audio files
+    vector<string> audioNames;
+    vector<string> audioFilePath;
+
+    search_files_recursive(src, audioNames, audioFilePath, ".wav");
+    noOfAudioFiles = audioNames.size();
+
+    if(noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
+    {
+        replicate_last_file_to_fill_batch(audioFilePath[noOfAudioFiles - 1], audioFilePath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
+        noOfAudioFiles = audioNames.size();
+    }
+
+    // Initialize the AudioPatch for source
+    Rpp32s *srcLengthTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
+    Rpp32s *channelsTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
+    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
+    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
+
+    // Set Height as 1 for src, dst
+    maxSrcHeight = 1;
+    maxDstHeight = 1;
+
+    for(int cnt = 0; cnt < noOfAudioFiles ; cnt++)
+    {
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        //The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (audioFilePath[cnt].c_str(), SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        srcLengthTensor[count] = sfinfo.frames;
+        channelsTensor[count] = sfinfo.channels;
+
+        srcDims[count].width = sfinfo.frames;
+        dstDims[count].width = sfinfo.frames;
+        srcDims[count].height = 1;
+        dstDims[count].height = 1;
+
+        maxSrcWidth = std::max(maxSrcWidth, srcLengthTensor[count]);
+        maxDstWidth = std::max(maxDstWidth, srcLengthTensor[count]);
+        maxChannels = std::max(maxChannels, channelsTensor[count]);
+
+        // Close input
+        sf_close (infile);
+        count++;
+
+    }
+
+
+    // Set numDims, offset, n/c/h/w values for src/dst
+    srcDescPtr->numDims = 4;
+    dstDescPtr->numDims = 4;
+
+    srcDescPtr->offsetInBytes = 0;
+    dstDescPtr->offsetInBytes = 0;
+
+    srcDescPtr->n = batchSize;
+    dstDescPtr->n = batchSize;
+
+    srcDescPtr->h = maxSrcHeight;
+    dstDescPtr->h = maxDstHeight;
+
+    srcDescPtr->w = maxSrcWidth;
+    dstDescPtr->w = maxDstWidth;
+
+    srcDescPtr->c = maxChannels;
+    if(testCase == 3)
+        dstDescPtr->c = 1;
+    else
+        dstDescPtr->c = maxChannels;
+
+    // Optionally set w stride as a multiple of 8 for src
+    srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
+    dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
+
+    // Set n/c/h/w strides for src/dst
+    srcDescPtr->strides.nStride = srcDescPtr->c * srcDescPtr->w * srcDescPtr->h;
+    srcDescPtr->strides.hStride = srcDescPtr->c * srcDescPtr->w;
+    srcDescPtr->strides.wStride = srcDescPtr->c;
+    srcDescPtr->strides.cStride = 1;
+
+    dstDescPtr->strides.nStride = dstDescPtr->c * dstDescPtr->w * dstDescPtr->h;
+    dstDescPtr->strides.hStride = dstDescPtr->c * dstDescPtr->w;
+    dstDescPtr->strides.wStride = dstDescPtr->c;
+    dstDescPtr->strides.cStride = 1;
+
+    // Set buffer sizes for src/dst
+    iBufferSize = (unsigned long long)srcDescPtr->h * (unsigned long long)srcDescPtr->w * (unsigned long long)srcDescPtr->c * (unsigned long long)srcDescPtr->n;
+    oBufferSize = (unsigned long long)dstDescPtr->h * (unsigned long long)dstDescPtr->w * (unsigned long long)dstDescPtr->c * (unsigned long long)dstDescPtr->n;
+
+    // Initialize host buffers for input & output
+    Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
+    Rpp32f *outputf32 = (Rpp32f *)calloc(oBufferSize, sizeof(Rpp32f));
+
+    // Run case-wise RPP API and measure time
+    rppHandle_t handle;
+    rppCreateWithBatchSize(&handle, srcDescPtr->n, 8);
+    int noOfIterations = (int)audioNames.size() / batchSize;
+    double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
+    double cpuTime, wallTime;
+    string testCaseName;
+    for (int perfRunCount = 0; perfRunCount < numRuns; perfRunCount++)
+    {
+        for(int iterCount = 0; iterCount < noOfIterations; iterCount++)
+        {
+            for(int cnt = 0; cnt < batchSize; cnt++)
+            {
+                Rpp32f *input_temp_f32;
+                input_temp_f32 = inputf32 + (cnt * srcDescPtr->strides.nStride);
+
+                SNDFILE	*infile;
+                SF_INFO sfinfo;
+                int	readcount;
+
+                // The SF_INFO struct must be initialized before using it
+                memset (&sfinfo, 0, sizeof (sfinfo));
+                if (!(infile = sf_open (audioFilePath[fileCnt].c_str(), SFM_READ, &sfinfo)))
+                {
+                    sf_close (infile);
+                    continue;
+                }
+
+                int bufferLength = sfinfo.frames * sfinfo.channels;
+                if(ip_bitDepth == 2)
+                {
+                    readcount = (int) sf_read_float (infile, input_temp_f32, bufferLength);
+                    if(readcount != bufferLength)
+                        std::cerr<<"F32 Unable to read audio file completely"<<std::endl;
+                }
+                fileCnt++;
+                count++;
+
+                // Close input
+                sf_close (infile);
+            }
+            clock_t startCpuTime, endCpuTime;
+            double startWallTime, endWallTime;
+            switch (testCase)
+            {
+                case 0:
+                {
+                    testCaseName = "non_silent_region_detection";
+                    Rpp32f detectedIndex[batchSize];
+                    Rpp32f detectionLength[batchSize];
+                    Rpp32f cutOffDB = -60.0;
+                    Rpp32s windowLength = 2048;
+                    Rpp32f referencePower = 0.0f;
+                    Rpp32s resetInterval = 8192;
+
+                    startWallTime = omp_get_wtime();
+                    startCpuTime= clock();
+                    if (ip_bitDepth == 2)
+                    {
+                        rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
+                    }
+                    else
+                        missingFuncFlag = 1;
+
+                    if((testType == 0 || qaFlag ==1) && batchSize == 8)
+                        verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
+
+                    break;
+                }
+                default:
+                {
+                    missingFuncFlag = 1;
+                    break;
+                }
+            }
+            endCpuTime = clock();
+            endWallTime = omp_get_wtime();
+            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
+            wallTime = endWallTime - startWallTime;
+            if (missingFuncFlag == 1)
+            {
+                printf("\nThe functionality %s doesn't yet exist in RPP\n", func.c_str());
+                return -1;
+            }
+
+            maxWallTime = std::max(maxWallTime, wallTime);
+            minWallTime = std::min(minWallTime, wallTime);
+            avgWallTime += wallTime;
+            cpuTime *= 1000;
+            wallTime *= 1000;
+
+            if (testType == 0)
+            {
+                if ((qaFlag == 1 || testType == 0) && ((testCase == 3 && batchSize == 1) || (testCase != 3 && batchSize == 8) && (testCase !=0)))
+                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
+
+                cout <<"\n\n";
+                cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
+                cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
+
+                // If DEBUG_MODE is set to 1 dump the outputs to csv files for debugging
+                if(DEBUG_MODE && iterCount == 0 && testCase != 0)
+                {
+                    std::ofstream refFile;
+                    refFile.open(func + ".csv");
+                    for (int i = 0; i < oBufferSize; i++)
+                        refFile << static_cast<int>(*(outputf32 + i)) << ",";
+                    refFile.close();
+                }
+            }
+        }
+        fileCnt = 0;
+    }
+
+    rppDestroyHost(handle);
+
+    if(testType == 1)
+    {
+        // Display measured times
+        maxWallTime *= 1000;
+        minWallTime *= 1000;
+        avgWallTime *= 1000;
+        avgWallTime /= (numRuns * noOfIterations);
+        cout << fixed << "\nmax,min,avg wall times in ms/batch = " << maxWallTime << "," << minWallTime << "," << avgWallTime;
+    }
+
+    cout<<endl;
+
+    // Free memory
+    free(srcLengthTensor);
+    free(channelsTensor);
+    free(srcDims);
+    free(dstDims);
+    free(inputf32);
+    free(outputf32);
+
+    return 0;
+}
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/audio/CMakeLists.txt b/utilities/test_suite/HOST/audio/CMakeLists.txt
deleted file mode 100644
index ae1bebd0d..000000000
--- a/utilities/test_suite/HOST/audio/CMakeLists.txt
+++ /dev/null
@@ -1,68 +0,0 @@
-# Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
-
-# Permission is hereby granted, free of charge, to any person obtaining a copy
-# of this software and associated documentation files (the "Software"), to deal
-# in the Software without restriction, including without limitation the rights
-# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-# copies of the Software, and to permit persons to whom the Software is
-# furnished to do so, subject to the following conditions:
-
-# The above copyright notice and this permission notice shall be included in
-# all copies or substantial portions of the Software.
-
-# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
-# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
-# THE SOFTWARE.
-
-cmake_minimum_required(VERSION 3.5)
-project(test_suite/HOST/audio)
-list(APPEND CMAKE_MODULE_PATH ${PROJECT_SOURCE_DIR}/../../../cmake)
-set(ROCM_PATH /opt/rocm CACHE PATH "default ROCm installation path")
-
-# Set message options
-if(NOT WIN32)
-    string(ASCII 27 Esc)
-    set(ColourReset "${Esc}[m")
-    set(Red         "${Esc}[31m")
-    set(Green       "${Esc}[32m")
-    set(Yellow      "${Esc}[33m")
-    set(Blue        "${Esc}[34m")
-    set(BoldBlue    "${Esc}[1;34m")
-    set(Magenta     "${Esc}[35m")
-    set(Cyan        "${Esc}[36m")
-    set(White       "${Esc}[37m")
-endif()
-
-# BOOST
-set(BOOST_COMPONENTS filesystem system)
-find_package(Boost COMPONENTS ${BOOST_COMPONENTS} REQUIRED)
-include_directories(${Boost_INCLUDE_DIRS})
-set(LINK_LIBRARY_LIST ${LINK_LIBRARY_LIST} ${Boost_FILESYSTEM_LIBRARY} ${Boost_SYSTEM_LIBRARY})
-# OpenMP
-find_package(OpenMP REQUIRED)
-set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS} -ggdb -O0")
-set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
-set(LINK_LIBRARY_LIST ${LINK_LIBRARY_LIST} OpenMP::OpenMP_CXX)
-
-find_library(libsnd_LIBS
-    NAMES sndfile libsndfile
-    PATHS ${CMAKE_SYSTEM_PREFIX_PATH} ${LIBSND_ROOT_DIR} "/usr/local"
-    PATH_SUFFIXES lib lib64)
-
-if(NOT libsnd_LIBS)
-    message("-- ${Yellow}Error: libsndfile must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
-else()
-    message("-- ${Green}${PROJECT_NAME} set to build with rpp and libsndfile ${ColourReset}")
-    include_directories(${ROCM_PATH}/include ${ROCM_PATH}/include/rpp /usr/local/include)
-    link_directories(${ROCM_PATH}/lib /usr/local/lib)
-    include_directories(${SndFile_INCLUDE_DIRS})
-    link_directories(${SndFile_LIBRARIES_DIR} /usr/local/lib/)
-
-    add_executable(Tensor_host_audio Tensor_host_audio.cpp)
-    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=gnu++14")
-    target_link_libraries(Tensor_host_audio ${libsnd_LIBS} -lsndfile -lrpp pthread ${LINK_LIBRARY_LIST})
-endif()
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp b/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
deleted file mode 100644
index eb7d2812b..000000000
--- a/utilities/test_suite/HOST/audio/Tensor_host_audio.cpp
+++ /dev/null
@@ -1,373 +0,0 @@
-/*
-Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in
-all copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
-THE SOFTWARE.
-*/
-
-#include <stdio.h>
-#include <dirent.h>
-#include <string.h>
-#include <iostream>
-#include "rpp.h"
-#include <sys/types.h>
-#include <sys/stat.h>
-#include <unistd.h>
-#include <time.h>
-#include <omp.h>
-#include <half/half.hpp>
-#include <fstream>
-#include <iomanip>
-
-// Include this header file to use functions from libsndfile
-#include <sndfile.h>
-
-using namespace std;
-using half_float::half;
-
-typedef half Rpp16f;
-
-void remove_substring(string &str, string &pattern)
-{
-    std::string::size_type i = str.find(pattern);
-    while (i != std::string::npos)
-    {
-        str.erase(i, pattern.length());
-        i = str.find(pattern, i);
-   }
-}
-
-void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, char audioNames[][1000])
-{
-    fstream ref_file;
-    string ref_path = get_current_dir_name();
-    string pattern = "HOST/audio/build";
-    remove_substring(ref_path, pattern);
-    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
-    int file_match = 0;
-    for (int i = 0; i < bs; i++)
-    {
-        string current_file_name = audioNames[i];
-        size_t last_index = current_file_name.find_last_of(".");
-        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
-        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
-        ref_file.open(out_file, ios::in);
-        if(!ref_file.is_open())
-        {
-            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
-            break;
-        }
-
-        Rpp32s ref_index, ref_length;
-        Rpp32s out_index, out_length;
-        ref_file>>ref_index;
-        ref_file>>ref_length;
-        out_index = detectedIndex[i];
-        out_length = detectionLength[i];
-
-        if((out_index == ref_index) && (out_length == ref_length))
-            file_match += 1;
-        ref_file.close();
-    }
-    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
-    if(file_match == bs)
-        std::cerr<<"PASSED!"<<std::endl;
-    else
-        std::cerr<<"FAILED! "<<file_match<<"/"<<bs<<" outputs are matching with reference outputs"<<std::endl;
-}
-
-int main(int argc, char **argv)
-{
-    // Handle inputs
-    const int MIN_ARG_COUNT = 3;
-
-    if (argc < MIN_ARG_COUNT)
-    {
-        printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:9>\n");
-        return -1;
-    }
-
-    char *src = argv[1];
-    int inputBitDepth = atoi(argv[2]);
-    int testCase = atoi(argv[3]);
-
-    // Set case names
-    char funcName[1000];
-    switch (testCase)
-    {
-        case 0:
-            strcpy(funcName, "non_silent_region_detection");
-            break;
-        default:
-            strcpy(funcName, "testCase");
-            break;
-    }
-
-    // Initialize tensor descriptors
-    RpptDesc srcDesc, dstDesc;
-    RpptDescPtr srcDescPtr, dstDescPtr;
-    srcDescPtr = &srcDesc;
-    dstDescPtr = &dstDesc;
-
-    // Set src/dst data types in tensor descriptors
-    if (inputBitDepth == 2)
-    {
-        srcDescPtr->dataType = RpptDataType::F32;
-        dstDescPtr->dataType = RpptDataType::F32;
-    }
-
-    // Other initializations
-    int missingFuncFlag = 0;
-    int i = 0, j = 0;
-    int maxChannels = 0;
-    int maxSrcWidth = 0, maxSrcHeight = 0;
-    int maxDstWidth = 0, maxDstHeight = 0;
-    Rpp64u count = 0;
-    Rpp64u iBufferSize = 0;
-    Rpp64u oBufferSize = 0;
-    static int noOfAudioFiles = 0;
-
-    // String ops on function name
-    char src1[1000];
-    strcpy(src1, src);
-    strcat(src1, "/");
-
-    char func[1000];
-    strcpy(func, funcName);
-    printf("\nRunning %s...", func);
-
-    // Get number of audio files
-    struct dirent *de;
-    DIR *dr = opendir(src);
-    while ((de = readdir(dr)) != NULL)
-    {
-        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
-            continue;
-        noOfAudioFiles += 1;
-    }
-    closedir(dr);
-
-    // Initialize the AudioPatch for source
-    Rpp32s *srcLengthTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
-    Rpp32s *channelsTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
-    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
-    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
-
-    // Set maxLength
-    char audioNames[noOfAudioFiles][1000];
-
-    // Set Height as 1 for src, dst
-    maxSrcHeight = 1;
-    maxDstHeight = 1;
-
-    dr = opendir(src);
-    while ((de = readdir(dr)) != NULL)
-    {
-        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
-            continue;
-        strcpy(audioNames[count], de->d_name);
-        char temp[1000];
-        strcpy(temp, src1);
-        strcat(temp, audioNames[count]);
-
-        SNDFILE	*infile;
-        SF_INFO sfinfo;
-        int	readcount;
-
-        //The SF_INFO struct must be initialized before using it
-        memset (&sfinfo, 0, sizeof (sfinfo));
-        if (!(infile = sf_open (temp, SFM_READ, &sfinfo)))
-        {
-            sf_close (infile);
-            continue;
-        }
-
-        srcLengthTensor[count] = sfinfo.frames;
-        channelsTensor[count] = sfinfo.channels;
-
-        srcDims[count].width = sfinfo.frames;
-        dstDims[count].width = sfinfo.frames;
-        srcDims[count].height = 1;
-        dstDims[count].height = 1;
-
-        maxSrcWidth = std::max(maxSrcWidth, srcLengthTensor[count]);
-        maxDstWidth = std::max(maxDstWidth, srcLengthTensor[count]);
-        maxChannels = std::max(maxChannels, channelsTensor[count]);
-
-        // Close input
-        sf_close (infile);
-        count++;
-    }
-    closedir(dr);
-
-    // Set numDims, offset, n/c/h/w values for src/dst
-    srcDescPtr->numDims = 4;
-    dstDescPtr->numDims = 4;
-
-    srcDescPtr->offsetInBytes = 0;
-    dstDescPtr->offsetInBytes = 0;
-
-    srcDescPtr->n = noOfAudioFiles;
-    dstDescPtr->n = noOfAudioFiles;
-
-    srcDescPtr->h = maxSrcHeight;
-    dstDescPtr->h = maxDstHeight;
-
-    srcDescPtr->w = maxSrcWidth;
-    dstDescPtr->w = maxDstWidth;
-
-    srcDescPtr->c = maxChannels;
-    //if(testCase == 3)
-        //dstDescPtr->c = 1;
-    //else
-        dstDescPtr->c = maxChannels;
-
-    // Optionally set w stride as a multiple of 8 for src
-    srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
-    dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
-
-    // Set n/c/h/w strides for src/dst
-    srcDescPtr->strides.nStride = srcDescPtr->c * srcDescPtr->w * srcDescPtr->h;
-    srcDescPtr->strides.hStride = srcDescPtr->c * srcDescPtr->w;
-    srcDescPtr->strides.wStride = srcDescPtr->c;
-    srcDescPtr->strides.cStride = 1;
-
-    dstDescPtr->strides.nStride = dstDescPtr->c * dstDescPtr->w * dstDescPtr->h;
-    dstDescPtr->strides.hStride = dstDescPtr->c * dstDescPtr->w;
-    dstDescPtr->strides.wStride = dstDescPtr->c;
-    dstDescPtr->strides.cStride = 1;
-
-    // Set buffer sizes for src/dst
-    iBufferSize = (Rpp64u)srcDescPtr->h * (Rpp64u)srcDescPtr->w * (Rpp64u)srcDescPtr->c * (Rpp64u)srcDescPtr->n;
-    oBufferSize = (Rpp64u)dstDescPtr->h * (Rpp64u)dstDescPtr->w * (Rpp64u)dstDescPtr->c * (Rpp64u)dstDescPtr->n;
-
-    // Initialize host buffers for input & output
-    Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
-    Rpp32f *outputf32 = (Rpp32f *)calloc(oBufferSize, sizeof(Rpp32f));
-
-    i = 0;
-    count = 0;
-    dr = opendir(src);
-    while ((de = readdir(dr)) != NULL)
-    {
-        Rpp32f *input_temp_f32;
-        input_temp_f32 = inputf32 + (i * srcDescPtr->strides.nStride);
-
-        if (strcmp(de->d_name, ".") == 0 || strcmp(de->d_name, "..") == 0)
-            continue;
-        strcpy(audioNames[count], de->d_name);
-        char temp[1000];
-        strcpy(temp, src1);
-        strcat(temp, audioNames[count]);
-
-        SNDFILE	*infile;
-        SF_INFO sfinfo;
-        int	readcount;
-
-        // The SF_INFO struct must be initialized before using it
-        memset (&sfinfo, 0, sizeof (sfinfo));
-        if (!(infile = sf_open (temp, SFM_READ, &sfinfo)))
-        {
-            sf_close (infile);
-            continue;
-        }
-
-        int bufferLength = sfinfo.frames * sfinfo.channels;
-        if(inputBitDepth == 2)
-        {
-            readcount = (int) sf_read_float (infile, input_temp_f32, bufferLength);
-            if(readcount != bufferLength)
-                std::cerr<<"F32 Unable to read audio file completely"<<std::endl;
-        }
-        i++;
-        count++;
-
-        // Close input
-        sf_close (infile);
-    }
-    closedir(dr);
-
-    // Run case-wise RPP API and measure time
-    rppHandle_t handle;
-    rppCreateWithBatchSize(&handle, srcDescPtr->n, 8);
-    clock_t startCpuTime, endCpuTime;
-    double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
-    double startWallTime, endWallTime;
-    double cpuTime, wallTime;
-
-    string testCaseName;
-    switch (testCase)
-    {
-        case 0:
-        {
-            testCaseName = "non_silent_region_detection";
-            Rpp32f detectedIndex[noOfAudioFiles];
-            Rpp32f detectionLength[noOfAudioFiles];
-            Rpp32f cutOffDB = -60.0;
-            Rpp32s windowLength = 2048;
-            Rpp32f referencePower = 0.0f;
-            Rpp32s resetInterval = 8192;
-
-            startWallTime = omp_get_wtime();
-            startCpuTime = clock();
-            if (inputBitDepth == 2)
-            {
-                rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
-            }
-            else
-                missingFuncFlag = 1;
-
-            verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, noOfAudioFiles, audioNames);
-            break;
-        }
-        default:
-        {
-            missingFuncFlag = 1;
-            break;
-        }
-    }
-
-    endCpuTime = clock();
-    endWallTime = omp_get_wtime();
-
-    if (missingFuncFlag == 1)
-    {
-        printf("\nThe functionality %s doesn't yet exist in RPP\n", func);
-        return -1;
-    }
-
-    // Display measured times
-    cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
-    wallTime = endWallTime - startWallTime;
-    cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
-    cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
-    printf("\n");
-
-    rppDestroyHost(handle);
-
-    // Free memory
-    free(srcLengthTensor);
-    free(channelsTensor);
-    free(srcDims);
-    free(dstDims);
-    free(inputf32);
-    free(outputf32);
-
-    return 0;
-}
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/audio/testAllScript.sh b/utilities/test_suite/HOST/audio/testAllScript.sh
deleted file mode 100755
index 4d9ea05b0..000000000
--- a/utilities/test_suite/HOST/audio/testAllScript.sh
+++ /dev/null
@@ -1,85 +0,0 @@
-#!/bin/bash
-
-# <<<<<<<<<<<<<< DEFAULT SOURCE AND DESTINATION FOLDERS (NEED NOT CHANGE) >>>>>>>>>>>>>>
-
-cwd=$(pwd)
-
-# Input audio files - Eight audio files
-DEFAULT_SRC_FOLDER="$cwd/../../../TEST_AUDIO_FILES/eight_samples_single_channel_src1/"
-
-# Inputs for Testing Downmixing
-# Input audio file - single audio file - multi channel
-# DEFAULT_SRC_FOLDER="$cwd/../../../TEST_AUDIO_FILES/single_sample_multi_channel_src1/"
-
-# <<<<<<<<<<<<<< FOR MANUAL OVERRIDE, JUST REPLACE AND POINT TO THE SOURCE AND DESTINATION FOLDERS HERE >>>>>>>>>>>>>>
-SRC_FOLDER="$DEFAULT_SRC_FOLDER"
-
-# <<<<<<<<<<<<<< EXECUTION OF ALL FUNCTIONALITIES (NEED NOT CHANGE) >>>>>>>>>>>>>>
-if [[ "$1" -lt 0 ]] | [[ "$1" -gt 9 ]]; then
-    echo "The starting case# must be in the 0-9 range!"
-    echo
-    echo "The testAllScript.sh bash script runs the RPP audio unittest testsuite for AMDRPP functionalities in HOST/OCL/HIP backends."
-    echo
-    echo "Syntax: ./testAllScriptAudio.sh <S> <E>"
-    echo "S     CASE_START (Starting case# (0-9))"
-    echo "E     CASE_END (Ending case# (0-9))"
-    exit 1
-fi
-
-if [[ "$2" -lt 0 ]] | [[ "$2" -gt 9 ]]; then
-    echo "The ending case# must be in the 0-9 range!"
-    echo
-    echo "The testAllScript.sh bash script runs the RPP audio unittest testsuite for AMDRPP functionalities in HOST/OCL/HIP backends."
-    echo
-    echo "Syntax: ./testAllScriptAudio.sh <S> <E>"
-    echo "S     CASE_START (Starting case# (0-9))"
-    echo "E     CASE_END (Ending case# (0-9))"
-    exit 1
-fi
-
-if (( "$#" < 2 )); then
-    CASE_START="0"
-    CASE_END="9"
-else
-    CASE_START="$1"
-    CASE_END="$2"
-fi
-
-shopt -s extglob
-mkdir build
-cd build
-rm -rvf ./*
-cmake ..
-make -j16
-
-printf "\n\n\n\n\n"
-echo "##########################################################################################"
-echo "Running all Audio Inputs..."
-echo "##########################################################################################"
-
-printf "\n\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:1>"
-
-for ((case=$CASE_START;case<=$CASE_END;case++))
-do
-    if [ "$case" -eq 3 ]
-    then
-        SRC_FOLDER="$cwd/../../TEST_AUDIO_FILES/single_sample_multi_channel_src1/"
-    else
-        SRC_FOLDER="$cwd/../../TEST_AUDIO_FILES/eight_samples_single_channel_src1/"
-    fi
-
-    printf "\n\n\n\n"
-    echo "--------------------------------"
-    printf "Running a New Functionality...\n"
-    echo "--------------------------------"
-    for ((bitDepth=2;bitDepth<3;bitDepth++))
-    do
-        printf "\n\n\nRunning New Bit Depth...\n-------------------------\n\n"
-        printf "\n./Tensor_host_audio $SRC_FOLDER $bitDepth $case "
-        ./Tensor_host_audio "$SRC_FOLDER" "$bitDepth" "$case"
-
-        echo "------------------------------------------------------------------------------------------"
-    done
-done
-
-# <<<<<<<<<<<<<< EXECUTION OF ALL FUNCTIONALITIES (NEED NOT CHANGE) >>>>>>>>>>>>>>
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
new file mode 100644
index 000000000..0f61aad23
--- /dev/null
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -0,0 +1,330 @@
+# Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in
+# all copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+# THE SOFTWARE.
+
+import os
+import subprocess  # nosec
+import argparse
+import sys
+import datetime
+import shutil
+
+# Set the timestamp
+timestamp = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
+
+cwd = os.getcwd()
+inFilePath = os.path.join(os.path.dirname(cwd), 'TEST_AUDIO_FILES', 'eight_samples_single_channel_src1')
+
+# Checks if the folder path is empty, or is it a root folder, or if it exists, and remove its contents
+def validate_and_remove_files(path):
+    if not path:  # check if a string is empty
+        print("Folder path is empty.")
+        exit()
+
+    elif path == "/*":  # check if the root directory is passed to the function
+        print("Root folder cannot be deleted.")
+        exit()
+
+    elif os.path.exists(path):  # check if the folder exists
+        # Get a list of files and directories within the specified path
+        items = os.listdir(path)
+
+        if items:
+            # The directory is not empty, delete its contents
+            for item in items:
+                item_path = os.path.join(path, item)
+                if os.path.isfile(item_path):
+                    os.remove(item_path)
+                elif os.path.isdir(item_path):
+                    shutil.rmtree(item_path)     # Delete the directory if it exists
+
+    else:
+        print("Path is invalid or does not exist.")
+        exit()
+
+# Check if the folder is the root folder or exists, and remove the specified subfolders
+def validate_and_remove_folders(path, folder):
+    if path == "/*":  # check if the root directory is passed to the function
+        print("Root folder cannot be deleted.")
+        exit()
+    if path and os.path.isdir(path + "/.."):  # checks if directory string is not empty and it exists
+        output_folders = [folder_name for folder_name in os.listdir(path + "/..") if folder_name.startswith(folder)]
+
+        # Loop through each directory and delete it only if it exists
+        for folder_name in output_folders:
+            folder_path = os.path.join(path, "..", folder_name)
+            if os.path.isdir(folder_path):
+                shutil.rmtree(folder_path)  # Delete the directory if it exists
+                print("Deleted directory:", folder_path)
+            else:
+                print("Directory not found:", folder_path)
+
+# Validate if a path exists and is a directory
+def validate_path(input_path):
+    if not os.path.exists(input_path):
+        raise ValueError("path " + input_path +" does not exist.")
+    if not os.path.isdir(input_path):
+        raise ValueError("path " + input_path + " is not a directory.")
+
+# Get a list of log files based on a flag for preserving output
+def get_log_file_list(preserveOutput):
+    return [
+        "../../OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
+    ]
+
+def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath):
+    print("\n\n\n\n")
+    print("--------------------------------")
+    print("Running a New Functionality...")
+    print("--------------------------------")
+    print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} {qaMode}")
+    result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE)    # nosec
+    print(result.stdout.decode())
+    file_path = os.path.join(outFilePath, "results.txt")
+    with open(file_path, 'a') as file:
+        file.write(result.stdout.decode())
+
+    print("------------------------------------------------------------------------------------------")
+
+def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath):
+    print("\n\n\n\n")
+    print("--------------------------------")
+    print("Running a New Functionality...")
+    print("--------------------------------")
+    with open("{}/Tensor_host_audio_raw_performance_log.txt".format(loggingFolder), "a") as log_file:
+        print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} {qaMode}")
+        process = subprocess.Popen(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
+        while True:
+            output = process.stdout.readline()
+            if not output and process.poll() is not None:
+                break
+            print(output.strip())
+            log_file.write(output)
+    print("------------------------------------------------------------------------------------------")
+
+# Parse and validate command-line arguments for the RPP test suite
+def rpp_test_suite_parser_and_validator():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--input_path", type = str, default = inFilePath, help = "Path to the input folder")
+    parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:8)")
+    parser.add_argument("--case_end", type = int, default = 8, help = "Testing range ending case # - (0:8)")
+    parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = Unit tests / 1 = Performance tests)")
+    parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to list", required = False)
+    parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
+    parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )" )
+    parser.add_argument('--batch_size', type = int, default = 1, help = "Specifies the batch size to use for running tests. Default is 1.")
+    parser.add_argument('--qa_mode', type = int, default = 0, help = "Run with qa_mode? Outputs from tests will be compared with golden outputs - (0 / 1)", required = False)
+
+    args = parser.parse_args()
+
+    # check if the folder exists
+    validate_path(args.input_path)
+
+    # validate the parameters passed by user
+    if ((args.case_start < 0 or args.case_start > 8) or (args.case_end < 0 or args.case_end > 8)):
+        print("Starting case# and Ending case# must be in the 0:8 range. Aborting!")
+        exit(0)
+    elif args.case_end < args.case_start:
+        print("Ending case# must be greater than starting case#. Aborting!")
+        exit(0)
+    elif args.test_type < 0 or args.test_type > 1:
+        print("Test Type# must be in the 0 / 1. Aborting!")
+        exit(0)
+    elif args.case_list is not None and args.case_start > 0 and args.case_end < 8:
+        print("Invalid input! Please provide only 1 option between case_list, case_start and case_end")
+        exit(0)
+    elif args.num_runs <= 0:
+        print("Number of Runs must be greater than 0. Aborting!")
+        exit(0)
+    elif args.batch_size <= 0:
+        print("Batch size must be greater than 0. Aborting!")
+        exit(0)
+    elif args.qa_mode < 0 or args.qa_mode > 1:
+        print("QA mode must be in the 0 / 1. Aborting!")
+        exit(0)
+    elif args.preserve_output < 0 or args.preserve_output > 1:
+        print("Preserve Output must be in the 0/1 (0 = override / 1 = preserve). Aborting")
+        exit(0)
+
+
+    if args.case_list is None:
+        args.case_list = range(args.case_start, args.case_end + 1)
+        args.case_list = [str(x) for x in args.case_list]
+    else:
+        for case in args.case_list:
+            if int(case) < 0 or int(case) > 8:
+                 print("The case# must be in the 0:8 range!")
+                 exit(0)
+
+    return args
+
+args = rpp_test_suite_parser_and_validator()
+srcPath = args.input_path
+caseStart = args.case_start
+caseEnd = args.case_end
+testType = args.test_type
+caseList = args.case_list
+numRuns = args.num_runs
+qaMode = args.qa_mode
+preserveOutput = args.preserve_output
+batchSize = args.batch_size
+bitDepth = 2
+outFilePath = " "
+
+if preserveOutput == 0:
+    validate_and_remove_folders(cwd, "AUDIO_OUTPUT_HOST")
+    validate_and_remove_folders(cwd, "OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST")
+
+if(testType == 0):
+    if qaMode:
+        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_AUDIO_RESULTS_HOST_' + timestamp)
+    else:
+        outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_AUDIO_HOST_' + timestamp)
+    numRuns = 1
+elif(testType == 1):
+    if "--num_runs" not in sys.argv:
+        numRuns = 100#default numRuns for running performance tests
+    outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST_' + timestamp)
+else:
+    print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = Unittests / 1 = Performancetests)")
+    exit()
+
+os.mkdir(outFilePath)
+loggingFolder = outFilePath
+dstPath = outFilePath
+
+# Validate DST_FOLDER
+validate_and_remove_files(dstPath)
+
+# Enable extglob
+if os.path.exists("build"):
+    shutil.rmtree("build")
+os.makedirs("build")
+os.chdir("build")
+
+# Run cmake and make commands
+subprocess.run(["cmake", ".."], cwd=".")   # nosec
+subprocess.run(["make", "-j16"], cwd=".")    # nosec
+
+if testType == 0:
+    for case in caseList:
+        if "--case_list" not in sys.argv:
+            if case == "3":
+                srcPath = os.path.join(os.path.dirname(cwd), "TEST_AUDIO_FILES/single_sample_multi_channel_src1/")
+        if qaMode and case != "3" and batchSize != 8:
+            print("QA mode can only run with a batch size of 8.")
+            exit(0)
+        if qaMode and case == "3" and batchSize != 1:
+            print("QA mode can only run with a batch size of 1.")
+            exit(0)
+        if int(case) < 0 or int(case) > 8:
+            print(f"Invalid case number {case}. Case number must be in the range of 0 to 8!")
+            continue
+
+        run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
+else:
+    for case in caseList:
+        if "--case_list" not in sys.argv:
+            if case == "3":
+                srcPath = os.path.join(os.path.dirname(cwd), "TEST_AUDIO_FILES/single_sample_multi_channel_src1/")
+        if int(case) < 0 or int(case) > 8:
+            print(f"Invalid case number {case}. Case number must be in the range of 0 to 8!")
+            continue
+
+        run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
+
+# print the results of qa tests
+supportedCaseList = ['0', '1', '2', '3', '4', '5', '6', '7', '8']
+supportedCases = 0
+for num in caseList:
+    if num in supportedCaseList:
+        supportedCases += 1
+caseInfo = "Tests are run for " + str(supportedCases) + " supported cases out of the " + str(len(caseList)) + " cases requested"
+if qaMode and testType == 0:
+    qaFilePath = os.path.join(outFilePath, "QA_results.txt")
+    f = open(qaFilePath, 'r+')
+    print("---------------------------------- Results of QA Test ----------------------------------\n")
+    for line in f:
+        sys.stdout.write(line)
+        sys.stdout.flush()
+    f.write(caseInfo)
+print("\n-------------- " + caseInfo + " --------------")
+
+# Performance tests
+if (testType == 1):
+    log_file_list = get_log_file_list(preserveOutput)
+
+    for log_file in log_file_list:
+        # Opening log file
+        try:
+            f = open(log_file,"r")
+            print("\n\n\nOpened log file -> "+ log_file)
+        except IOError:
+            print("Skipping file -> "+ log_file)
+            continue
+
+        stats = []
+        maxVals = []
+        minVals = []
+        avgVals = []
+        functions = []
+        frames = []
+        prevLine = ""
+        funcCount = 0
+
+        # Loop over each line
+        for line in f:
+            functions.extend([" ", " "])
+            frames.extend([" ", " ", " "])
+            maxVals.extend([" ", " ", " "])
+            minVals.extend([" ", " ", " "])
+            avgVals.extend([" ", " ", " "])
+
+            if "max,min,avg wall times in ms/batch" in line:
+                split_word_start = "Running "
+                split_word_end = " " +str(numRuns)
+                prevLine = prevLine.partition(split_word_start)[2].partition(split_word_end)[0]
+                if prevLine not in functions:
+                    functions.append(prevLine)
+                    frames.append(numRuns)
+                    split_word_start = "max,min,avg wall times in ms/batch = "
+                    split_word_end = "\n"
+                    stats = line.partition(split_word_start)[2].partition(split_word_end)[0].split(",")
+                    maxVals.append(stats[0])
+                    minVals.append(stats[1])
+                    avgVals.append(stats[2])
+                    funcCount += 1
+            if line != "\n":
+                prevLine = line
+
+        # Print log lengths
+        print("Functionalities - "+ str(funcCount))
+
+        # Print summary of log
+        print("\n\nFunctionality\t\t\t\t\t\tFrames Count\tmax(ms/batch)\t\tmin(ms/batch)\t\tavg(ms/batch)\n")
+        if len(functions) != 0:
+            maxCharLength = len(max(functions, key = len))
+            functions = [x + (' ' * (maxCharLength - len(x))) for x in functions]
+            for i, func in enumerate(functions):
+                print(func.replace('\n', '') + "\t\t\t\t\t" + str(frames[i + 3]) + "\t\t" + str(maxVals[i + 3]) + "\t" + str(minVals[i + 3]) + "\t" + str(avgVals[i + 3]))
+        else:
+            print("No variants under this category")
+
+        # Closing log file
+        f.close()
\ No newline at end of file
diff --git a/utilities/test_suite/rpp_test_suite_common.h b/utilities/test_suite/rpp_test_suite_common.h
index 267a2d69a..5375ad128 100644
--- a/utilities/test_suite/rpp_test_suite_common.h
+++ b/utilities/test_suite/rpp_test_suite_common.h
@@ -72,6 +72,11 @@ std::map<int, string> augmentationMap =
     {84, "spatter"},
 };
 
+std::map<int, string> audioAugmentationMap =
+{
+    {0, "non_silent_region_detection"},
+};
+
 template <typename T>
 inline T validate_pixel_range(T pixel)
 {
@@ -80,7 +85,7 @@ inline T validate_pixel_range(T pixel)
 }
 
 // replicates the last image in a batch to fill the remaining images in a batch
-void replicate_last_image_to_fill_batch(const string& lastFilePath, vector<string>& imageNamesPath, vector<string>& imageNames, const string& lastFileName, int noOfImages, int batchCount)
+void replicate_last_file_to_fill_batch(const string& lastFilePath, vector<string>& imageNamesPath, vector<string>& imageNames, const string& lastFileName, int noOfImages, int batchCount)
 {
     int remainingImages = batchCount - (noOfImages % batchCount);
     std::string filePath = lastFilePath;
@@ -628,8 +633,8 @@ inline void convert_pkd3_to_pln3(Rpp8u *input, RpptDescPtr descPtr)
     free(inputCopy);
 }
 
-// Opens a folder and recursively search for .jpg files
-void open_folder(const string& folderPath, vector<string>& imageNames, vector<string>& imageNamesPath)
+// Opens a folder and recursively search for files with given extension
+void open_folder(const string& folderPath, vector<string>& imageNames, vector<string>& imageNamesPath, string extension)
 {
     auto src_dir = opendir(folderPath.c_str());
     struct dirent* entity;
@@ -649,9 +654,9 @@ void open_folder(const string& folderPath, vector<string>& imageNames, vector<st
         filePath.append(entity->d_name);
         fs::path pathObj(filePath);
         if(fs::exists(pathObj) && fs::is_directory(pathObj))
-            open_folder(filePath, imageNames, imageNamesPath);
+            open_folder(filePath, imageNames, imageNamesPath, extension);
 
-        if (fileName.size() > 4 && fileName.substr(fileName.size() - 4) == ".jpg")
+        if (fileName.size() > 4 && fileName.substr(fileName.size() - 4) == extension)
         {
             imageNamesPath.push_back(filePath);
             imageNames.push_back(entity->d_name);
@@ -663,8 +668,8 @@ void open_folder(const string& folderPath, vector<string>& imageNames, vector<st
     closedir(src_dir);
 }
 
-// Searches for .jpg files in input folders
-void search_jpg_files(const string& folder_path, vector<string>& imageNames, vector<string>& imageNamesPath)
+// Searches for files with the provided extensions in input folders
+void search_files_recursive(const string& folder_path, vector<string>& imageNames, vector<string>& imageNamesPath, string extension)
 {
     vector<string> entry_list;
     string full_path = folder_path;
@@ -700,14 +705,14 @@ void search_jpg_files(const string& folder_path, vector<string>& imageNames, vec
                 if ((file_extension == "tar") || (file_extension == "zip") || (file_extension == "7z") || (file_extension == "rar"))
                     continue;
             }
-            if (entry_list[dir_count].size() > 4 && entry_list[dir_count].substr(entry_list[dir_count].size() - 4) == ".jpg")
+            if (entry_list[dir_count].size() > 4 && entry_list[dir_count].substr(entry_list[dir_count].size() - 4) == extension)
             {
                 imageNames.push_back(entry_list[dir_count]);
                 imageNamesPath.push_back(subfolder_path);
             }
         }
         else if (fs::exists(pathObj) && fs::is_directory(pathObj))
-            open_folder(subfolder_path, imageNames, imageNamesPath);
+            open_folder(subfolder_path, imageNames, imageNamesPath, extension);
     }
 }
 

From 5719db958f65386356e946518bb5b8ca03e9fba4 Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Tue, 12 Sep 2023 02:41:22 -0400
Subject: [PATCH 11/63] code cleanup

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 191 ++++++++++--------
 utilities/test_suite/HOST/runAudioTests.py    | 130 +++++-------
 2 files changed, 151 insertions(+), 170 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 6afc747a8..ced503e05 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -25,108 +25,125 @@ using half_float::half;
 
 typedef half Rpp16f;
 
-#define DEBUG_MODE 0
-
-void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst, int qaFlag)
 {
-    fstream ref_file;
-    string ref_path = get_current_dir_name();
+    fstream refFile;
+    string refPath = get_current_dir_name();
     string pattern = "HOST/build";
-    remove_substring(ref_path, pattern);
-    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
-    std::cerr<<"\n "<<ref_path;
-    int file_match = 0;
-    for (int batchcount = 0; batchcount < dstDescPtr->n; batchcount++)
+    remove_substring(refPath, pattern);
+    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
+    int fileMatch = 0;
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
     {
-        string current_file_name = audioNames[batchcount];
-        size_t last_index = current_file_name.find_last_of(".");
-        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
-        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
-        ref_file.open(out_file, ios::in);
-        if(!ref_file.is_open())
+        string currentFileName = audioNames[batchCount];
+        size_t lastIndex = currentFileName.find_last_of(".");
+        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
+        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
+        refFile.open(outFile, ios::in);
+        if (!refFile.is_open())
         {
-            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
             break;
         }
-        int matched_indices = 0;
-        Rpp32f ref_val, out_val;
-        Rpp32f *dstPtrCurrent = dstPtr + batchcount * dstDescPtr->strides.nStride;
+        int matchedIndices = 0;
+        Rpp32f refVal, outVal;
+        Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
         Rpp32f *dstPtrRow = dstPtrCurrent;
-        for(int i = 0; i < dstDims[batchcount].height; i++)
+        for (int i = 0; i < dstDims[batchCount].height; i++)
         {
             Rpp32f *dstPtrTemp = dstPtrRow;
-            for(int j = 0; j < dstDims[batchcount].width; j++)
+            for (int j = 0; j < dstDims[batchCount].width; j++)
             {
-                ref_file>>ref_val;
-                out_val = dstPtrTemp[j];
-                bool invalid_comparision = ((out_val == 0.0f) && (ref_val != 0.0f));
-                if(!invalid_comparision && abs(out_val - ref_val) < 1e-20)
-                    matched_indices += 1;
+                refFile >> refVal;
+                outVal = dstPtrTemp[j];
+                bool invalidComparision = ((outVal == 0.0f) && (refVal != 0.0f));
+                if (!invalidComparision && abs(outVal - refVal) < 1e-20)
+                    matchedIndices += 1;
             }
             dstPtrRow += dstDescPtr->strides.hStride;
         }
-        ref_file.close();
-        if(matched_indices == (dstDims[batchcount].width * dstDims[batchcount].height) && matched_indices !=0)
-            file_match++;
+        refFile.close();
+        if (matchedIndices == (dstDims[batchCount].width * dstDims[batchCount].height) && matchedIndices !=0)
+            fileMatch++;
     }
     std::string status = testCase + ": ";
-    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
-    if(file_match == dstDescPtr->n)
+    cout << std::endl << "Results for Test case: " << testCase << std::endl;
+    if (fileMatch == dstDescPtr->n)
     {
-        std::cerr<<"PASSED!"<<std::endl;
+        cout << "PASSED!" << std::endl;
         status += "PASSED";
     }
     else
     {
-        std::cerr<<"FAILED! "<<file_match<<"/"<<dstDescPtr->n<<" outputs are matching with reference outputs"<<std::endl;
+        cout << "FAILED! " << fileMatch << "/" << dstDescPtr->n << " outputs are matching with reference outputs" << std::endl;
         status += "FAILED";
     }
-    std::string qaResultsPath = dst + "/QA_results.txt";
-    std:: ofstream qaResults(qaResultsPath, ios_base::app);
-    if (qaResults.is_open())
+    if (qaFlag)
     {
-        qaResults << status << std::endl;
-        qaResults.close();
+        std::string qaResultsPath = dst + "/QA_results.txt";
+        std:: ofstream qaResults(qaResultsPath, ios_base::app);
+        if (qaResults.is_open())
+        {
+            qaResults << status << std::endl;
+            qaResults.close();
+        }
     }
 }
 
-void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
+void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst, int qaFlag)
 {
-    fstream ref_file;
-    string ref_path = get_current_dir_name();
+    fstream refFile;
+    string refPath = get_current_dir_name();
     string pattern = "HOST/build";
-    remove_substring(ref_path, pattern);
-    ref_path = ref_path + "REFERENCE_OUTPUTS_AUDIO/";
-    int file_match = 0;
+    remove_substring(refPath, pattern);
+    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
+    int fileMatch = 0;
     for (int i = 0; i < bs; i++)
     {
-        string current_file_name = audioNames[i];
-        size_t last_index = current_file_name.find_last_of(".");
-        current_file_name = current_file_name.substr(0, last_index);  // Remove extension from file name
-        string out_file = ref_path + testCase + "/" + testCase + "_ref_" + current_file_name + ".txt";
-        ref_file.open(out_file, ios::in);
-        if(!ref_file.is_open())
+        string currentFileName = audioNames[i];
+        size_t lastIndex = currentFileName.find_last_of(".");
+        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
+        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
+        refFile.open(outFile, ios::in);
+        if (!refFile.is_open())
         {
-            cerr<<"Unable to open the file specified! Please check the path of the file given as input"<<endl;
+            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
             break;
         }
 
-        Rpp32s ref_index, ref_length;
-        Rpp32s out_index, out_length;
-        ref_file>>ref_index;
-        ref_file>>ref_length;
-        out_index = detectedIndex[i];
-        out_length = detectionLength[i];
+        Rpp32s refIndex, refLength;
+        Rpp32s outIndex, outLength;
+        refFile >> refIndex;
+        refFile >> refLength;
+        outIndex = detectedIndex[i];
+        outLength = detectionLength[i];
 
-        if((out_index == ref_index) && (out_length == ref_length))
-            file_match += 1;
-        ref_file.close();
+        if ((outIndex == refIndex) && (outLength == refLength))
+            fileMatch += 1;
+        refFile.close();
+    }
+    std::string status = testCase + ": ";
+    cout << std::endl << "Results for Test case: " << testCase << std::endl;
+    if (fileMatch == bs)
+    {
+        cout << "PASSED!" << std::endl;
+        status += "PASSED";
     }
-    std::cerr<<std::endl<<"Results for Test case: "<<testCase<<std::endl;
-    if(file_match == bs)
-        std::cerr<<"PASSED!"<<std::endl;
     else
-        std::cerr<<"FAILED! "<<file_match<<"/"<<bs<<" outputs are matching with reference outputs"<<std::endl;
+    {
+        cout << "FAILED! "<< fileMatch << "/" << bs << " outputs are matching with reference outputs" << std::endl;
+        status += "FAILED";
+    }
+    if (qaFlag)
+    {
+        std::string qaResultsPath = dst + "/QA_results.txt";
+        std:: ofstream qaResults(qaResultsPath, ios_base::app);
+        if (qaResults.is_open())
+        {
+            qaResults << status << std::endl;
+            qaResults.close();
+        }
+    }
 }
 
 int main(int argc, char **argv)
@@ -137,12 +154,12 @@ int main(int argc, char **argv)
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3> <test type 0/1> <numRuns> <batchSize> <qaFlag>\n");
         return -1;
     }
 
     char *src = argv[1];
-    int ip_bitDepth = atoi(argv[2]);
+    int inputBitDepth = atoi(argv[2]);
     int testCase = atoi(argv[3]);
     int testType = atoi(argv[4]);
     int numRuns = atoi(argv[5]);
@@ -167,7 +184,7 @@ int main(int argc, char **argv)
     dstDescPtr = &dstDesc;
 
     // Set src/dst data types in tensor descriptors
-    if (ip_bitDepth == 2)
+    if (inputBitDepth == 2)
     {
         srcDescPtr->dataType = RpptDataType::F32;
         dstDescPtr->dataType = RpptDataType::F32;
@@ -190,7 +207,7 @@ int main(int argc, char **argv)
     strcat(src1, "/");
 
     string func = funcName;
-    std::cout << "\nRunning " << func;
+    cout << "\nRunning " << func;
 
     // Get number of audio files
     vector<string> audioNames;
@@ -199,7 +216,7 @@ int main(int argc, char **argv)
     search_files_recursive(src, audioNames, audioFilePath, ".wav");
     noOfAudioFiles = audioNames.size();
 
-    if(noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
+    if (noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
     {
         replicate_last_file_to_fill_batch(audioFilePath[noOfAudioFiles - 1], audioFilePath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
         noOfAudioFiles = audioNames.size();
@@ -215,7 +232,7 @@ int main(int argc, char **argv)
     maxSrcHeight = 1;
     maxDstHeight = 1;
 
-    for(int cnt = 0; cnt < noOfAudioFiles ; cnt++)
+    for (int cnt = 0; cnt < noOfAudioFiles ; cnt++)
     {
         SNDFILE	*infile;
         SF_INFO sfinfo;
@@ -265,7 +282,7 @@ int main(int argc, char **argv)
     dstDescPtr->w = maxDstWidth;
 
     srcDescPtr->c = maxChannels;
-    if(testCase == 3)
+    if (testCase == 3)
         dstDescPtr->c = 1;
     else
         dstDescPtr->c = maxChannels;
@@ -302,12 +319,12 @@ int main(int argc, char **argv)
     string testCaseName;
     for (int perfRunCount = 0; perfRunCount < numRuns; perfRunCount++)
     {
-        for(int iterCount = 0; iterCount < noOfIterations; iterCount++)
+        for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
         {
-            for(int cnt = 0; cnt < batchSize; cnt++)
+            for (int cnt = 0; cnt < batchSize; cnt++)
             {
-                Rpp32f *input_temp_f32;
-                input_temp_f32 = inputf32 + (cnt * srcDescPtr->strides.nStride);
+                Rpp32f *inputTempF32;
+                inputTempF32 = inputf32 + (cnt * srcDescPtr->strides.nStride);
 
                 SNDFILE	*infile;
                 SF_INFO sfinfo;
@@ -322,10 +339,10 @@ int main(int argc, char **argv)
                 }
 
                 int bufferLength = sfinfo.frames * sfinfo.channels;
-                if(ip_bitDepth == 2)
+                if (inputBitDepth == 2)
                 {
-                    readcount = (int) sf_read_float (infile, input_temp_f32, bufferLength);
-                    if(readcount != bufferLength)
+                    readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
+                    if (readcount != bufferLength)
                         std::cerr<<"F32 Unable to read audio file completely"<<std::endl;
                 }
                 fileCnt++;
@@ -350,15 +367,15 @@ int main(int argc, char **argv)
 
                     startWallTime = omp_get_wtime();
                     startCpuTime= clock();
-                    if (ip_bitDepth == 2)
+                    if (inputBitDepth == 2)
                     {
                         rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
                     }
                     else
                         missingFuncFlag = 1;
 
-                    if((testType == 0 || qaFlag ==1) && batchSize == 8)
-                        verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
+                    if ((testType == 0 || qaFlag == 1) && batchSize == 8)
+                        verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst, qaFlag);
 
                     break;
                 }
@@ -386,20 +403,20 @@ int main(int argc, char **argv)
 
             if (testType == 0)
             {
-                if ((qaFlag == 1 || testType == 0) && ((testCase == 3 && batchSize == 1) || (testCase != 3 && batchSize == 8) && (testCase !=0)))
-                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
+                if ((qaFlag == 1 || testType == 0) && (batchSize == 8 && testCase !=0))
+                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst, qaFlag);
 
                 cout <<"\n\n";
                 cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
                 cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
 
                 // If DEBUG_MODE is set to 1 dump the outputs to csv files for debugging
-                if(DEBUG_MODE && iterCount == 0 && testCase != 0)
+                if (DEBUG_MODE && iterCount == 0 && testCase != 0)
                 {
                     std::ofstream refFile;
                     refFile.open(func + ".csv");
                     for (int i = 0; i < oBufferSize; i++)
-                        refFile << static_cast<int>(*(outputf32 + i)) << ",";
+                        refFile << *(outputf32 + i) << "\n";
                     refFile.close();
                 }
             }
@@ -409,7 +426,7 @@ int main(int argc, char **argv)
 
     rppDestroyHost(handle);
 
-    if(testType == 1)
+    if (testType == 1)
     {
         // Display measured times
         maxWallTime *= 1000;
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 0f61aad23..c55865a32 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -97,8 +97,9 @@ def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode,
     result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE)    # nosec
     print(result.stdout.decode())
     file_path = os.path.join(outFilePath, "results.txt")
-    with open(file_path, 'a') as file:
-        file.write(result.stdout.decode())
+    if not qaMode:
+        with open(file_path, 'a') as file:
+            file.write(result.stdout.decode())
 
     print("------------------------------------------------------------------------------------------")
 
@@ -122,8 +123,8 @@ def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDep
 def rpp_test_suite_parser_and_validator():
     parser = argparse.ArgumentParser()
     parser.add_argument("--input_path", type = str, default = inFilePath, help = "Path to the input folder")
-    parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:8)")
-    parser.add_argument("--case_end", type = int, default = 8, help = "Testing range ending case # - (0:8)")
+    parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:0)")
+    parser.add_argument("--case_end", type = int, default = 0, help = "Testing range ending case # - (0:0)")
     parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = Unit tests / 1 = Performance tests)")
     parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to list", required = False)
     parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
@@ -137,8 +138,8 @@ def rpp_test_suite_parser_and_validator():
     validate_path(args.input_path)
 
     # validate the parameters passed by user
-    if ((args.case_start < 0 or args.case_start > 8) or (args.case_end < 0 or args.case_end > 8)):
-        print("Starting case# and Ending case# must be in the 0:8 range. Aborting!")
+    if ((args.case_start < 0 or args.case_start > 0) or (args.case_end < 0 or args.case_end > 0)):
+        print("Starting case# and Ending case# must be in the 0:0 range. Aborting!")
         exit(0)
     elif args.case_end < args.case_start:
         print("Ending case# must be greater than starting case#. Aborting!")
@@ -146,7 +147,7 @@ def rpp_test_suite_parser_and_validator():
     elif args.test_type < 0 or args.test_type > 1:
         print("Test Type# must be in the 0 / 1. Aborting!")
         exit(0)
-    elif args.case_list is not None and args.case_start > 0 and args.case_end < 8:
+    elif args.case_list is not None and args.case_start > 0 and args.case_end < 0:
         print("Invalid input! Please provide only 1 option between case_list, case_start and case_end")
         exit(0)
     elif args.num_runs <= 0:
@@ -168,8 +169,8 @@ def rpp_test_suite_parser_and_validator():
         args.case_list = [str(x) for x in args.case_list]
     else:
         for case in args.case_list:
-            if int(case) < 0 or int(case) > 8:
-                 print("The case# must be in the 0:8 range!")
+            if int(case) != 0:
+                 print("The case# must be 0!")
                  exit(0)
 
     return args
@@ -188,7 +189,8 @@ def rpp_test_suite_parser_and_validator():
 outFilePath = " "
 
 if preserveOutput == 0:
-    validate_and_remove_folders(cwd, "AUDIO_OUTPUT_HOST")
+    validate_and_remove_folders(cwd, "OUTPUT_AUDIO_HOST")
+    validate_and_remove_folders(cwd, "QA_AUDIO_RESULTS_HOST")
     validate_and_remove_folders(cwd, "OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST")
 
 if(testType == 0):
@@ -224,33 +226,24 @@ def rpp_test_suite_parser_and_validator():
 
 if testType == 0:
     for case in caseList:
-        if "--case_list" not in sys.argv:
-            if case == "3":
-                srcPath = os.path.join(os.path.dirname(cwd), "TEST_AUDIO_FILES/single_sample_multi_channel_src1/")
-        if qaMode and case != "3" and batchSize != 8:
+        if qaMode and batchSize != 8:
             print("QA mode can only run with a batch size of 8.")
             exit(0)
-        if qaMode and case == "3" and batchSize != 1:
-            print("QA mode can only run with a batch size of 1.")
-            exit(0)
-        if int(case) < 0 or int(case) > 8:
-            print(f"Invalid case number {case}. Case number must be in the range of 0 to 8!")
+        if int(case) != 0:
+            print(f"Invalid case number {case}. Case number must be 0!")
             continue
 
         run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
 else:
     for case in caseList:
-        if "--case_list" not in sys.argv:
-            if case == "3":
-                srcPath = os.path.join(os.path.dirname(cwd), "TEST_AUDIO_FILES/single_sample_multi_channel_src1/")
-        if int(case) < 0 or int(case) > 8:
-            print(f"Invalid case number {case}. Case number must be in the range of 0 to 8!")
+        if int(case) != 0:
+            print(f"Invalid case number {case}. Case number must be 0 !")
             continue
 
         run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
 
 # print the results of qa tests
-supportedCaseList = ['0', '1', '2', '3', '4', '5', '6', '7', '8']
+supportedCaseList = ['0']
 supportedCases = 0
 for num in caseList:
     if num in supportedCaseList:
@@ -270,61 +263,32 @@ def rpp_test_suite_parser_and_validator():
 if (testType == 1):
     log_file_list = get_log_file_list(preserveOutput)
 
-    for log_file in log_file_list:
-        # Opening log file
-        try:
-            f = open(log_file,"r")
-            print("\n\n\nOpened log file -> "+ log_file)
-        except IOError:
-            print("Skipping file -> "+ log_file)
-            continue
-
-        stats = []
-        maxVals = []
-        minVals = []
-        avgVals = []
-        functions = []
-        frames = []
-        prevLine = ""
-        funcCount = 0
-
-        # Loop over each line
-        for line in f:
-            functions.extend([" ", " "])
-            frames.extend([" ", " ", " "])
-            maxVals.extend([" ", " ", " "])
-            minVals.extend([" ", " ", " "])
-            avgVals.extend([" ", " ", " "])
-
-            if "max,min,avg wall times in ms/batch" in line:
-                split_word_start = "Running "
-                split_word_end = " " +str(numRuns)
-                prevLine = prevLine.partition(split_word_start)[2].partition(split_word_end)[0]
-                if prevLine not in functions:
-                    functions.append(prevLine)
-                    frames.append(numRuns)
-                    split_word_start = "max,min,avg wall times in ms/batch = "
-                    split_word_end = "\n"
-                    stats = line.partition(split_word_start)[2].partition(split_word_end)[0].split(",")
-                    maxVals.append(stats[0])
-                    minVals.append(stats[1])
-                    avgVals.append(stats[2])
-                    funcCount += 1
-            if line != "\n":
-                prevLine = line
-
-        # Print log lengths
-        print("Functionalities - "+ str(funcCount))
-
-        # Print summary of log
-        print("\n\nFunctionality\t\t\t\t\t\tFrames Count\tmax(ms/batch)\t\tmin(ms/batch)\t\tavg(ms/batch)\n")
-        if len(functions) != 0:
-            maxCharLength = len(max(functions, key = len))
-            functions = [x + (' ' * (maxCharLength - len(x))) for x in functions]
-            for i, func in enumerate(functions):
-                print(func.replace('\n', '') + "\t\t\t\t\t" + str(frames[i + 3]) + "\t\t" + str(maxVals[i + 3]) + "\t" + str(minVals[i + 3]) + "\t" + str(avgVals[i + 3]))
-        else:
-            print("No variants under this category")
-
-        # Closing log file
-        f.close()
\ No newline at end of file
+    # Initialize data structures to store the parsed data
+    functionality = []
+    max_wall_times = []
+    min_wall_times = []
+    avg_wall_times = []
+
+    # Read the log file
+    with open(log_file_list[0], 'r') as file:
+        for line in file:
+            if line.startswith("Running"):
+                functionality.append(line.strip())
+            elif line.startswith("max,min,avg wall times"):
+                parts = line.strip().split("=")
+                wall_times = parts[1].strip().split(',')
+                max_wall_times.append(float(wall_times[0]))
+                min_wall_times.append(float(wall_times[1]))
+                avg_wall_times.append(float(wall_times[2]))
+
+    # Print the summary in a well-formatted table
+    print("\nFunctionality\tMax (ms/batch)\tMin (ms/batch)\tAvg (ms/batch)\n")
+
+    if len(functionality) > 0:
+        max_func_length = max(len(func) for func in functionality)
+
+        for i, func in enumerate(functionality):
+            print("{:<{width}}\t{:<15.6f}\t{:<15.6f}\t{:<15.6f}".format(
+                func.replace("Running ", ""), max_wall_times[i], min_wall_times[i], avg_wall_times[i], width=max_func_length))
+    else:
+        print("No functionality data found in the log file.")
\ No newline at end of file

From 4aad4d6bf86c0ebe8f4973a481fb114eacfd5489 Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Tue, 12 Sep 2023 03:09:39 -0400
Subject: [PATCH 12/63] Add Readme file for Audio test suite

---
 utilities/test_suite/HOST/README_AUDIO.md | 51 +++++++++++++++++++++++
 1 file changed, 51 insertions(+)
 create mode 100644 utilities/test_suite/HOST/README_AUDIO.md

diff --git a/utilities/test_suite/HOST/README_AUDIO.md b/utilities/test_suite/HOST/README_AUDIO.md
new file mode 100644
index 000000000..4b8a034bf
--- /dev/null
+++ b/utilities/test_suite/HOST/README_AUDIO.md
@@ -0,0 +1,51 @@
+# AMD ROCm Performance Primitives (RPP) Test Suite
+The AMD ROCm Performance Primitives (RPP) audio test suite can be used to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) audio augmentations.
+-   HOST backend - (On a CPU with HOST backend)
+
+## Command Line Arguments
+The test suite accepts the following command line arguments:
+-   input_path: The path to the input folder. Default is $cwd/../TEST_AUDIO_FILES/eight_samples_single_channel_src1
+-   case_start: The starting case number for the test range (0-0). Default is 0
+-   case_end: The ending case number for the test range (0-0). Default is 0
+-   test_type: The type of test to run (0 = Unit tests, 1 = Performance tests). Default is 0
+-   case_list: A list of specific case numbers to run. Must be used in conjunction with --test_type
+-   qa_mode: Outputs of audio augmentations from tests will be compared with golden outputs - (0 / 1). Default is 0
+-   num_runs: Specifies the number of runs for running the performance tests
+-   preserve_output: preserves the output or performance logs generated from the previous test suite run - (0 = remove output or performance logs / 1 = preserve output or performance logs). Default is 1
+-   batch_size: Specifies the batch size to use for running tests. Default is 1
+
+## Running the Tests for HOST Backend
+The test suite can be run with the following command:
+python runAudioTests.py --input_path <input_path> --case_start <case_start> --case_end <case_end> --test_type <test_type>
+
+## Modes of operation
+-   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 1 --batch_size 8
+```
+-   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time, save and view output
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 0
+```
+-   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 1
+```
+
+To run the unit tests / performance tests for specific case numbers. please case use case_list parameter. Example as below
+
+-   To run unittests for case numbers 0, 1, 2
+``` python
+python runTests.py --case_list 0 1 2 --test_type 0
+```
+-   To run performance tests for case numbers 0, 1, 1
+``` python
+python runTests.py --case_list 0 1 2 --test_type 1
+```
+
+## Features
+The suite includes:
+-   Unit tests that execute the desired functionality and variant once, report RPP execution wall time and save output
+-   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
+-   Unit and Performance tests are included for one input/output bitdepth F32.
+-   Support for output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant.

From abf15d86f897572c0d435c1fa449261da2da2fc2 Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Tue, 12 Sep 2023 05:52:20 -0400
Subject: [PATCH 13/63] changes based on review comments

---
 .gitignore                                      |  1 -
 README.md                                       |  2 +-
 utilities/test_suite/HOST/README_AUDIO.md       |  6 +++---
 utilities/test_suite/HOST/Tensor_host_audio.cpp |  6 +++---
 utilities/test_suite/HOST/runAudioTests.py      | 12 ++++++------
 5 files changed, 13 insertions(+), 14 deletions(-)

diff --git a/.gitignore b/.gitignore
index 5b2e1c270..597239816 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,7 +13,6 @@ OUTPUT_IMAGES*
 OUTPUT_PERFORMANCE*
 QA_RESULTS*
 OUTPUT_AUDIO*
-QA_AUDIO*
 
 # documentation artifacts
 _build/
diff --git a/README.md b/README.md
index 2b0a17c79..e482b33f9 100644
--- a/README.md
+++ b/README.md
@@ -149,7 +149,7 @@ python3 -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
   sudo apt-get install libsndfile1-dev
   ```
 
-## Build & Install RPP
+## Build & Install RPP 
 
 The ROCm Performance Primitives (RPP) library has support for three backends: HIP, OpenCL, and CPU:
 
diff --git a/utilities/test_suite/HOST/README_AUDIO.md b/utilities/test_suite/HOST/README_AUDIO.md
index 4b8a034bf..8ecbc9e48 100644
--- a/utilities/test_suite/HOST/README_AUDIO.md
+++ b/utilities/test_suite/HOST/README_AUDIO.md
@@ -23,7 +23,7 @@ python runAudioTests.py --input_path <input_path> --case_start <case_start> --ca
 ``` python
 python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 1 --batch_size 8
 ```
--   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time, save and view output
+-   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time.
 ``` python
 python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 0
 ```
@@ -38,14 +38,14 @@ To run the unit tests / performance tests for specific case numbers. please case
 ``` python
 python runTests.py --case_list 0 1 2 --test_type 0
 ```
--   To run performance tests for case numbers 0, 1, 1
+-   To run performance tests for case numbers 0, 1, 2
 ``` python
 python runTests.py --case_list 0 1 2 --test_type 1
 ```
 
 ## Features
 The suite includes:
--   Unit tests that execute the desired functionality and variant once, report RPP execution wall time and save output
+-   Unit tests that execute the desired functionality and variant once, report RPP execution wall time.
 -   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
 -   Unit and Performance tests are included for one input/output bitdepth F32.
 -   Support for output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant.
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index ced503e05..8319f9436 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -343,7 +343,7 @@ int main(int argc, char **argv)
                 {
                     readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
                     if (readcount != bufferLength)
-                        std::cerr<<"F32 Unable to read audio file completely"<<std::endl;
+                        cout << "F32 Unable to read audio file completely " << std::endl;
                 }
                 fileCnt++;
                 count++;
@@ -374,7 +374,7 @@ int main(int argc, char **argv)
                     else
                         missingFuncFlag = 1;
 
-                    if ((testType == 0 || qaFlag == 1) && batchSize == 8)
+                    if (qaFlag == 1 && batchSize == 8)
                         verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst, qaFlag);
 
                     break;
@@ -403,7 +403,7 @@ int main(int argc, char **argv)
 
             if (testType == 0)
             {
-                if ((qaFlag == 1 || testType == 0) && (batchSize == 8 && testCase !=0))
+                if (qaFlag == 1&& (batchSize == 8 && testCase !=0))
                     verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst, qaFlag);
 
                 cout <<"\n\n";
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index c55865a32..fc0df5a9b 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -85,7 +85,7 @@ def validate_path(input_path):
 # Get a list of log files based on a flag for preserving output
 def get_log_file_list(preserveOutput):
     return [
-        "../../OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
+        "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
     ]
 
 def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath):
@@ -190,19 +190,19 @@ def rpp_test_suite_parser_and_validator():
 
 if preserveOutput == 0:
     validate_and_remove_folders(cwd, "OUTPUT_AUDIO_HOST")
-    validate_and_remove_folders(cwd, "QA_AUDIO_RESULTS_HOST")
-    validate_and_remove_folders(cwd, "OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST")
+    validate_and_remove_folders(cwd, "QA_RESULTS_HOST")
+    validate_and_remove_folders(cwd, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
 
 if(testType == 0):
     if qaMode:
-        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_AUDIO_RESULTS_HOST_' + timestamp)
+        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_HOST_' + timestamp)
     else:
         outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_AUDIO_HOST_' + timestamp)
     numRuns = 1
 elif(testType == 1):
     if "--num_runs" not in sys.argv:
-        numRuns = 100#default numRuns for running performance tests
-    outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_AUDIO_PERFORMANCE_LOGS_HOST_' + timestamp)
+        numRuns = 100 #default numRuns for running performance tests
+    outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_' + timestamp)
 else:
     print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = Unittests / 1 = Performancetests)")
     exit()

From 71ef2f5063816f2d5daca1f40157396c58782829 Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Tue, 12 Sep 2023 06:10:54 -0400
Subject: [PATCH 14/63] minor change

---
 utilities/test_suite/HOST/runAudioTests.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index fc0df5a9b..b38e73481 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -185,7 +185,7 @@ def rpp_test_suite_parser_and_validator():
 qaMode = args.qa_mode
 preserveOutput = args.preserve_output
 batchSize = args.batch_size
-bitDepth = 2
+bitDepth = 2 # Current audio test suite only supports bit depth 2
 outFilePath = " "
 
 if preserveOutput == 0:

From adad92b60cf1d72d7bc83c80ea81dbfb769295fb Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Thu, 14 Sep 2023 03:48:23 -0400
Subject: [PATCH 15/63] Remove unittest folders and updated README.md

---
 .gitignore                                    |  1 -
 utilities/test_suite/HOST/README_AUDIO.md     | 51 -------------
 .../test_suite/HOST/Tensor_host_audio.cpp     |  2 +-
 utilities/test_suite/HOST/runAudioTests.py    | 19 ++---
 utilities/test_suite/README.md                | 73 +++++++++++++++++--
 5 files changed, 73 insertions(+), 73 deletions(-)
 delete mode 100644 utilities/test_suite/HOST/README_AUDIO.md

diff --git a/.gitignore b/.gitignore
index 597239816..ccbd4835d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,7 +12,6 @@ hip_build/
 OUTPUT_IMAGES*
 OUTPUT_PERFORMANCE*
 QA_RESULTS*
-OUTPUT_AUDIO*
 
 # documentation artifacts
 _build/
diff --git a/utilities/test_suite/HOST/README_AUDIO.md b/utilities/test_suite/HOST/README_AUDIO.md
deleted file mode 100644
index 8ecbc9e48..000000000
--- a/utilities/test_suite/HOST/README_AUDIO.md
+++ /dev/null
@@ -1,51 +0,0 @@
-# AMD ROCm Performance Primitives (RPP) Test Suite
-The AMD ROCm Performance Primitives (RPP) audio test suite can be used to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) audio augmentations.
--   HOST backend - (On a CPU with HOST backend)
-
-## Command Line Arguments
-The test suite accepts the following command line arguments:
--   input_path: The path to the input folder. Default is $cwd/../TEST_AUDIO_FILES/eight_samples_single_channel_src1
--   case_start: The starting case number for the test range (0-0). Default is 0
--   case_end: The ending case number for the test range (0-0). Default is 0
--   test_type: The type of test to run (0 = Unit tests, 1 = Performance tests). Default is 0
--   case_list: A list of specific case numbers to run. Must be used in conjunction with --test_type
--   qa_mode: Outputs of audio augmentations from tests will be compared with golden outputs - (0 / 1). Default is 0
--   num_runs: Specifies the number of runs for running the performance tests
--   preserve_output: preserves the output or performance logs generated from the previous test suite run - (0 = remove output or performance logs / 1 = preserve output or performance logs). Default is 1
--   batch_size: Specifies the batch size to use for running tests. Default is 1
-
-## Running the Tests for HOST Backend
-The test suite can be run with the following command:
-python runAudioTests.py --input_path <input_path> --case_start <case_start> --case_end <case_end> --test_type <test_type>
-
-## Modes of operation
--   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
-``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 1 --batch_size 8
-```
--   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time.
-``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 0
-```
--   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
-``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 1
-```
-
-To run the unit tests / performance tests for specific case numbers. please case use case_list parameter. Example as below
-
--   To run unittests for case numbers 0, 1, 2
-``` python
-python runTests.py --case_list 0 1 2 --test_type 0
-```
--   To run performance tests for case numbers 0, 1, 2
-``` python
-python runTests.py --case_list 0 1 2 --test_type 1
-```
-
-## Features
-The suite includes:
--   Unit tests that execute the desired functionality and variant once, report RPP execution wall time.
--   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
--   Unit and Performance tests are included for one input/output bitdepth F32.
--   Support for output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant.
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 8319f9436..9f5a97b8b 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -374,7 +374,7 @@ int main(int argc, char **argv)
                     else
                         missingFuncFlag = 1;
 
-                    if (qaFlag == 1 && batchSize == 8)
+                    if (testType == 0 && qaFlag == 1 && batchSize == 8)
                         verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst, qaFlag);
 
                     break;
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index b38e73481..b35bc4871 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -96,10 +96,6 @@ def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode,
     print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} {qaMode}")
     result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE)    # nosec
     print(result.stdout.decode())
-    file_path = os.path.join(outFilePath, "results.txt")
-    if not qaMode:
-        with open(file_path, 'a') as file:
-            file.write(result.stdout.decode())
 
     print("------------------------------------------------------------------------------------------")
 
@@ -189,30 +185,29 @@ def rpp_test_suite_parser_and_validator():
 outFilePath = " "
 
 if preserveOutput == 0:
-    validate_and_remove_folders(cwd, "OUTPUT_AUDIO_HOST")
-    validate_and_remove_folders(cwd, "QA_RESULTS_HOST")
+    validate_and_remove_folders(cwd, "QA_RESULTS_AUDIO_HOST")
     validate_and_remove_folders(cwd, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
 
 if(testType == 0):
     if qaMode:
-        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_HOST_' + timestamp)
-    else:
-        outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_AUDIO_HOST_' + timestamp)
+        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_AUDIO_HOST_' + timestamp)
     numRuns = 1
 elif(testType == 1):
     if "--num_runs" not in sys.argv:
-        numRuns = 100 #default numRuns for running performance tests
+        numRuns = 100#default numRuns for running performance tests
     outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_' + timestamp)
 else:
     print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = Unittests / 1 = Performancetests)")
     exit()
 
-os.mkdir(outFilePath)
+if((testType == 0 and qaMode) or testType == 1):
+    os.mkdir(outFilePath)
 loggingFolder = outFilePath
 dstPath = outFilePath
 
 # Validate DST_FOLDER
-validate_and_remove_files(dstPath)
+if not qaMode == 0 and testType == 0:
+    validate_and_remove_files(dstPath)
 
 # Enable extglob
 if os.path.exists("build"):
diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index 29cf029b9..f6f7fba2e 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -1,10 +1,15 @@
 # AMD ROCm Performance Primitives (RPP) Test Suite
-The AMD ROCm Performance Primitives (RPP) test suite can be used to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) vision library. It can be executed under 2 backend scenarios - (HOST/HIP):
+
+This repository contains two test suites for the AMD ROCm Performance Primitives (RPP) library: one for image processing and one for audio processing. These test suites can be used to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) vision and audio libraries.
+
+## Rpp Image Tests
+
+The image test suite can be executed under 2 backend scenarios - (HOST/HIP):
 -   HOST backend - (On a CPU with HOST backend)
 -   HIP backend - (On a GPU with HIP backend)
 
-## Command Line Arguments
-The test suite accepts the following command line arguments:
+## Command Line Arguments (Rpp Image Tests)
+The image test suite accepts the following command line arguments:
 -   input_path1: The path to the input folder 1. Default is $cwd/../TEST_IMAGES/three_images_mixed_src1
 -   input_path2: The path to the input folder 2. Default is $cwd/../TEST_IMAGES/three_images_mixed_src2
 -   case_start: The starting case number for the test range (0-38). Default is 0
@@ -18,15 +23,15 @@ The test suite accepts the following command line arguments:
 -   preserve_output: preserves the output images or performance logs generated from the previous test suite run - (0 = remove output images or performance logs / 1 = preserve output images or performance logs). Default is 1
 -   batch_size: Specifies the batch size to use for running tests. Default is 1
 
-## Running the Tests for HOST Backend
+## Running the Tests for HOST Backend (Rpp Image Tests)
 The test suite can be run with the following command:
 python runTests.py --input_path1 <input_path1> --input_path2 <input_path2> --case_start <case_start> --case_end <case_end> --test_type <test_type>
 
-## Running the Tests for HIP Backend
+## Running the Tests for HIP Backend (Rpp Image Tests)
 The test suite can be run with the following command:
 python runTests.py --input_path1 <input_path1> --input_path2 <input_path2> --case_start <case_start> --case_end <case_end> --test_type <test_type> --profiling <profiling>
 
-## Modes of operation
+## Modes of operation (Rpp Image Tests)
 -   QA mode - Tolerance based PASS/FAIL tests for RPP HIP/HOST functionalities checking pixelwise match between C/SSE/AVX/HIP versions after comparison to preset golden outputs. Please note that QA mode is only supported with a batch size of 3.
 Note: QA mode is not supported for case 84 due to run-to-run variation of outputs.
 ``` python
@@ -57,11 +62,63 @@ To run performance tests with AMD rocprof kernel profiler for HIP backend varian
 python runTests.py --test_type 1 --profiling YES
 ```
 
-## Features
-The suite includes:
+## Features (Rpp Image Tests)
+The image test suite includes:
 -   Unit tests that execute the desired functionality and variant once, report RPP execution wall time and save output images
 -   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time, or optionally, AMD rocprof kernel profiler max/min/avg time for HIP backend variants.
 -   Unit and Performance tests are included for three layouts - PLN1 (1 channel planar NCHW), PLN3 (3 channel planar NCHW) and PKD3 (3 channel packed/interrleaved NHWC).
 -   Unit and Performance tests are included for various input/output bitdepths including U8/F32/F16/I8.
 -   Support for pixelwise output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant. (Current support only for U8 variants)
 -   Support for TurboJPEG and OpenCV decoder for decoding input images
+
+## Rpp Audio tests
+The audio test suite can be executed to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) audio library.
+-   HOST backend - (On a CPU with HOST backend)
+
+## Command Line Arguments (Rpp Audio tests)
+The audio test suite accepts the following command line arguments:
+-   input_path: The path to the input folder. Default is $cwd/../TEST_AUDIO_FILES/eight_samples_single_channel_src1
+-   case_start: The starting case number for the test range (0-0). Default is 0
+-   case_end: The ending case number for the test range (0-0). Default is 0
+-   test_type: The type of test to run (0 = Unit tests, 1 = Performance tests). Default is 0
+-   case_list: A list of specific case numbers to run. Must be used in conjunction with --test_type
+-   qa_mode: Outputs of audio augmentations from tests will be compared with golden outputs - (0 / 1). Default is 0
+-   num_runs: Specifies the number of runs for running the performance tests
+-   preserve_output: preserves the output or performance logs generated from the previous test suite run - (0 = remove output or performance logs / 1 = preserve output or performance logs). Default is 1
+-   batch_size: Specifies the batch size to use for running tests. Default is 1
+
+## Running the Tests for HOST Backend (Rpp Audio tests)
+The test suite can be run with the following command:
+python runAudioTests.py --input_path <input_path> --case_start <case_start> --case_end <case_end> --test_type <test_type>
+
+## Modes of operation (Rpp Audio tests)
+-   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 1 --batch_size 8
+```
+-   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time.
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 0
+```
+-   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
+``` python
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 1
+```
+
+To run the unit tests / performance tests for specific case numbers. please case use case_list parameter. Example as below
+
+-   To run unittests for case numbers 0, 1, 2
+``` python
+python runTests.py --case_list 0 1 2 --test_type 0
+```
+-   To run performance tests for case numbers 0, 1, 2
+``` python
+python runTests.py --case_list 0 1 2 --test_type 1
+```
+
+## Features (Rpp Audio tests)
+The audio test suite includes:
+-   Unit tests that execute the desired functionality and variant once, report RPP execution wall time.
+-   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
+-   Unit and Performance tests are included for one input/output bitdepth F32.
+-   Support for output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant.
\ No newline at end of file

From 8e01e0e7f35b9dec058eca73c74df90b586543a9 Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Thu, 14 Sep 2023 05:48:52 -0400
Subject: [PATCH 16/63] Remove unit tests

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 44 ++++++++-----------
 utilities/test_suite/HOST/runAudioTests.py    | 36 ++++++---------
 utilities/test_suite/README.md                | 41 ++++++++---------
 3 files changed, 51 insertions(+), 70 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 9f5a97b8b..0f3b31fc0 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -25,7 +25,7 @@ using half_float::half;
 
 typedef half Rpp16f;
 
-void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst, int qaFlag)
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
 {
     fstream refFile;
     string refPath = get_current_dir_name();
@@ -78,19 +78,16 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
         cout << "FAILED! " << fileMatch << "/" << dstDescPtr->n << " outputs are matching with reference outputs" << std::endl;
         status += "FAILED";
     }
-    if (qaFlag)
+    std::string qaResultsPath = dst + "/QA_results.txt";
+    std:: ofstream qaResults(qaResultsPath, ios_base::app);
+    if (qaResults.is_open())
     {
-        std::string qaResultsPath = dst + "/QA_results.txt";
-        std:: ofstream qaResults(qaResultsPath, ios_base::app);
-        if (qaResults.is_open())
-        {
-            qaResults << status << std::endl;
-            qaResults.close();
-        }
+        qaResults << status << std::endl;
+        qaResults.close();
     }
 }
 
-void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst, int qaFlag)
+void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
 {
     fstream refFile;
     string refPath = get_current_dir_name();
@@ -134,15 +131,13 @@ void verify_non_silent_region_detection(float *detectedIndex, float *detectionLe
         cout << "FAILED! "<< fileMatch << "/" << bs << " outputs are matching with reference outputs" << std::endl;
         status += "FAILED";
     }
-    if (qaFlag)
+
+    std::string qaResultsPath = dst + "/QA_results.txt";
+    std:: ofstream qaResults(qaResultsPath, ios_base::app);
+    if (qaResults.is_open())
     {
-        std::string qaResultsPath = dst + "/QA_results.txt";
-        std:: ofstream qaResults(qaResultsPath, ios_base::app);
-        if (qaResults.is_open())
-        {
-            qaResults << status << std::endl;
-            qaResults.close();
-        }
+        qaResults << status << std::endl;
+        qaResults.close();
     }
 }
 
@@ -154,7 +149,7 @@ int main(int argc, char **argv)
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3> <test type 0/1> <numRuns> <batchSize> <qaFlag>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3> <test type 0/1> <numRuns> <batchSize>\n");
         return -1;
     }
 
@@ -164,8 +159,7 @@ int main(int argc, char **argv)
     int testType = atoi(argv[4]);
     int numRuns = atoi(argv[5]);
     int batchSize = atoi(argv[6]);
-    int qaFlag = atoi(argv[7]);
-    char *dst = argv[8];
+    char *dst = argv[7];
 
     // Set case names
     string funcName = audioAugmentationMap[testCase];
@@ -374,8 +368,8 @@ int main(int argc, char **argv)
                     else
                         missingFuncFlag = 1;
 
-                    if (testType == 0 && qaFlag == 1 && batchSize == 8)
-                        verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst, qaFlag);
+                    if (testType == 0 && batchSize == 8)
+                        verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
 
                     break;
                 }
@@ -403,8 +397,8 @@ int main(int argc, char **argv)
 
             if (testType == 0)
             {
-                if (qaFlag == 1&& (batchSize == 8 && testCase !=0))
-                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst, qaFlag);
+                if (batchSize == 8 && testCase !=0)
+                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
 
                 cout <<"\n\n";
                 cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index b35bc4871..7d1ec04da 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -88,25 +88,25 @@ def get_log_file_list(preserveOutput):
         "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
     ]
 
-def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath):
+def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath):
     print("\n\n\n\n")
     print("--------------------------------")
     print("Running a New Functionality...")
     print("--------------------------------")
-    print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} {qaMode}")
-    result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE)    # nosec
+    print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize}")
+    result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE)    # nosec
     print(result.stdout.decode())
 
     print("------------------------------------------------------------------------------------------")
 
-def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath):
+def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath):
     print("\n\n\n\n")
     print("--------------------------------")
     print("Running a New Functionality...")
     print("--------------------------------")
     with open("{}/Tensor_host_audio_raw_performance_log.txt".format(loggingFolder), "a") as log_file:
-        print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} {qaMode}")
-        process = subprocess.Popen(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), str(qaMode), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
+        print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} ")
+        process = subprocess.Popen(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
         while True:
             output = process.stdout.readline()
             if not output and process.poll() is not None:
@@ -126,7 +126,6 @@ def rpp_test_suite_parser_and_validator():
     parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
     parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )" )
     parser.add_argument('--batch_size', type = int, default = 1, help = "Specifies the batch size to use for running tests. Default is 1.")
-    parser.add_argument('--qa_mode', type = int, default = 0, help = "Run with qa_mode? Outputs from tests will be compared with golden outputs - (0 / 1)", required = False)
 
     args = parser.parse_args()
 
@@ -152,9 +151,6 @@ def rpp_test_suite_parser_and_validator():
     elif args.batch_size <= 0:
         print("Batch size must be greater than 0. Aborting!")
         exit(0)
-    elif args.qa_mode < 0 or args.qa_mode > 1:
-        print("QA mode must be in the 0 / 1. Aborting!")
-        exit(0)
     elif args.preserve_output < 0 or args.preserve_output > 1:
         print("Preserve Output must be in the 0/1 (0 = override / 1 = preserve). Aborting")
         exit(0)
@@ -178,7 +174,6 @@ def rpp_test_suite_parser_and_validator():
 testType = args.test_type
 caseList = args.case_list
 numRuns = args.num_runs
-qaMode = args.qa_mode
 preserveOutput = args.preserve_output
 batchSize = args.batch_size
 bitDepth = 2 # Current audio test suite only supports bit depth 2
@@ -189,8 +184,7 @@ def rpp_test_suite_parser_and_validator():
     validate_and_remove_folders(cwd, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
 
 if(testType == 0):
-    if qaMode:
-        outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_AUDIO_HOST_' + timestamp)
+    outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_AUDIO_HOST_' + timestamp)
     numRuns = 1
 elif(testType == 1):
     if "--num_runs" not in sys.argv:
@@ -200,14 +194,12 @@ def rpp_test_suite_parser_and_validator():
     print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = Unittests / 1 = Performancetests)")
     exit()
 
-if((testType == 0 and qaMode) or testType == 1):
-    os.mkdir(outFilePath)
+os.mkdir(outFilePath)
 loggingFolder = outFilePath
 dstPath = outFilePath
 
 # Validate DST_FOLDER
-if not qaMode == 0 and testType == 0:
-    validate_and_remove_files(dstPath)
+validate_and_remove_files(dstPath)
 
 # Enable extglob
 if os.path.exists("build"):
@@ -221,21 +213,21 @@ def rpp_test_suite_parser_and_validator():
 
 if testType == 0:
     for case in caseList:
-        if qaMode and batchSize != 8:
-            print("QA mode can only run with a batch size of 8.")
+        if batchSize != 8:
+            print("QA tests can only run with a batch size of 8.")
             exit(0)
         if int(case) != 0:
             print(f"Invalid case number {case}. Case number must be 0!")
             continue
 
-        run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
+        run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
 else:
     for case in caseList:
         if int(case) != 0:
             print(f"Invalid case number {case}. Case number must be 0 !")
             continue
 
-        run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, qaMode, outFilePath)
+        run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
 
 # print the results of qa tests
 supportedCaseList = ['0']
@@ -244,7 +236,7 @@ def rpp_test_suite_parser_and_validator():
     if num in supportedCaseList:
         supportedCases += 1
 caseInfo = "Tests are run for " + str(supportedCases) + " supported cases out of the " + str(len(caseList)) + " cases requested"
-if qaMode and testType == 0:
+if testType == 0:
     qaFilePath = os.path.join(outFilePath, "QA_results.txt")
     f = open(qaFilePath, 'r+')
     print("---------------------------------- Results of QA Test ----------------------------------\n")
diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index f6f7fba2e..c085c96ba 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -2,13 +2,13 @@
 
 This repository contains two test suites for the AMD ROCm Performance Primitives (RPP) library: one for image processing and one for audio processing. These test suites can be used to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) vision and audio libraries.
 
-## Rpp Image Tests
+## Rpp Image Test Suite
 
 The image test suite can be executed under 2 backend scenarios - (HOST/HIP):
 -   HOST backend - (On a CPU with HOST backend)
 -   HIP backend - (On a GPU with HIP backend)
 
-## Command Line Arguments (Rpp Image Tests)
+## Command Line Arguments (Rpp Image Test Suite)
 The image test suite accepts the following command line arguments:
 -   input_path1: The path to the input folder 1. Default is $cwd/../TEST_IMAGES/three_images_mixed_src1
 -   input_path2: The path to the input folder 2. Default is $cwd/../TEST_IMAGES/three_images_mixed_src2
@@ -23,15 +23,15 @@ The image test suite accepts the following command line arguments:
 -   preserve_output: preserves the output images or performance logs generated from the previous test suite run - (0 = remove output images or performance logs / 1 = preserve output images or performance logs). Default is 1
 -   batch_size: Specifies the batch size to use for running tests. Default is 1
 
-## Running the Tests for HOST Backend (Rpp Image Tests)
+## Running the Tests for HOST Backend (Rpp Image Test Suite)
 The test suite can be run with the following command:
 python runTests.py --input_path1 <input_path1> --input_path2 <input_path2> --case_start <case_start> --case_end <case_end> --test_type <test_type>
 
-## Running the Tests for HIP Backend (Rpp Image Tests)
+## Running the Tests for HIP Backend (Rpp Image Test Suite)
 The test suite can be run with the following command:
 python runTests.py --input_path1 <input_path1> --input_path2 <input_path2> --case_start <case_start> --case_end <case_end> --test_type <test_type> --profiling <profiling>
 
-## Modes of operation (Rpp Image Tests)
+## Modes of operation (Rpp Image Test Suite)
 -   QA mode - Tolerance based PASS/FAIL tests for RPP HIP/HOST functionalities checking pixelwise match between C/SSE/AVX/HIP versions after comparison to preset golden outputs. Please note that QA mode is only supported with a batch size of 3.
 Note: QA mode is not supported for case 84 due to run-to-run variation of outputs.
 ``` python
@@ -62,7 +62,7 @@ To run performance tests with AMD rocprof kernel profiler for HIP backend varian
 python runTests.py --test_type 1 --profiling YES
 ```
 
-## Features (Rpp Image Tests)
+## Features (Rpp Image Test Suite)
 The image test suite includes:
 -   Unit tests that execute the desired functionality and variant once, report RPP execution wall time and save output images
 -   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time, or optionally, AMD rocprof kernel profiler max/min/avg time for HIP backend variants.
@@ -71,54 +71,49 @@ The image test suite includes:
 -   Support for pixelwise output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant. (Current support only for U8 variants)
 -   Support for TurboJPEG and OpenCV decoder for decoding input images
 
-## Rpp Audio tests
+## Rpp Audio Test Suite
 The audio test suite can be executed to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) audio library.
 -   HOST backend - (On a CPU with HOST backend)
 
-## Command Line Arguments (Rpp Audio tests)
+## Command Line Arguments (Rpp Audio Test Suite)
 The audio test suite accepts the following command line arguments:
 -   input_path: The path to the input folder. Default is $cwd/../TEST_AUDIO_FILES/eight_samples_single_channel_src1
 -   case_start: The starting case number for the test range (0-0). Default is 0
 -   case_end: The ending case number for the test range (0-0). Default is 0
--   test_type: The type of test to run (0 = Unit tests, 1 = Performance tests). Default is 0
+-   test_type: The type of test to run (0 = QA tests, 1 = Performance tests). Default is 0
 -   case_list: A list of specific case numbers to run. Must be used in conjunction with --test_type
--   qa_mode: Outputs of audio augmentations from tests will be compared with golden outputs - (0 / 1). Default is 0
 -   num_runs: Specifies the number of runs for running the performance tests
 -   preserve_output: preserves the output or performance logs generated from the previous test suite run - (0 = remove output or performance logs / 1 = preserve output or performance logs). Default is 1
 -   batch_size: Specifies the batch size to use for running tests. Default is 1
 
-## Running the Tests for HOST Backend (Rpp Audio tests)
+## Running the Tests for HOST Backend (Rpp Audio Test Suite)
 The test suite can be run with the following command:
 python runAudioTests.py --input_path <input_path> --case_start <case_start> --case_end <case_end> --test_type <test_type>
 
-## Modes of operation (Rpp Audio tests)
+## Modes of operation (Rpp Audio Test Suite)
 -   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
 ``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 1 --batch_size 8
-```
--   Unit test mode - Unit tests allowing users to pass a path to a folder containing audio files, to execute the desired functionality and variant once, report RPP execution wall time.
-``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --qa_mode 0
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --test_type 0 --batch_size 8
 ```
+
 -   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
 ``` python
 python runAudioTests.py --case_start 0 --case_end 0 --test_type 1
 ```
 
-To run the unit tests / performance tests for specific case numbers. please case use case_list parameter. Example as below
+To run the QA tests / performance tests for specific case numbers. please case use case_list parameter. Example as below
 
--   To run unittests for case numbers 0, 1, 2
+-   To run QA tests for case numbers 0, 1, 2
 ``` python
-python runTests.py --case_list 0 1 2 --test_type 0
+python runTests.py --case_list 0 1 2 --test_type 0 --batch_size 8
 ```
 -   To run performance tests for case numbers 0, 1, 2
 ``` python
 python runTests.py --case_list 0 1 2 --test_type 1
 ```
 
-## Features (Rpp Audio tests)
+## Features (Rpp Audio Test Suite)
 The audio test suite includes:
--   Unit tests that execute the desired functionality and variant once, report RPP execution wall time.
 -   Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
--   Unit and Performance tests are included for one input/output bitdepth F32.
+-   QA and Performance tests are included for one input/output bitdepth F32.
 -   Support for output referencing against golden outputs, and functionality validation checking, by tolerance-based pass/fail criterions for each variant.
\ No newline at end of file

From 69fba3e36a407ab6c15af6ef76e2248eb72c423c Mon Sep 17 00:00:00 2001
From: HazarathKumarM <hazarathkumar@multicorewareinc.com>
Date: Thu, 14 Sep 2023 05:51:13 -0400
Subject: [PATCH 17/63] minor change

---
 utilities/test_suite/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index c085c96ba..49e182857 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -93,7 +93,7 @@ python runAudioTests.py --input_path <input_path> --case_start <case_start> --ca
 ## Modes of operation (Rpp Audio Test Suite)
 -   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
 ``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --test_type 0 --batch_size 8
+python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --batch_size 8
 ```
 
 -   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.

From a7b1b22fdc8caa11082199a48991f25d0d19bb67 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 20 Sep 2023 06:57:40 +0000
Subject: [PATCH 18/63] code cleanup

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 99 +++++++++----------
 utilities/test_suite/HOST/runAudioTests.py    | 26 ++---
 2 files changed, 60 insertions(+), 65 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 0f3b31fc0..1fde076cf 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -1,19 +1,30 @@
-#include <stdio.h>
-#include <dirent.h>
-#include <string.h>
-#include <iostream>
-#include "rpp.h"
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
 #include "../rpp_test_suite_common.h"
-#include <sys/types.h>
-#include <sys/stat.h>
-#include <unistd.h>
-#include <time.h>
-#include <omp.h>
 #include <half/half.hpp>
 #include <fstream>
 #include <iomanip>
 #include <vector>
-#include <boost/filesystem.hpp>
 
 namespace fs = boost::filesystem;
 
@@ -144,12 +155,11 @@ void verify_non_silent_region_detection(float *detectedIndex, float *detectionLe
 int main(int argc, char **argv)
 {
     // Handle inputs
-    const int MIN_ARG_COUNT = 3;
-
+    const int MIN_ARG_COUNT = 6;
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <dst folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:3> <test type 0/1> <numRuns> <batchSize>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
         return -1;
     }
 
@@ -204,12 +214,9 @@ int main(int argc, char **argv)
     cout << "\nRunning " << func;
 
     // Get number of audio files
-    vector<string> audioNames;
-    vector<string> audioFilePath;
-
+    vector<string> audioNames, audioFilePath;
     search_files_recursive(src, audioNames, audioFilePath, ".wav");
     noOfAudioFiles = audioNames.size();
-
     if (noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
     {
         replicate_last_file_to_fill_batch(audioFilePath[noOfAudioFiles - 1], audioFilePath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
@@ -225,14 +232,13 @@ int main(int argc, char **argv)
     // Set Height as 1 for src, dst
     maxSrcHeight = 1;
     maxDstHeight = 1;
-
     for (int cnt = 0; cnt < noOfAudioFiles ; cnt++)
     {
         SNDFILE	*infile;
         SF_INFO sfinfo;
         int	readcount;
 
-        //The SF_INFO struct must be initialized before using it
+        // The SF_INFO struct must be initialized before using it
         memset (&sfinfo, 0, sizeof (sfinfo));
         if (!(infile = sf_open (audioFilePath[cnt].c_str(), SFM_READ, &sfinfo)))
         {
@@ -240,48 +246,39 @@ int main(int argc, char **argv)
             continue;
         }
 
-        srcLengthTensor[count] = sfinfo.frames;
-        channelsTensor[count] = sfinfo.channels;
-
-        srcDims[count].width = sfinfo.frames;
-        dstDims[count].width = sfinfo.frames;
-        srcDims[count].height = 1;
-        dstDims[count].height = 1;
-
-        maxSrcWidth = std::max(maxSrcWidth, srcLengthTensor[count]);
-        maxDstWidth = std::max(maxDstWidth, srcLengthTensor[count]);
-        maxChannels = std::max(maxChannels, channelsTensor[count]);
+        srcLengthTensor[cnt] = sfinfo.frames;
+        channelsTensor[cnt] = sfinfo.channels;
+        srcDims[cnt].width = sfinfo.frames;
+        dstDims[cnt].width = sfinfo.frames;
+        srcDims[cnt].height = 1;
+        dstDims[cnt].height = 1;
 
         // Close input
         sf_close (infile);
-        count++;
-
     }
-
+    maxSrcWidth = *std::max_element(srcLengthTensor, srcLengthTensor + noOfAudioFiles);
+    maxChannels = *std::max_element(channelsTensor, channelsTensor + noOfAudioFiles);
+    maxDstWidth = maxSrcWidth;
 
     // Set numDims, offset, n/c/h/w values for src/dst
     srcDescPtr->numDims = 4;
-    dstDescPtr->numDims = 4;
-
     srcDescPtr->offsetInBytes = 0;
-    dstDescPtr->offsetInBytes = 0;
-
     srcDescPtr->n = batchSize;
-    dstDescPtr->n = batchSize;
-
     srcDescPtr->h = maxSrcHeight;
-    dstDescPtr->h = maxDstHeight;
-
     srcDescPtr->w = maxSrcWidth;
-    dstDescPtr->w = maxDstWidth;
-
     srcDescPtr->c = maxChannels;
+
+    dstDescPtr->numDims = 4;
+    dstDescPtr->offsetInBytes = 0;
+    dstDescPtr->n = batchSize;
+    dstDescPtr->h = maxDstHeight;
+    dstDescPtr->w = maxDstWidth;
     if (testCase == 3)
         dstDescPtr->c = 1;
     else
         dstDescPtr->c = maxChannels;
 
-    // Optionally set w stride as a multiple of 8 for src
+    // Optionally set w stride as a multiple of 8 for src/dst
     srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
     dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
 
@@ -362,13 +359,11 @@ int main(int argc, char **argv)
                     startWallTime = omp_get_wtime();
                     startCpuTime= clock();
                     if (inputBitDepth == 2)
-                    {
                         rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
-                    }
                     else
                         missingFuncFlag = 1;
 
-                    if (testType == 0 && batchSize == 8)
+                    if (testType == 0)
                         verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
 
                     break;
@@ -379,6 +374,7 @@ int main(int argc, char **argv)
                     break;
                 }
             }
+
             endCpuTime = clock();
             endWallTime = omp_get_wtime();
             cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
@@ -388,7 +384,6 @@ int main(int argc, char **argv)
                 printf("\nThe functionality %s doesn't yet exist in RPP\n", func.c_str());
                 return -1;
             }
-
             maxWallTime = std::max(maxWallTime, wallTime);
             minWallTime = std::min(minWallTime, wallTime);
             avgWallTime += wallTime;
@@ -397,7 +392,7 @@ int main(int argc, char **argv)
 
             if (testType == 0)
             {
-                if (batchSize == 8 && testCase !=0)
+                if (batchSize == 8 && testCase != 0)
                     verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
 
                 cout <<"\n\n";
@@ -415,9 +410,10 @@ int main(int argc, char **argv)
                 }
             }
         }
+
+        // Reset fileIndex to 0 for next run
         fileCnt = 0;
     }
-
     rppDestroyHost(handle);
 
     if (testType == 1)
@@ -439,6 +435,5 @@ int main(int argc, char **argv)
     free(dstDims);
     free(inputf32);
     free(outputf32);
-
     return 0;
 }
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 7d1ec04da..95071df88 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -35,11 +35,11 @@
 def validate_and_remove_files(path):
     if not path:  # check if a string is empty
         print("Folder path is empty.")
-        exit()
+        exit(0)
 
     elif path == "/*":  # check if the root directory is passed to the function
         print("Root folder cannot be deleted.")
-        exit()
+        exit(0)
 
     elif os.path.exists(path):  # check if the folder exists
         # Get a list of files and directories within the specified path
@@ -56,13 +56,13 @@ def validate_and_remove_files(path):
 
     else:
         print("Path is invalid or does not exist.")
-        exit()
+        exit(0)
 
 # Check if the folder is the root folder or exists, and remove the specified subfolders
 def validate_and_remove_folders(path, folder):
     if path == "/*":  # check if the root directory is passed to the function
         print("Root folder cannot be deleted.")
-        exit()
+        exit(0)
     if path and os.path.isdir(path + "/.."):  # checks if directory string is not empty and it exists
         output_folders = [folder_name for folder_name in os.listdir(path + "/..") if folder_name.startswith(folder)]
 
@@ -121,12 +121,11 @@ def rpp_test_suite_parser_and_validator():
     parser.add_argument("--input_path", type = str, default = inFilePath, help = "Path to the input folder")
     parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:0)")
     parser.add_argument("--case_end", type = int, default = 0, help = "Testing range ending case # - (0:0)")
-    parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = Unit tests / 1 = Performance tests)")
-    parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to list", required = False)
+    parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = QA tests / 1 = Performance tests)")
+    parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to test", required = False)
     parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
     parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )" )
     parser.add_argument('--batch_size', type = int, default = 1, help = "Specifies the batch size to use for running tests. Default is 1.")
-
     args = parser.parse_args()
 
     # check if the folder exists
@@ -154,7 +153,9 @@ def rpp_test_suite_parser_and_validator():
     elif args.preserve_output < 0 or args.preserve_output > 1:
         print("Preserve Output must be in the 0/1 (0 = override / 1 = preserve). Aborting")
         exit(0)
-
+    elif args.test_type == 0 and args.input_path != inFilePath:
+        print("Invalid input path! QA mode can run only with path:", inFilePath)
+        exit(0)
 
     if args.case_list is None:
         args.case_list = range(args.case_start, args.case_end + 1)
@@ -164,7 +165,6 @@ def rpp_test_suite_parser_and_validator():
             if int(case) != 0:
                  print("The case# must be 0!")
                  exit(0)
-
     return args
 
 args = rpp_test_suite_parser_and_validator()
@@ -188,11 +188,11 @@ def rpp_test_suite_parser_and_validator():
     numRuns = 1
 elif(testType == 1):
     if "--num_runs" not in sys.argv:
-        numRuns = 100#default numRuns for running performance tests
+        numRuns = 100   #default numRuns for running performance tests
     outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_' + timestamp)
 else:
-    print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = Unittests / 1 = Performancetests)")
-    exit()
+    print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = QA tests / 1 = Performance tests)")
+    exit(0)
 
 os.mkdir(outFilePath)
 loggingFolder = outFilePath
@@ -224,7 +224,7 @@ def rpp_test_suite_parser_and_validator():
 else:
     for case in caseList:
         if int(case) != 0:
-            print(f"Invalid case number {case}. Case number must be 0 !")
+            print(f"Invalid case number {case}. Case number must be 0!")
             continue
 
         run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)

From 441bfac6e10ebb7ceb641e48ead369383de8f74e Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 20 Sep 2023 07:20:37 +0000
Subject: [PATCH 19/63] added common header file for audio helper functions

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 132 +--------------
 utilities/test_suite/rpp_test_suite_audio.h   | 151 ++++++++++++++++++
 2 files changed, 152 insertions(+), 131 deletions(-)
 create mode 100644 utilities/test_suite/rpp_test_suite_audio.h

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 1fde076cf..cf9653883 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -20,137 +20,7 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 THE SOFTWARE.
 */
 
-#include "../rpp_test_suite_common.h"
-#include <half/half.hpp>
-#include <fstream>
-#include <iomanip>
-#include <vector>
-
-namespace fs = boost::filesystem;
-
-// Include this header file to use functions from libsndfile
-#include <sndfile.h>
-
-using namespace std;
-using half_float::half;
-
-typedef half Rpp16f;
-
-void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
-{
-    fstream refFile;
-    string refPath = get_current_dir_name();
-    string pattern = "HOST/build";
-    remove_substring(refPath, pattern);
-    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
-    int fileMatch = 0;
-    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
-    {
-        string currentFileName = audioNames[batchCount];
-        size_t lastIndex = currentFileName.find_last_of(".");
-        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
-        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
-        refFile.open(outFile, ios::in);
-        if (!refFile.is_open())
-        {
-            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
-            break;
-        }
-        int matchedIndices = 0;
-        Rpp32f refVal, outVal;
-        Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
-        Rpp32f *dstPtrRow = dstPtrCurrent;
-        for (int i = 0; i < dstDims[batchCount].height; i++)
-        {
-            Rpp32f *dstPtrTemp = dstPtrRow;
-            for (int j = 0; j < dstDims[batchCount].width; j++)
-            {
-                refFile >> refVal;
-                outVal = dstPtrTemp[j];
-                bool invalidComparision = ((outVal == 0.0f) && (refVal != 0.0f));
-                if (!invalidComparision && abs(outVal - refVal) < 1e-20)
-                    matchedIndices += 1;
-            }
-            dstPtrRow += dstDescPtr->strides.hStride;
-        }
-        refFile.close();
-        if (matchedIndices == (dstDims[batchCount].width * dstDims[batchCount].height) && matchedIndices !=0)
-            fileMatch++;
-    }
-    std::string status = testCase + ": ";
-    cout << std::endl << "Results for Test case: " << testCase << std::endl;
-    if (fileMatch == dstDescPtr->n)
-    {
-        cout << "PASSED!" << std::endl;
-        status += "PASSED";
-    }
-    else
-    {
-        cout << "FAILED! " << fileMatch << "/" << dstDescPtr->n << " outputs are matching with reference outputs" << std::endl;
-        status += "FAILED";
-    }
-    std::string qaResultsPath = dst + "/QA_results.txt";
-    std:: ofstream qaResults(qaResultsPath, ios_base::app);
-    if (qaResults.is_open())
-    {
-        qaResults << status << std::endl;
-        qaResults.close();
-    }
-}
-
-void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
-{
-    fstream refFile;
-    string refPath = get_current_dir_name();
-    string pattern = "HOST/build";
-    remove_substring(refPath, pattern);
-    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
-    int fileMatch = 0;
-    for (int i = 0; i < bs; i++)
-    {
-        string currentFileName = audioNames[i];
-        size_t lastIndex = currentFileName.find_last_of(".");
-        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
-        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
-        refFile.open(outFile, ios::in);
-        if (!refFile.is_open())
-        {
-            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
-            break;
-        }
-
-        Rpp32s refIndex, refLength;
-        Rpp32s outIndex, outLength;
-        refFile >> refIndex;
-        refFile >> refLength;
-        outIndex = detectedIndex[i];
-        outLength = detectionLength[i];
-
-        if ((outIndex == refIndex) && (outLength == refLength))
-            fileMatch += 1;
-        refFile.close();
-    }
-    std::string status = testCase + ": ";
-    cout << std::endl << "Results for Test case: " << testCase << std::endl;
-    if (fileMatch == bs)
-    {
-        cout << "PASSED!" << std::endl;
-        status += "PASSED";
-    }
-    else
-    {
-        cout << "FAILED! "<< fileMatch << "/" << bs << " outputs are matching with reference outputs" << std::endl;
-        status += "FAILED";
-    }
-
-    std::string qaResultsPath = dst + "/QA_results.txt";
-    std:: ofstream qaResults(qaResultsPath, ios_base::app);
-    if (qaResults.is_open())
-    {
-        qaResults << status << std::endl;
-        qaResults.close();
-    }
-}
+#include "../rpp_test_suite_audio.h"
 
 int main(int argc, char **argv)
 {
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
new file mode 100644
index 000000000..20be30c75
--- /dev/null
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -0,0 +1,151 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include "rpp_test_suite_common.h"
+#include <fstream>
+#include <iomanip>
+#include <vector>
+#include <half/half.hpp>
+
+namespace fs = boost::filesystem;
+using half_float::half;
+using namespace std;
+typedef half Rpp16f;
+
+// Include this header file to use functions from libsndfile
+#include <sndfile.h>
+
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
+{
+    fstream refFile;
+    string refPath = get_current_dir_name();
+    string pattern = "HOST/build";
+    remove_substring(refPath, pattern);
+    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
+    int fileMatch = 0;
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
+    {
+        string currentFileName = audioNames[batchCount];
+        size_t lastIndex = currentFileName.find_last_of(".");
+        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
+        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
+        refFile.open(outFile, ios::in);
+        if (!refFile.is_open())
+        {
+            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
+            break;
+        }
+        int matchedIndices = 0;
+        Rpp32f refVal, outVal;
+        Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        Rpp32f *dstPtrRow = dstPtrCurrent;
+        for (int i = 0; i < dstDims[batchCount].height; i++)
+        {
+            Rpp32f *dstPtrTemp = dstPtrRow;
+            for (int j = 0; j < dstDims[batchCount].width; j++)
+            {
+                refFile >> refVal;
+                outVal = dstPtrTemp[j];
+                bool invalidComparision = ((outVal == 0.0f) && (refVal != 0.0f));
+                if (!invalidComparision && abs(outVal - refVal) < 1e-20)
+                    matchedIndices += 1;
+            }
+            dstPtrRow += dstDescPtr->strides.hStride;
+        }
+        refFile.close();
+        if (matchedIndices == (dstDims[batchCount].width * dstDims[batchCount].height) && matchedIndices !=0)
+            fileMatch++;
+    }
+    std::string status = testCase + ": ";
+    cout << std::endl << "Results for Test case: " << testCase << std::endl;
+    if (fileMatch == dstDescPtr->n)
+    {
+        cout << "PASSED!" << std::endl;
+        status += "PASSED";
+    }
+    else
+    {
+        cout << "FAILED! " << fileMatch << "/" << dstDescPtr->n << " outputs are matching with reference outputs" << std::endl;
+        status += "FAILED";
+    }
+    std::string qaResultsPath = dst + "/QA_results.txt";
+    std:: ofstream qaResults(qaResultsPath, ios_base::app);
+    if (qaResults.is_open())
+    {
+        qaResults << status << std::endl;
+        qaResults.close();
+    }
+}
+
+void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
+{
+    fstream refFile;
+    string refPath = get_current_dir_name();
+    string pattern = "HOST/build";
+    remove_substring(refPath, pattern);
+    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
+    int fileMatch = 0;
+    for (int i = 0; i < bs; i++)
+    {
+        string currentFileName = audioNames[i];
+        size_t lastIndex = currentFileName.find_last_of(".");
+        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
+        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
+        refFile.open(outFile, ios::in);
+        if (!refFile.is_open())
+        {
+            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
+            break;
+        }
+
+        Rpp32s refIndex, refLength;
+        Rpp32s outIndex, outLength;
+        refFile >> refIndex;
+        refFile >> refLength;
+        outIndex = detectedIndex[i];
+        outLength = detectionLength[i];
+
+        if ((outIndex == refIndex) && (outLength == refLength))
+            fileMatch += 1;
+        refFile.close();
+    }
+    std::string status = testCase + ": ";
+    cout << std::endl << "Results for Test case: " << testCase << std::endl;
+    if (fileMatch == bs)
+    {
+        cout << "PASSED!" << std::endl;
+        status += "PASSED";
+    }
+    else
+    {
+        cout << "FAILED! "<< fileMatch << "/" << bs << " outputs are matching with reference outputs" << std::endl;
+        status += "FAILED";
+    }
+
+    std::string qaResultsPath = dst + "/QA_results.txt";
+    std:: ofstream qaResults(qaResultsPath, ios_base::app);
+    if (qaResults.is_open())
+    {
+        qaResults << status << std::endl;
+        qaResults.close();
+    }
+}
\ No newline at end of file

From e7169fe15dee3d3790d9f366f4e5ee46b03fa8e4 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 20 Sep 2023 08:53:13 +0000
Subject: [PATCH 20/63] removed unncessary audio wav files

fixed bug in ROI updation for audio test suite

resolved issue in summary generation for performance tests in python
---
 .../test_suite/HOST/Tensor_host_audio.cpp     |  32 +++++-----
 utilities/test_suite/HOST/runAudioTests.py    |  58 ++++++++++++------
 .../sample1.wav                               | Bin 1073120 -> 0 bytes
 .../sample2.wav                               | Bin 1211982 -> 0 bytes
 .../sample3.wav                               | Bin 4381962 -> 0 bytes
 5 files changed, 53 insertions(+), 37 deletions(-)
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample2.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample3.wav

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index cf9653883..08b398b96 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -70,7 +70,6 @@ int main(int argc, char **argv)
     int maxChannels = 0;
     int maxSrcWidth = 0, maxSrcHeight = 0;
     int maxDstWidth = 0, maxDstHeight = 0;
-    unsigned long long count = 0;
     unsigned long long iBufferSize = 0;
     unsigned long long oBufferSize = 0;
     static int noOfAudioFiles = 0;
@@ -79,9 +78,7 @@ int main(int argc, char **argv)
     char src1[1000];
     strcpy(src1, src);
     strcat(src1, "/");
-
     string func = funcName;
-    cout << "\nRunning " << func;
 
     // Get number of audio files
     vector<string> audioNames, audioFilePath;
@@ -94,12 +91,12 @@ int main(int argc, char **argv)
     }
 
     // Initialize the AudioPatch for source
-    Rpp32s *srcLengthTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
-    Rpp32s *channelsTensor = (Rpp32s *) calloc(noOfAudioFiles, sizeof(Rpp32s));
-    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
-    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(noOfAudioFiles, sizeof(RpptImagePatch));
+    Rpp32s *srcLengthTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
+    Rpp32s *channelsTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
+    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
+    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
 
-    // Set Height as 1 for src, dst
+    // Find max audio dimensions in the input dataset
     maxSrcHeight = 1;
     maxDstHeight = 1;
     for (int cnt = 0; cnt < noOfAudioFiles ; cnt++)
@@ -116,18 +113,12 @@ int main(int argc, char **argv)
             continue;
         }
 
-        srcLengthTensor[cnt] = sfinfo.frames;
-        channelsTensor[cnt] = sfinfo.channels;
-        srcDims[cnt].width = sfinfo.frames;
-        dstDims[cnt].width = sfinfo.frames;
-        srcDims[cnt].height = 1;
-        dstDims[cnt].height = 1;
+        maxSrcWidth = std::max(maxSrcWidth, static_cast<int>(sfinfo.frames));
+        maxChannels = std::max(maxChannels, static_cast<int>(sfinfo.channels));
 
         // Close input
         sf_close (infile);
     }
-    maxSrcWidth = *std::max_element(srcLengthTensor, srcLengthTensor + noOfAudioFiles);
-    maxChannels = *std::max_element(channelsTensor, channelsTensor + noOfAudioFiles);
     maxDstWidth = maxSrcWidth;
 
     // Set numDims, offset, n/c/h/w values for src/dst
@@ -178,6 +169,7 @@ int main(int argc, char **argv)
     double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
     double cpuTime, wallTime;
     string testCaseName;
+    printf("\nRunning %s %d times (each time with a batch size of %d images) and computing mean statistics...", func.c_str(), numRuns, batchSize);
     for (int perfRunCount = 0; perfRunCount < numRuns; perfRunCount++)
     {
         for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
@@ -199,6 +191,13 @@ int main(int argc, char **argv)
                     continue;
                 }
 
+                srcLengthTensor[cnt] = sfinfo.frames;
+                channelsTensor[cnt] = sfinfo.channels;
+                srcDims[cnt].width = sfinfo.frames;
+                dstDims[cnt].width = sfinfo.frames;
+                srcDims[cnt].height = 1;
+                dstDims[cnt].height = 1;
+
                 int bufferLength = sfinfo.frames * sfinfo.channels;
                 if (inputBitDepth == 2)
                 {
@@ -207,7 +206,6 @@ int main(int argc, char **argv)
                         cout << "F32 Unable to read audio file completely " << std::endl;
                 }
                 fileCnt++;
-                count++;
 
                 // Close input
                 sf_close (infile);
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 95071df88..a0c321304 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -83,7 +83,7 @@ def validate_path(input_path):
         raise ValueError("path " + input_path + " is not a directory.")
 
 # Get a list of log files based on a flag for preserving output
-def get_log_file_list(preserveOutput):
+def get_log_file_list():
     return [
         "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
     ]
@@ -248,34 +248,52 @@ def rpp_test_suite_parser_and_validator():
 
 # Performance tests
 if (testType == 1):
-    log_file_list = get_log_file_list(preserveOutput)
+    log_file_list = get_log_file_list()
+
+    try:
+        f = open(log_file_list[0], "r")
+        print("\n\n\nOpened log file -> "+ log_file_list[0])
+    except IOError:
+        print("Skipping file -> "+ log_file_list[0])
+        exit(0)
 
     # Initialize data structures to store the parsed data
-    functionality = []
+    functions = []
     max_wall_times = []
     min_wall_times = []
     avg_wall_times = []
+    prev_line = ""
+    funcCount = 0
 
-    # Read the log file
-    with open(log_file_list[0], 'r') as file:
-        for line in file:
-            if line.startswith("Running"):
-                functionality.append(line.strip())
-            elif line.startswith("max,min,avg wall times"):
-                parts = line.strip().split("=")
-                wall_times = parts[1].strip().split(',')
-                max_wall_times.append(float(wall_times[0]))
-                min_wall_times.append(float(wall_times[1]))
-                avg_wall_times.append(float(wall_times[2]))
+    for line in f:
+            if "max,min,avg wall times in ms/batch" in line:
+                split_word_start = "Running "
+                split_word_end = " " + str(numRuns)
+                prev_line = prev_line.partition(split_word_start)[2].partition(split_word_end)[0]
+                if prev_line not in functions:
+                    functions.append(prev_line)
+                    split_word_start = "max,min,avg wall times in ms/batch = "
+                    split_word_end = "\n"
+                    stats = line.partition(split_word_start)[2].partition(split_word_end)[0].split(",")
+                    max_wall_times.append(float(stats[0]))
+                    min_wall_times.append(float(stats[1]))
+                    avg_wall_times.append(float(stats[2]))
+                    funcCount += 1
+
+            if line != "\n":
+                prev_line = line
+
+    # Print log lengths
+    print("Functionalities - "+ str(funcCount))
 
     # Print the summary in a well-formatted table
-    print("\nFunctionality\tMax (ms/batch)\tMin (ms/batch)\tAvg (ms/batch)\n")
+    print("\n\nFunctionality\t\t\t\t\t\tnumRuns\t\tmax(ms/batch)\t\tmin(ms/batch)\t\tavg(ms/batch)\n")
 
-    if len(functionality) > 0:
-        max_func_length = max(len(func) for func in functionality)
+    if len(functions) > 0:
+        max_func_length = max(len(func) for func in functions)
 
-        for i, func in enumerate(functionality):
-            print("{:<{width}}\t{:<15.6f}\t{:<15.6f}\t{:<15.6f}".format(
-                func.replace("Running ", ""), max_wall_times[i], min_wall_times[i], avg_wall_times[i], width=max_func_length))
+        for i, func in enumerate(functions):
+            print("{func}\t\t\t\t{numRuns}\t{:<15.6f}\t{:<15.6f}\t{:<15.6f}".format(
+                max_wall_times[i], min_wall_times[i], avg_wall_times[i], func=func, numRuns=numRuns))
     else:
         print("No functionality data found in the log file.")
\ No newline at end of file
diff --git a/utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav b/utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav
deleted file mode 100644
index 29658d4e033b5b3004b05622f76849488dbed0b8..0000000000000000000000000000000000000000
GIT binary patch
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From 11b47091f7005171015b105c05cdd009360077d4 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 20 Sep 2023 08:56:03 +0000
Subject: [PATCH 21/63] removed log file

---
 utilities/test_suite/HOST/test_log.txt | 56 --------------------------
 1 file changed, 56 deletions(-)
 delete mode 100644 utilities/test_suite/HOST/test_log.txt

diff --git a/utilities/test_suite/HOST/test_log.txt b/utilities/test_suite/HOST/test_log.txt
deleted file mode 100644
index f9354c5f3..000000000
--- a/utilities/test_suite/HOST/test_log.txt
+++ /dev/null
@@ -1,56 +0,0 @@
--- The C compiler identification is GNU 11.3.0
--- The CXX compiler identification is GNU 11.3.0
--- Detecting C compiler ABI info
--- Detecting C compiler ABI info - done
--- Check for working C compiler: /usr/bin/cc - skipped
--- Detecting C compile features
--- Detecting C compile features - done
--- Detecting CXX compiler ABI info
--- Detecting CXX compiler ABI info - done
--- Check for working CXX compiler: /usr/bin/c++ - skipped
--- Detecting CXX compile features
--- Detecting CXX compile features - done
--- Using Turbo JPEG -- 
-	Libraries:/lib/libturbojpeg.so 
-	Includes:/usr/include
--- Found Boost: /usr/local/lib/cmake/Boost-1.72.0/BoostConfig.cmake (found version "1.72.0") found components: filesystem system 
--- Found OpenMP_C: -fopenmp (found version "4.5") 
--- Found OpenMP_CXX: -fopenmp (found version "4.5") 
--- Found OpenMP: TRUE (found version "4.5")  
--- test_suite/HOST set to build with rpp and TurboJpeg
--- test_suite/HOST set to build with rpp and OpenCV
--- test_suite/HOST set to build with rpp and libsndfile 
--- Configuring done
--- Generating done
--- Build files have been written to: /media/sampath_rpp/utilities/test_suite/HOST/build
-[ 25%] Building CXX object CMakeFiles/Tensor_host.dir/Tensor_host.cpp.o
-[ 50%] Building CXX object CMakeFiles/Tensor_host_audio.dir/Tensor_host_audio.cpp.o
-[ 75%] Linking CXX executable Tensor_host_audio
-[100%] Linking CXX executable Tensor_host
-[100%] Built target Tensor_host_audio
-[100%] Built target Tensor_host
-
-
-
-
-
---------------------------------
-Running a New Functionality...
---------------------------------
-./Tensor_host_audio /media/sampath_rpp/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1 2 0 1 0 1 8
-
-Running non_silent_region_detection
-Results for Test case: non_silent_region_detection
-PASSED!
-
-
-CPU Backend Clock Time: 4.929 ms/batch
-CPU Backend Wall Time: 1.60026 ms/batch
-
-
-------------------------------------------------------------------------------------------
----------------------------------- Results of QA Test ----------------------------------
-
-non_silent_region_detection: PASSED
-
--------------- Tests are run for 1 supported cases out of the 1 cases requested --------------

From d64bc7b01c30340f7c832b8e2664a4e94f83d475 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 21 Sep 2023 12:12:07 +0000
Subject: [PATCH 22/63] added doxygen support for audio

---
 .Doxyfile                                     |  3 +-
 include/rppt_tensor_audio_augmentations.h     | 48 +++++++++++--------
 .../rppt_tensor_audio_augmentations.cpp       |  4 +-
 3 files changed, 33 insertions(+), 22 deletions(-)

diff --git a/.Doxyfile b/.Doxyfile
index 643e214e7..136c04da2 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -956,7 +956,8 @@ INPUT                  = README.md \
                         include/rppt_tensor_filter_augmentations.h \
                         include/rppt_tensor_geometric_augmentations.h \
                         include/rppt_tensor_morphological_operations.h \
-                        include/rppt_tensor_statistical_operations.h
+                        include/rppt_tensor_statistical_operations.h \
+                        include/rppt_tensor_audio_augmentations.h
 
 
 # This tag can be used to specify the character encoding of the source files
diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 52fa79afb..05080293b 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -19,31 +19,41 @@ THE SOFTWARE.
 
 #ifndef RPPT_TENSOR_AUDIO_AUGMENTATIONS_H
 #define RPPT_TENSOR_AUDIO_AUGMENTATIONS_H
+
+/*!
+ * \file
+ * \brief RPPT Tensor Audio Augmentation Functions.
+ *
+ * \defgroup group_tensor_audio Operations: AMD RPP Tensor Audio Operations
+ * \brief Tensor Audio Augmentations.
+ */
+
 #include "rpp.h"
 #include "rppdefs.h"
 #ifdef __cplusplus
 extern "C" {
 #endif
 
-/******************** non_silent_region_detection ********************/
-
-// Non Silent Region Detection augmentation for 1D audio buffer
-
-// *param[in] srcPtr source tensor memory
-// *param[in] srcDescPtr source tensor descriptor
-// *param[in] srcSize source audio buffer length
-// *param[out] detectedIndex beginning index of non silent region
-// *param[out] detectionLength length of non silent region
-// *param[in] cutOffDB threshold(dB) below which the signal is considered silent
-// *param[in] windowLength size of the sliding window used to calculate of the short-term power of the signal
-// *param[in] referencePower reference power that is used to convert the signal to dB.
-// *param[in] resetInterval number of samples after which the moving mean average is recalculated to avoid loss of precision
-// *param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
-// *returns a  RppStatus enumeration.
-// *retval RPP_SUCCESS : successful completion
-// *retval RPP_ERROR : Error
-
-RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcSize, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
+/*! \brief Non Silent Region Detection augmentation HOST
+ * \details Non Silent Region Detection augmentation for 1D audio buffer
+            \n Finds the starting index and length of non silent region in the audio buffer by comparing the
+            calculated short-term power with cutoff value passed
+ * \param[in] srcPtr source tensor memory
+ * \param[in] srcDescPtr source tensor descriptor
+ * \param[in] srcLengthTensor source audio buffer length (tensor of batchSize values)
+ * \param[out] detectedIndexTensor beginning index of non silent region (tensor of batchSize values)
+ * \param[out] detectionLengthTensor length of non silent region  (tensor of batchSize values)
+ * \param[in] cutOffDB cutOff(dB) below which the signal is considered silent
+ * \param[in] windowLength window length used for computing short-term power of the signal
+ * \param[in] referencePower reference power that is used to convert the signal to dB
+ * \param[in] resetInterval number of samples after which the moving mean average is recalculated to avoid loss of precision
+ * \param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
+ * \return <tt> RppStatus enum</tt>.
+ * \returns RPP_SUCCESS <tt>\ref RppStatus</tt> on successful completion.
+ * Else return RPP_ERROR
+ * \ingroup group_tensor_audio
+ */
+RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcLengthTensor, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
 
 #ifdef __cplusplus
 }
diff --git a/src/modules/rppt_tensor_audio_augmentations.cpp b/src/modules/rppt_tensor_audio_augmentations.cpp
index 5afaf19ac..10e21e7b4 100644
--- a/src/modules/rppt_tensor_audio_augmentations.cpp
+++ b/src/modules/rppt_tensor_audio_augmentations.cpp
@@ -26,7 +26,7 @@ THE SOFTWARE.
 
 RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr,
                                                 RpptDescPtr srcDescPtr,
-                                                Rpp32s *srcSize,
+                                                Rpp32s *srcLengthTensor,
                                                 Rpp32f *detectedIndexTensor,
                                                 Rpp32f *detectionLengthTensor,
                                                 Rpp32f cutOffDB,
@@ -39,7 +39,7 @@ RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr,
     {
         non_silent_region_detection_host_tensor(static_cast<Rpp32f*>(srcPtr),
                                                 srcDescPtr,
-                                                srcSize,
+                                                srcLengthTensor,
                                                 detectedIndexTensor,
                                                 detectionLengthTensor,
                                                 cutOffDB,

From 337ccc1fa0551ee85bc83f2d77ad37aede76d612 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 22 Sep 2023 07:11:39 +0000
Subject: [PATCH 23/63] added doxygen changes for to_decibels

---
 include/rppt_tensor_audio_augmentations.h | 32 +++++++++++------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 21603eb99..b250c5d72 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -55,22 +55,22 @@ extern "C" {
  */
 RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcLengthTensor, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
 
-/******************** to_decibels ********************/
-
-// To Decibels augmentation for magnitude buffer
-
-// *param[in] srcPtr source tensor memory
-// *param[in] srcDescPtr source tensor descriptor
-// *param[out] dstPtr destination tensor memory
-// *param[in] dstDescPtr destination tensor descriptor
-// *param[in] srcDims source dimensions
-// *param[in] cutOffDB  minimum or cut-off ratio in dB
-// *param[in] multiplier factor by which the logarithm is multiplied
-// *param[in] referenceMagnitude Reference magnitude if not provided maximum value of input used as reference
-// *param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
-// *returns a  RppStatus enumeration.
-// *retval RPP_SUCCESS : successful completion
-// *retval RPP_ERROR : Error
+/*! \brief To Decibels augmentation HOST
+* \details To Decibels augmentation that converts magnitude values to decibel values
+* \param[in] srcPtr source tensor memory
+* \param[in] srcDescPtr source tensor descriptor
+* \param[out] dstPtr destination tensor memory
+* \param[in] dstDescPtr destination tensor descriptor
+* \param[in] srcDims source tensor size (tensor of batchSize * 2 values)
+* \param[in] cutOffDB  minimum or cut-off ratio in dB
+* \param[in] multiplier factor by which the logarithm is multiplied
+* \param[in] referenceMagnitude Reference magnitude if not provided maximum value of input used as reference
+* \param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
+ * \return <tt> RppStatus enum</tt>.
+ * \returns RPP_SUCCESS <tt>\ref RppStatus</tt> on successful completion.
+ * Else return RPP_ERROR
+ * \ingroup group_tensor_audio
+ */
 
 RppStatus rppt_to_decibels_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr srcDims, Rpp32f cutOffDB, Rpp32f multiplier, Rpp32f referenceMagnitude, rppHandle_t rppHandle);
 

From d1b5b4167fc52197a3be59ae619b0a0d05605c41 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 22 Sep 2023 08:36:40 +0000
Subject: [PATCH 24/63] updated test suite support for to_decibels

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 24 ++++++++++++++++-
 utilities/test_suite/HOST/runAudioTests.py    | 26 +++++++++----------
 utilities/test_suite/rpp_test_suite_audio.h   |  6 +++++
 utilities/test_suite/rpp_test_suite_common.h  |  5 ----
 4 files changed, 42 insertions(+), 19 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 08b398b96..d554425e3 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -29,7 +29,7 @@ int main(int argc, char **argv)
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:1> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
         return -1;
     }
 
@@ -236,6 +236,28 @@ int main(int argc, char **argv)
 
                     break;
                 }
+                case 1:
+                {
+                    testCaseName = "to_decibels";
+                    Rpp32f cutOffDB = std::log(1e-20);
+                    Rpp32f multiplier = std::log(10);
+                    Rpp32f referenceMagnitude = 1.0f;
+
+                    for (i = 0; i < noOfAudioFiles; i++)
+                    {
+                        srcDims[i].height = srcLengthTensor[i];
+                        srcDims[i].width = 1;
+                    }
+
+                    startWallTime = omp_get_wtime();
+                    startCpuTime = clock();
+                    if (inputBitDepth == 2)
+                        rppt_to_decibels_host(inputf32, srcDescPtr, outputf32, dstDescPtr, srcDims, cutOffDB, multiplier, referenceMagnitude, handle);
+                    else
+                        missingFuncFlag = 1;
+
+                    break;
+                }
                 default:
                 {
                     missingFuncFlag = 1;
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index a0c321304..b02eee10a 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -119,12 +119,12 @@ def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDep
 def rpp_test_suite_parser_and_validator():
     parser = argparse.ArgumentParser()
     parser.add_argument("--input_path", type = str, default = inFilePath, help = "Path to the input folder")
-    parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:0)")
-    parser.add_argument("--case_end", type = int, default = 0, help = "Testing range ending case # - (0:0)")
+    parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:1)")
+    parser.add_argument("--case_end", type = int, default = 1, help = "Testing range ending case # - (0:1)")
     parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = QA tests / 1 = Performance tests)")
     parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to test", required = False)
     parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
-    parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )" )
+    parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )")
     parser.add_argument('--batch_size', type = int, default = 1, help = "Specifies the batch size to use for running tests. Default is 1.")
     args = parser.parse_args()
 
@@ -132,8 +132,8 @@ def rpp_test_suite_parser_and_validator():
     validate_path(args.input_path)
 
     # validate the parameters passed by user
-    if ((args.case_start < 0 or args.case_start > 0) or (args.case_end < 0 or args.case_end > 0)):
-        print("Starting case# and Ending case# must be in the 0:0 range. Aborting!")
+    if ((args.case_start < 0 or args.case_start > 1) or (args.case_end < 0 or args.case_end > 1)):
+        print("Starting case# and Ending case# must be in the 0:1 range. Aborting!")
         exit(0)
     elif args.case_end < args.case_start:
         print("Ending case# must be greater than starting case#. Aborting!")
@@ -141,7 +141,7 @@ def rpp_test_suite_parser_and_validator():
     elif args.test_type < 0 or args.test_type > 1:
         print("Test Type# must be in the 0 / 1. Aborting!")
         exit(0)
-    elif args.case_list is not None and args.case_start > 0 and args.case_end < 0:
+    elif args.case_list is not None and args.case_start > 1 and args.case_end < 0:
         print("Invalid input! Please provide only 1 option between case_list, case_start and case_end")
         exit(0)
     elif args.num_runs <= 0:
@@ -162,8 +162,8 @@ def rpp_test_suite_parser_and_validator():
         args.case_list = [str(x) for x in args.case_list]
     else:
         for case in args.case_list:
-            if int(case) != 0:
-                 print("The case# must be 0!")
+            if int(case) < 0 or int(case) > 1:
+                 print("The case# must be 0-1 range!")
                  exit(0)
     return args
 
@@ -216,21 +216,21 @@ def rpp_test_suite_parser_and_validator():
         if batchSize != 8:
             print("QA tests can only run with a batch size of 8.")
             exit(0)
-        if int(case) != 0:
-            print(f"Invalid case number {case}. Case number must be 0!")
+        if int(case) < 0 or int(case) > 1:
+            print(f"Invalid case number {case}. Case number must be 0-1 range!")
             continue
 
         run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
 else:
     for case in caseList:
-        if int(case) != 0:
-            print(f"Invalid case number {case}. Case number must be 0!")
+        if int(case) < 0 or int(case) > 1:
+            print(f"Invalid case number {case}. Case number must be 0-1 range!")
             continue
 
         run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
 
 # print the results of qa tests
-supportedCaseList = ['0']
+supportedCaseList = ['0', '1']
 supportedCases = 0
 for num in caseList:
     if num in supportedCaseList:
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 20be30c75..401f14a80 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -34,6 +34,12 @@ typedef half Rpp16f;
 // Include this header file to use functions from libsndfile
 #include <sndfile.h>
 
+std::map<int, string> audioAugmentationMap =
+{
+    {0, "non_silent_region_detection"},
+    {1, "to_decibels"},
+};
+
 void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
 {
     fstream refFile;
diff --git a/utilities/test_suite/rpp_test_suite_common.h b/utilities/test_suite/rpp_test_suite_common.h
index 829e61455..9cbc9d934 100644
--- a/utilities/test_suite/rpp_test_suite_common.h
+++ b/utilities/test_suite/rpp_test_suite_common.h
@@ -75,11 +75,6 @@ std::map<int, string> augmentationMap =
     {87, "tensor_sum"}
 };
 
-std::map<int, string> audioAugmentationMap =
-{
-    {0, "non_silent_region_detection"},
-};
-
 template <typename T>
 inline T validate_pixel_range(T pixel)
 {

From 223de6119db0ac0466395116533c94e4e831ee87 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 22 Sep 2023 08:44:43 +0000
Subject: [PATCH 25/63] minor change

---
 utilities/test_suite/rpp_test_suite_audio.h  | 6 ++++++
 utilities/test_suite/rpp_test_suite_common.h | 5 -----
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 20be30c75..a3d04df6a 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -34,6 +34,12 @@ typedef half Rpp16f;
 // Include this header file to use functions from libsndfile
 #include <sndfile.h>
 
+std::map<int, string> audioAugmentationMap =
+{
+    {0, "non_silent_region_detection"},
+};
+
+
 void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
 {
     fstream refFile;
diff --git a/utilities/test_suite/rpp_test_suite_common.h b/utilities/test_suite/rpp_test_suite_common.h
index 829e61455..9cbc9d934 100644
--- a/utilities/test_suite/rpp_test_suite_common.h
+++ b/utilities/test_suite/rpp_test_suite_common.h
@@ -75,11 +75,6 @@ std::map<int, string> augmentationMap =
     {87, "tensor_sum"}
 };
 
-std::map<int, string> audioAugmentationMap =
-{
-    {0, "non_silent_region_detection"},
-};
-
 template <typename T>
 inline T validate_pixel_range(T pixel)
 {

From 512a79fc095ca0891bc168c58edac836dc396f14 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 27 Sep 2023 06:12:52 +0000
Subject: [PATCH 26/63] removed the usage of getMax function and used
 std::max_element

---
 .../kernel/non_silent_region_detection.hpp    | 26 +++++++------------
 1 file changed, 9 insertions(+), 17 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 158ccff84..734d267b8 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -28,14 +28,6 @@ Rpp32f getSquare(Rpp32f &value)
     return (value * value);
 }
 
-Rpp32f getMax(Rpp32f *values, Rpp32s srcLength)
-{
-    Rpp32f max = values[0];
-    for(int i = 1; i < srcLength; i++)
-        max = std::max(max, values[i]);
-    return max;
-}
-
 RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
                                                   RpptDescPtr srcDescPtr,
                                                   Rpp32s *srcLengthTensor,
@@ -56,16 +48,16 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
     {
         Rpp32f *srcPtrTemp = srcPtr + batchCount * srcDescPtr->strides.nStride;
         Rpp32s srcLength = srcLengthTensor[batchCount];
+
+        // mmsBuffer length is equal to input audio length and can vary dynamically for each input in a batch
+        // preallocating a static buffer for entire batchsize will be too big, so allocate mmsBuffer for each sample dynamically
         Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input
         Rpp32s resetLength = (resetInterval == -1) ? srcLength : resetInterval;
 
-        // Calculate buffer size for mms array and allocate mms buffer
-        Rpp32s mmsBufferSize = srcLength;
-
-        // Calculate moving mean square of input array and store srcPtrTemp mms buffer
+        // calculate moving mean square of input
         Rpp32f meanFactor = 1.0f / windowLength;
         Rpp32s windowBegin = -windowLength + 1;
         for (Rpp32s outPos = 0; outPos < srcLength;)
@@ -84,12 +76,12 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             }
         }
 
-        // Convert cutOff from DB to magnitude
-        Rpp32f base = (referenceMax) ? getMax(mmsBuffer, mmsBufferSize) : referencePower;
+        // convert cutoff from DB to magnitude
+        Rpp32f base = (referenceMax) ? *std::max_element(mmsBuffer, mmsBuffer + srcLength) : referencePower;
         Rpp32f cutOffMag = base * cutOff;
 
-        // Calculate begining index, length of non silent region from the mms buffer
-        Rpp32s endIdx = mmsBufferSize;
+        // calculate begining index, length of non silent region from the mms buffer
+        Rpp32s endIdx = srcLength;
         Rpp32s beginIdx = endIdx;
         Rpp32s detectBegin, detectEnd;
         for(int i = 0; i < endIdx; i++)
@@ -119,7 +111,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             detectEnd = endIdx - beginIdx + 1;
         }
 
-        // Extend non silent region
+        // extend non silent region
         if(detectBegin != 0 && detectEnd != 0)
         {
             Rpp32s newBegin = std::max<Rpp32s>(detectBegin - (windowLength - 1), 0);

From 6a189579c5b8fe7b2bd725f9155abee7ea090bc6 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 27 Sep 2023 11:00:41 +0000
Subject: [PATCH 27/63] modularized code in test suite

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 150 +++---------------
 utilities/test_suite/rpp_test_suite_audio.h   |  79 +++++++++
 2 files changed, 103 insertions(+), 126 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 08b398b96..daee6e64a 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -66,12 +66,12 @@ int main(int argc, char **argv)
 
     // Other initializations
     int missingFuncFlag = 0;
-    int i = 0, j = 0, fileCnt = 0;
-    int maxChannels = 0;
+    int i = 0, j = 0;
+    int maxSrcChannels = 0;
     int maxSrcWidth = 0, maxSrcHeight = 0;
     int maxDstWidth = 0, maxDstHeight = 0;
-    unsigned long long iBufferSize = 0;
-    unsigned long long oBufferSize = 0;
+    Rpp64u iBufferSize = 0;
+    Rpp64u oBufferSize = 0;
     static int noOfAudioFiles = 0;
 
     // String ops on function name
@@ -81,82 +81,36 @@ int main(int argc, char **argv)
     string func = funcName;
 
     // Get number of audio files
-    vector<string> audioNames, audioFilePath;
-    search_files_recursive(src, audioNames, audioFilePath, ".wav");
+    vector<string> audioNames, audioFilesPath;
+    search_files_recursive(src, audioNames, audioFilesPath, ".wav");
     noOfAudioFiles = audioNames.size();
     if (noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
     {
-        replicate_last_file_to_fill_batch(audioFilePath[noOfAudioFiles - 1], audioFilePath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
+        replicate_last_file_to_fill_batch(audioFilesPath[noOfAudioFiles - 1], audioFilesPath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
         noOfAudioFiles = audioNames.size();
     }
 
     // Initialize the AudioPatch for source
     Rpp32s *srcLengthTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
     Rpp32s *channelsTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
-    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
-    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
 
     // Find max audio dimensions in the input dataset
     maxSrcHeight = 1;
     maxDstHeight = 1;
-    for (int cnt = 0; cnt < noOfAudioFiles ; cnt++)
-    {
-        SNDFILE	*infile;
-        SF_INFO sfinfo;
-        int	readcount;
-
-        // The SF_INFO struct must be initialized before using it
-        memset (&sfinfo, 0, sizeof (sfinfo));
-        if (!(infile = sf_open (audioFilePath[cnt].c_str(), SFM_READ, &sfinfo)))
-        {
-            sf_close (infile);
-            continue;
-        }
-
-        maxSrcWidth = std::max(maxSrcWidth, static_cast<int>(sfinfo.frames));
-        maxChannels = std::max(maxChannels, static_cast<int>(sfinfo.channels));
-
-        // Close input
-        sf_close (infile);
-    }
+    set_audio_max_dimensions(audioFilesPath, maxSrcWidth, maxSrcChannels);
     maxDstWidth = maxSrcWidth;
 
     // Set numDims, offset, n/c/h/w values for src/dst
-    srcDescPtr->numDims = 4;
-    srcDescPtr->offsetInBytes = 0;
-    srcDescPtr->n = batchSize;
-    srcDescPtr->h = maxSrcHeight;
-    srcDescPtr->w = maxSrcWidth;
-    srcDescPtr->c = maxChannels;
-
-    dstDescPtr->numDims = 4;
-    dstDescPtr->offsetInBytes = 0;
-    dstDescPtr->n = batchSize;
-    dstDescPtr->h = maxDstHeight;
-    dstDescPtr->w = maxDstWidth;
-    if (testCase == 3)
-        dstDescPtr->c = 1;
-    else
-        dstDescPtr->c = maxChannels;
-
-    // Optionally set w stride as a multiple of 8 for src/dst
-    srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
-    dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
-
-    // Set n/c/h/w strides for src/dst
-    srcDescPtr->strides.nStride = srcDescPtr->c * srcDescPtr->w * srcDescPtr->h;
-    srcDescPtr->strides.hStride = srcDescPtr->c * srcDescPtr->w;
-    srcDescPtr->strides.wStride = srcDescPtr->c;
-    srcDescPtr->strides.cStride = 1;
-
-    dstDescPtr->strides.nStride = dstDescPtr->c * dstDescPtr->w * dstDescPtr->h;
-    dstDescPtr->strides.hStride = dstDescPtr->c * dstDescPtr->w;
-    dstDescPtr->strides.wStride = dstDescPtr->c;
-    dstDescPtr->strides.cStride = 1;
+    Rpp32u offsetInBytes = 0;
+    set_audio_descriptor_dims_and_strides(srcDescPtr, batchSize, maxSrcHeight, maxSrcWidth, maxSrcChannels, offsetInBytes);
+    int maxDstChannels = maxSrcChannels;
+    if(testCase == 3)
+        maxDstChannels = 1;
+    set_audio_descriptor_dims_and_strides(dstDescPtr, batchSize, maxDstHeight, maxDstWidth, maxDstChannels, offsetInBytes);
 
     // Set buffer sizes for src/dst
-    iBufferSize = (unsigned long long)srcDescPtr->h * (unsigned long long)srcDescPtr->w * (unsigned long long)srcDescPtr->c * (unsigned long long)srcDescPtr->n;
-    oBufferSize = (unsigned long long)dstDescPtr->h * (unsigned long long)dstDescPtr->w * (unsigned long long)dstDescPtr->c * (unsigned long long)dstDescPtr->n;
+    iBufferSize = (Rpp64u)srcDescPtr->h * (Rpp64u)srcDescPtr->w * (Rpp64u)srcDescPtr->c * (Rpp64u)srcDescPtr->n;
+    oBufferSize = (Rpp64u)dstDescPtr->h * (Rpp64u)dstDescPtr->w * (Rpp64u)dstDescPtr->c * (Rpp64u)dstDescPtr->n;
 
     // Initialize host buffers for input & output
     Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
@@ -174,42 +128,10 @@ int main(int argc, char **argv)
     {
         for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
         {
-            for (int cnt = 0; cnt < batchSize; cnt++)
-            {
-                Rpp32f *inputTempF32;
-                inputTempF32 = inputf32 + (cnt * srcDescPtr->strides.nStride);
-
-                SNDFILE	*infile;
-                SF_INFO sfinfo;
-                int	readcount;
-
-                // The SF_INFO struct must be initialized before using it
-                memset (&sfinfo, 0, sizeof (sfinfo));
-                if (!(infile = sf_open (audioFilePath[fileCnt].c_str(), SFM_READ, &sfinfo)))
-                {
-                    sf_close (infile);
-                    continue;
-                }
-
-                srcLengthTensor[cnt] = sfinfo.frames;
-                channelsTensor[cnt] = sfinfo.channels;
-                srcDims[cnt].width = sfinfo.frames;
-                dstDims[cnt].width = sfinfo.frames;
-                srcDims[cnt].height = 1;
-                dstDims[cnt].height = 1;
+            // Read and decode audio and fill the audio dim values
+            if (inputBitDepth == 2)
+                read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
 
-                int bufferLength = sfinfo.frames * sfinfo.channels;
-                if (inputBitDepth == 2)
-                {
-                    readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
-                    if (readcount != bufferLength)
-                        cout << "F32 Unable to read audio file completely " << std::endl;
-                }
-                fileCnt++;
-
-                // Close input
-                sf_close (infile);
-            }
             clock_t startCpuTime, endCpuTime;
             double startWallTime, endWallTime;
             switch (testCase)
@@ -231,6 +153,7 @@ int main(int argc, char **argv)
                     else
                         missingFuncFlag = 1;
 
+                    // QA mode - verify outputs with golden outputs. Below code doesn’t run for performance tests
                     if (testType == 0)
                         verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
 
@@ -245,45 +168,22 @@ int main(int argc, char **argv)
 
             endCpuTime = clock();
             endWallTime = omp_get_wtime();
-            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
-            wallTime = endWallTime - startWallTime;
             if (missingFuncFlag == 1)
             {
                 printf("\nThe functionality %s doesn't yet exist in RPP\n", func.c_str());
                 return -1;
             }
+
+            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
+            wallTime = endWallTime - startWallTime;
             maxWallTime = std::max(maxWallTime, wallTime);
             minWallTime = std::min(minWallTime, wallTime);
             avgWallTime += wallTime;
-            cpuTime *= 1000;
-            wallTime *= 1000;
-
-            if (testType == 0)
-            {
-                if (batchSize == 8 && testCase != 0)
-                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
-
-                cout <<"\n\n";
-                cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
-                cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
-
-                // If DEBUG_MODE is set to 1 dump the outputs to csv files for debugging
-                if (DEBUG_MODE && iterCount == 0 && testCase != 0)
-                {
-                    std::ofstream refFile;
-                    refFile.open(func + ".csv");
-                    for (int i = 0; i < oBufferSize; i++)
-                        refFile << *(outputf32 + i) << "\n";
-                    refFile.close();
-                }
-            }
         }
-
-        // Reset fileIndex to 0 for next run
-        fileCnt = 0;
     }
     rppDestroyHost(handle);
 
+    // performance test mode
     if (testType == 1)
     {
         // Display measured times
@@ -299,8 +199,6 @@ int main(int argc, char **argv)
     // Free memory
     free(srcLengthTensor);
     free(channelsTensor);
-    free(srcDims);
-    free(dstDims);
     free(inputf32);
     free(outputf32);
     return 0;
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index a3d04df6a..906161c4f 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -39,6 +39,85 @@ std::map<int, string> audioAugmentationMap =
     {0, "non_silent_region_detection"},
 };
 
+// sets descriptor dimensions and strides of src/dst
+inline void set_audio_descriptor_dims_and_strides(RpptDescPtr descPtr, int batchSize, int maxHeight, int maxWidth, int maxChannels, int offsetInBytes)
+{
+    descPtr->numDims = 4;
+    descPtr->offsetInBytes = offsetInBytes;
+    descPtr->n = batchSize;
+    descPtr->h = maxHeight;
+    descPtr->w = maxWidth;
+    descPtr->c = maxChannels;
+
+    // Optionally set w stride as a multiple of 8 for src/dst
+    descPtr->w = ((descPtr->w / 8) * 8) + 8;
+    descPtr->strides.nStride = descPtr->c * descPtr->w * descPtr->h;
+    descPtr->strides.hStride = descPtr->c * descPtr->w;
+    descPtr->strides.wStride = descPtr->c;
+    descPtr->strides.cStride = 1;
+}
+
+// sets values of maxHeight and maxWidth
+inline void set_audio_max_dimensions(vector<string> audioFilesPath, int& maxWidth, int& maxChannels)
+{
+    for (const std::string& audioPath : audioFilesPath)
+    {
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        // The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (audioPath.c_str(), SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        maxWidth = std::max(maxWidth, static_cast<int>(sfinfo.frames));
+        maxChannels = std::max(maxChannels, static_cast<int>(sfinfo.channels));
+
+        // Close input
+        sf_close (infile);
+    }
+}
+
+void read_audio_batch_and_fill_dims(RpptDescPtr descPtr, Rpp32f *inputf32, vector<string> audioFilesPath, int iterCount, Rpp32s *srcLengthTensor, Rpp32s *channelsTensor)
+{
+    auto fileIndex = iterCount * descPtr->n;
+    for (int i = 0, j = fileIndex; i < descPtr->n, j < fileIndex + descPtr->n; i++, j++)
+    {
+        Rpp32f *inputTempF32;
+        inputTempF32 = inputf32 + (i * descPtr->strides.nStride);
+
+        // Read and decode data
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        // The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (audioFilesPath[j].c_str(), SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        srcLengthTensor[i] = sfinfo.frames;
+        channelsTensor[i] = sfinfo.channels;
+
+        int bufferLength = sfinfo.frames * sfinfo.channels;
+        readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
+        if (readcount != bufferLength)
+        {
+            std::cout << "Unable to read audio file: "<<audioFilesPath[j].c_str() << std::endl;
+            exit(0);
+        }
+
+        // Close input
+        sf_close (infile);
+    }
+}
 
 void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
 {

From c4138366bff453dbc7ce6f12b0cde5241f20f294 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 27 Sep 2023 11:57:24 +0000
Subject: [PATCH 28/63] merge with latest changes

---
 .../kernel/non_silent_region_detection.hpp    |  26 ++--
 .../test_suite/HOST/Tensor_host_audio.cpp     | 145 +++++-------------
 utilities/test_suite/rpp_test_suite_audio.h   |  86 ++++++++++-
 3 files changed, 130 insertions(+), 127 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 158ccff84..734d267b8 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -28,14 +28,6 @@ Rpp32f getSquare(Rpp32f &value)
     return (value * value);
 }
 
-Rpp32f getMax(Rpp32f *values, Rpp32s srcLength)
-{
-    Rpp32f max = values[0];
-    for(int i = 1; i < srcLength; i++)
-        max = std::max(max, values[i]);
-    return max;
-}
-
 RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
                                                   RpptDescPtr srcDescPtr,
                                                   Rpp32s *srcLengthTensor,
@@ -56,16 +48,16 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
     {
         Rpp32f *srcPtrTemp = srcPtr + batchCount * srcDescPtr->strides.nStride;
         Rpp32s srcLength = srcLengthTensor[batchCount];
+
+        // mmsBuffer length is equal to input audio length and can vary dynamically for each input in a batch
+        // preallocating a static buffer for entire batchsize will be too big, so allocate mmsBuffer for each sample dynamically
         Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input
         Rpp32s resetLength = (resetInterval == -1) ? srcLength : resetInterval;
 
-        // Calculate buffer size for mms array and allocate mms buffer
-        Rpp32s mmsBufferSize = srcLength;
-
-        // Calculate moving mean square of input array and store srcPtrTemp mms buffer
+        // calculate moving mean square of input
         Rpp32f meanFactor = 1.0f / windowLength;
         Rpp32s windowBegin = -windowLength + 1;
         for (Rpp32s outPos = 0; outPos < srcLength;)
@@ -84,12 +76,12 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             }
         }
 
-        // Convert cutOff from DB to magnitude
-        Rpp32f base = (referenceMax) ? getMax(mmsBuffer, mmsBufferSize) : referencePower;
+        // convert cutoff from DB to magnitude
+        Rpp32f base = (referenceMax) ? *std::max_element(mmsBuffer, mmsBuffer + srcLength) : referencePower;
         Rpp32f cutOffMag = base * cutOff;
 
-        // Calculate begining index, length of non silent region from the mms buffer
-        Rpp32s endIdx = mmsBufferSize;
+        // calculate begining index, length of non silent region from the mms buffer
+        Rpp32s endIdx = srcLength;
         Rpp32s beginIdx = endIdx;
         Rpp32s detectBegin, detectEnd;
         for(int i = 0; i < endIdx; i++)
@@ -119,7 +111,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             detectEnd = endIdx - beginIdx + 1;
         }
 
-        // Extend non silent region
+        // extend non silent region
         if(detectBegin != 0 && detectEnd != 0)
         {
             Rpp32s newBegin = std::max<Rpp32s>(detectBegin - (windowLength - 1), 0);
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index d554425e3..06378c870 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -66,12 +66,12 @@ int main(int argc, char **argv)
 
     // Other initializations
     int missingFuncFlag = 0;
-    int i = 0, j = 0, fileCnt = 0;
-    int maxChannels = 0;
+    int i = 0, j = 0;
+    int maxSrcChannels = 0;
     int maxSrcWidth = 0, maxSrcHeight = 0;
     int maxDstWidth = 0, maxDstHeight = 0;
-    unsigned long long iBufferSize = 0;
-    unsigned long long oBufferSize = 0;
+    Rpp64u iBufferSize = 0;
+    Rpp64u oBufferSize = 0;
     static int noOfAudioFiles = 0;
 
     // String ops on function name
@@ -81,12 +81,12 @@ int main(int argc, char **argv)
     string func = funcName;
 
     // Get number of audio files
-    vector<string> audioNames, audioFilePath;
-    search_files_recursive(src, audioNames, audioFilePath, ".wav");
+    vector<string> audioNames, audioFilesPath;
+    search_files_recursive(src, audioNames, audioFilesPath, ".wav");
     noOfAudioFiles = audioNames.size();
     if (noOfAudioFiles < batchSize || ((noOfAudioFiles % batchSize) != 0))
     {
-        replicate_last_file_to_fill_batch(audioFilePath[noOfAudioFiles - 1], audioFilePath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
+        replicate_last_file_to_fill_batch(audioFilesPath[noOfAudioFiles - 1], audioFilesPath, audioNames, audioNames[noOfAudioFiles - 1], noOfAudioFiles, batchSize);
         noOfAudioFiles = audioNames.size();
     }
 
@@ -99,64 +99,20 @@ int main(int argc, char **argv)
     // Find max audio dimensions in the input dataset
     maxSrcHeight = 1;
     maxDstHeight = 1;
-    for (int cnt = 0; cnt < noOfAudioFiles ; cnt++)
-    {
-        SNDFILE	*infile;
-        SF_INFO sfinfo;
-        int	readcount;
-
-        // The SF_INFO struct must be initialized before using it
-        memset (&sfinfo, 0, sizeof (sfinfo));
-        if (!(infile = sf_open (audioFilePath[cnt].c_str(), SFM_READ, &sfinfo)))
-        {
-            sf_close (infile);
-            continue;
-        }
-
-        maxSrcWidth = std::max(maxSrcWidth, static_cast<int>(sfinfo.frames));
-        maxChannels = std::max(maxChannels, static_cast<int>(sfinfo.channels));
-
-        // Close input
-        sf_close (infile);
-    }
+    set_audio_max_dimensions(audioFilesPath, maxSrcWidth, maxSrcChannels);
     maxDstWidth = maxSrcWidth;
 
     // Set numDims, offset, n/c/h/w values for src/dst
-    srcDescPtr->numDims = 4;
-    srcDescPtr->offsetInBytes = 0;
-    srcDescPtr->n = batchSize;
-    srcDescPtr->h = maxSrcHeight;
-    srcDescPtr->w = maxSrcWidth;
-    srcDescPtr->c = maxChannels;
-
-    dstDescPtr->numDims = 4;
-    dstDescPtr->offsetInBytes = 0;
-    dstDescPtr->n = batchSize;
-    dstDescPtr->h = maxDstHeight;
-    dstDescPtr->w = maxDstWidth;
-    if (testCase == 3)
-        dstDescPtr->c = 1;
-    else
-        dstDescPtr->c = maxChannels;
-
-    // Optionally set w stride as a multiple of 8 for src/dst
-    srcDescPtr->w = ((srcDescPtr->w / 8) * 8) + 8;
-    dstDescPtr->w = ((dstDescPtr->w / 8) * 8) + 8;
-
-    // Set n/c/h/w strides for src/dst
-    srcDescPtr->strides.nStride = srcDescPtr->c * srcDescPtr->w * srcDescPtr->h;
-    srcDescPtr->strides.hStride = srcDescPtr->c * srcDescPtr->w;
-    srcDescPtr->strides.wStride = srcDescPtr->c;
-    srcDescPtr->strides.cStride = 1;
-
-    dstDescPtr->strides.nStride = dstDescPtr->c * dstDescPtr->w * dstDescPtr->h;
-    dstDescPtr->strides.hStride = dstDescPtr->c * dstDescPtr->w;
-    dstDescPtr->strides.wStride = dstDescPtr->c;
-    dstDescPtr->strides.cStride = 1;
+    Rpp32u offsetInBytes = 0;
+    set_audio_descriptor_dims_and_strides(srcDescPtr, batchSize, maxSrcHeight, maxSrcWidth, maxSrcChannels, offsetInBytes);
+    int maxDstChannels = maxSrcChannels;
+    if(testCase == 3)
+        maxDstChannels = 1;
+    set_audio_descriptor_dims_and_strides(dstDescPtr, batchSize, maxDstHeight, maxDstWidth, maxDstChannels, offsetInBytes);
 
     // Set buffer sizes for src/dst
-    iBufferSize = (unsigned long long)srcDescPtr->h * (unsigned long long)srcDescPtr->w * (unsigned long long)srcDescPtr->c * (unsigned long long)srcDescPtr->n;
-    oBufferSize = (unsigned long long)dstDescPtr->h * (unsigned long long)dstDescPtr->w * (unsigned long long)dstDescPtr->c * (unsigned long long)dstDescPtr->n;
+    iBufferSize = (Rpp64u)srcDescPtr->h * (Rpp64u)srcDescPtr->w * (Rpp64u)srcDescPtr->c * (Rpp64u)srcDescPtr->n;
+    oBufferSize = (Rpp64u)dstDescPtr->h * (Rpp64u)dstDescPtr->w * (Rpp64u)dstDescPtr->c * (Rpp64u)dstDescPtr->n;
 
     // Initialize host buffers for input & output
     Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
@@ -174,42 +130,10 @@ int main(int argc, char **argv)
     {
         for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
         {
-            for (int cnt = 0; cnt < batchSize; cnt++)
-            {
-                Rpp32f *inputTempF32;
-                inputTempF32 = inputf32 + (cnt * srcDescPtr->strides.nStride);
-
-                SNDFILE	*infile;
-                SF_INFO sfinfo;
-                int	readcount;
-
-                // The SF_INFO struct must be initialized before using it
-                memset (&sfinfo, 0, sizeof (sfinfo));
-                if (!(infile = sf_open (audioFilePath[fileCnt].c_str(), SFM_READ, &sfinfo)))
-                {
-                    sf_close (infile);
-                    continue;
-                }
+            // Read and decode audio and fill the audio dim values
+            if (inputBitDepth == 2)
+                read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
 
-                srcLengthTensor[cnt] = sfinfo.frames;
-                channelsTensor[cnt] = sfinfo.channels;
-                srcDims[cnt].width = sfinfo.frames;
-                dstDims[cnt].width = sfinfo.frames;
-                srcDims[cnt].height = 1;
-                dstDims[cnt].height = 1;
-
-                int bufferLength = sfinfo.frames * sfinfo.channels;
-                if (inputBitDepth == 2)
-                {
-                    readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
-                    if (readcount != bufferLength)
-                        cout << "F32 Unable to read audio file completely " << std::endl;
-                }
-                fileCnt++;
-
-                // Close input
-                sf_close (infile);
-            }
             clock_t startCpuTime, endCpuTime;
             double startWallTime, endWallTime;
             switch (testCase)
@@ -231,6 +155,7 @@ int main(int argc, char **argv)
                     else
                         missingFuncFlag = 1;
 
+                    // QA mode - verify outputs with golden outputs. Below code doesn’t run for performance tests
                     if (testType == 0)
                         verify_non_silent_region_detection(detectedIndex, detectionLength, testCaseName, batchSize, audioNames, dst);
 
@@ -243,10 +168,12 @@ int main(int argc, char **argv)
                     Rpp32f multiplier = std::log(10);
                     Rpp32f referenceMagnitude = 1.0f;
 
-                    for (i = 0; i < noOfAudioFiles; i++)
+                    for (int i = 0; i < batchSize; i++)
                     {
                         srcDims[i].height = srcLengthTensor[i];
                         srcDims[i].width = 1;
+                        dstDims[i].height = srcDims[i].height;
+                        dstDims[i].width = 1;
                     }
 
                     startWallTime = omp_get_wtime();
@@ -267,29 +194,31 @@ int main(int argc, char **argv)
 
             endCpuTime = clock();
             endWallTime = omp_get_wtime();
-            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
-            wallTime = endWallTime - startWallTime;
             if (missingFuncFlag == 1)
             {
                 printf("\nThe functionality %s doesn't yet exist in RPP\n", func.c_str());
                 return -1;
             }
+
+            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
+            wallTime = endWallTime - startWallTime;
             maxWallTime = std::max(maxWallTime, wallTime);
             minWallTime = std::min(minWallTime, wallTime);
             avgWallTime += wallTime;
-            cpuTime *= 1000;
-            wallTime *= 1000;
 
+            // QA mode - verify outputs with golden outputs. Below code doesn’t run for performance tests
             if (testType == 0)
             {
-                if (batchSize == 8 && testCase != 0)
+                /* Run only if testCase is not 0
+                For testCase 0 verify_non_silent_region_detection function is used for QA testing */
+                if (testCase != 0)
                     verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
 
-                cout <<"\n\n";
-                cout <<"CPU Backend Clock Time: "<< cpuTime <<" ms/batch"<< endl;
-                cout <<"CPU Backend Wall Time: "<< wallTime <<" ms/batch"<< endl;
-
-                // If DEBUG_MODE is set to 1 dump the outputs to csv files for debugging
+                /* Dump the outputs to csv files for debugging
+                Runs only if
+                1. DEBUG_MODE is enabled
+                2. Current iteration is 1st iteration
+                3. Test case is not 0 */
                 if (DEBUG_MODE && iterCount == 0 && testCase != 0)
                 {
                     std::ofstream refFile;
@@ -300,12 +229,10 @@ int main(int argc, char **argv)
                 }
             }
         }
-
-        // Reset fileIndex to 0 for next run
-        fileCnt = 0;
     }
     rppDestroyHost(handle);
 
+    // performance test mode
     if (testType == 1)
     {
         // Display measured times
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 401f14a80..aa03eb46b 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -40,6 +40,86 @@ std::map<int, string> audioAugmentationMap =
     {1, "to_decibels"},
 };
 
+// sets descriptor dimensions and strides of src/dst
+inline void set_audio_descriptor_dims_and_strides(RpptDescPtr descPtr, int batchSize, int maxHeight, int maxWidth, int maxChannels, int offsetInBytes)
+{
+    descPtr->numDims = 4;
+    descPtr->offsetInBytes = offsetInBytes;
+    descPtr->n = batchSize;
+    descPtr->h = maxHeight;
+    descPtr->w = maxWidth;
+    descPtr->c = maxChannels;
+
+    // Optionally set w stride as a multiple of 8 for src/dst
+    descPtr->w = ((descPtr->w / 8) * 8) + 8;
+    descPtr->strides.nStride = descPtr->c * descPtr->w * descPtr->h;
+    descPtr->strides.hStride = descPtr->c * descPtr->w;
+    descPtr->strides.wStride = descPtr->c;
+    descPtr->strides.cStride = 1;
+}
+
+// sets values of maxHeight and maxWidth
+inline void set_audio_max_dimensions(vector<string> audioFilesPath, int& maxWidth, int& maxChannels)
+{
+    for (const std::string& audioPath : audioFilesPath)
+    {
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        // The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (audioPath.c_str(), SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        maxWidth = std::max(maxWidth, static_cast<int>(sfinfo.frames));
+        maxChannels = std::max(maxChannels, static_cast<int>(sfinfo.channels));
+
+        // Close input
+        sf_close (infile);
+    }
+}
+
+void read_audio_batch_and_fill_dims(RpptDescPtr descPtr, Rpp32f *inputf32, vector<string> audioFilesPath, int iterCount, Rpp32s *srcLengthTensor, Rpp32s *channelsTensor)
+{
+    auto fileIndex = iterCount * descPtr->n;
+    for (int i = 0, j = fileIndex; i < descPtr->n, j < fileIndex + descPtr->n; i++, j++)
+    {
+        Rpp32f *inputTempF32;
+        inputTempF32 = inputf32 + (i * descPtr->strides.nStride);
+
+        // Read and decode data
+        SNDFILE	*infile;
+        SF_INFO sfinfo;
+        int	readcount;
+
+        // The SF_INFO struct must be initialized before using it
+        memset (&sfinfo, 0, sizeof (sfinfo));
+        if (!(infile = sf_open (audioFilesPath[j].c_str(), SFM_READ, &sfinfo)))
+        {
+            sf_close (infile);
+            continue;
+        }
+
+        srcLengthTensor[i] = sfinfo.frames;
+        channelsTensor[i] = sfinfo.channels;
+
+        int bufferLength = sfinfo.frames * sfinfo.channels;
+        readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
+        if (readcount != bufferLength)
+        {
+            std::cout << "Unable to read audio file: "<<audioFilesPath[j].c_str() << std::endl;
+            exit(0);
+        }
+
+        // Close input
+        sf_close (infile);
+    }
+}
+
 void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
 {
     fstream refFile;
@@ -64,6 +144,10 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
         Rpp32f refVal, outVal;
         Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
         Rpp32f *dstPtrRow = dstPtrCurrent;
+        Rpp32u hStride = dstDescPtr->strides.hStride;
+        if (dstDims[batchCount].width == 1)
+            hStride = 1;
+
         for (int i = 0; i < dstDims[batchCount].height; i++)
         {
             Rpp32f *dstPtrTemp = dstPtrRow;
@@ -75,7 +159,7 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
                 if (!invalidComparision && abs(outVal - refVal) < 1e-20)
                     matchedIndices += 1;
             }
-            dstPtrRow += dstDescPtr->strides.hStride;
+            dstPtrRow += hStride;
         }
         refFile.close();
         if (matchedIndices == (dstDims[batchCount].width * dstDims[batchCount].height) && matchedIndices !=0)

From 22476964325677e449d48e55f2ae709183aeda8f Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 27 Sep 2023 12:02:53 +0000
Subject: [PATCH 29/63] minor change

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index daee6e64a..eac5fc66b 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -41,6 +41,12 @@ int main(int argc, char **argv)
     int batchSize = atoi(argv[6]);
     char *dst = argv[7];
 
+    if (testType == 0 && batchSize != 8)
+    {
+        cout << "Error! QA Mode only runs with batchsize 8" << endl;
+        return -1;
+    }
+
     // Set case names
     string funcName = audioAugmentationMap[testCase];
     if (funcName.empty())

From 527ed187d6488d3582baa496294e77ef3baa522b Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Wed, 27 Sep 2023 05:11:50 -0700
Subject: [PATCH 30/63] minor change

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 06378c870..0a33016d1 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -41,6 +41,12 @@ int main(int argc, char **argv)
     int batchSize = atoi(argv[6]);
     char *dst = argv[7];
 
+    if (testType == 0 && batchSize != 8)
+    {
+        cout << "Error! QA Mode only runs with batchsize 8" << endl;
+        return -1;
+    }
+
     // Set case names
     string funcName = audioAugmentationMap[testCase];
     if (funcName.empty())
@@ -170,10 +176,8 @@ int main(int argc, char **argv)
 
                     for (int i = 0; i < batchSize; i++)
                     {
-                        srcDims[i].height = srcLengthTensor[i];
-                        srcDims[i].width = 1;
-                        dstDims[i].height = srcDims[i].height;
-                        dstDims[i].width = 1;
+                        srcDims[i].height = dstDims[i].height = srcLengthTensor[i];
+                        srcDims[i].width = dstDims[i].width = 1;
                     }
 
                     startWallTime = omp_get_wtime();

From 8e2975d3091536a9b226f547e968755b022f28bd Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 28 Sep 2023 05:24:29 +0000
Subject: [PATCH 31/63] resolved codacy warnings

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index eac5fc66b..c4257e344 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -72,7 +72,6 @@ int main(int argc, char **argv)
 
     // Other initializations
     int missingFuncFlag = 0;
-    int i = 0, j = 0;
     int maxSrcChannels = 0;
     int maxSrcWidth = 0, maxSrcHeight = 0;
     int maxDstWidth = 0, maxDstHeight = 0;
@@ -127,7 +126,6 @@ int main(int argc, char **argv)
     rppCreateWithBatchSize(&handle, srcDescPtr->n, 8);
     int noOfIterations = (int)audioNames.size() / batchSize;
     double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
-    double cpuTime, wallTime;
     string testCaseName;
     printf("\nRunning %s %d times (each time with a batch size of %d images) and computing mean statistics...", func.c_str(), numRuns, batchSize);
     for (int perfRunCount = 0; perfRunCount < numRuns; perfRunCount++)
@@ -140,6 +138,7 @@ int main(int argc, char **argv)
 
             clock_t startCpuTime, endCpuTime;
             double startWallTime, endWallTime;
+            double cpuTime, wallTime;
             switch (testCase)
             {
                 case 0:

From b22bf93005268576956a5cd5dc131903697ea2f3 Mon Sep 17 00:00:00 2001
From: Abishek <52214183+r-abishek@users.noreply.github.com>
Date: Thu, 28 Sep 2023 14:37:01 -0700
Subject: [PATCH 32/63] Codacy fix - Remove unused cpuTime

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index c4257e344..5ff54d721 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -136,9 +136,8 @@ int main(int argc, char **argv)
             if (inputBitDepth == 2)
                 read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
 
-            clock_t startCpuTime, endCpuTime;
             double startWallTime, endWallTime;
-            double cpuTime, wallTime;
+            double wallTime;
             switch (testCase)
             {
                 case 0:
@@ -152,7 +151,6 @@ int main(int argc, char **argv)
                     Rpp32s resetInterval = 8192;
 
                     startWallTime = omp_get_wtime();
-                    startCpuTime= clock();
                     if (inputBitDepth == 2)
                         rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
                     else
@@ -171,7 +169,6 @@ int main(int argc, char **argv)
                 }
             }
 
-            endCpuTime = clock();
             endWallTime = omp_get_wtime();
             if (missingFuncFlag == 1)
             {
@@ -179,7 +176,6 @@ int main(int argc, char **argv)
                 return -1;
             }
 
-            cpuTime = ((double)(endCpuTime - startCpuTime)) / CLOCKS_PER_SEC;
             wallTime = endWallTime - startWallTime;
             maxWallTime = std::max(maxWallTime, wallTime);
             minWallTime = std::min(minWallTime, wallTime);
@@ -207,4 +203,4 @@ int main(int argc, char **argv)
     free(inputf32);
     free(outputf32);
     return 0;
-}
\ No newline at end of file
+}

From 4a5c357c60e9320bbd09388b5051dea485912768 Mon Sep 17 00:00:00 2001
From: Kiriti Gowda <kiritigowda@gmail.com>
Date: Mon, 23 Oct 2023 11:53:48 -0700
Subject: [PATCH 33/63] CMakeLists - Version Update

1.5.0 - TOT Version
---
 CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index be80eba5d..69f66beb6 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -25,7 +25,7 @@ set(CMAKE_CXX_STANDARD 17)
 project(rpp CXX)
 
 # RPP Version
-set(VERSION "1.4.0")
+set(VERSION "1.5.0")
 
 set(CMAKE_INSTALL_LIBDIR "lib" CACHE STRING "Library install directory")
 include(GNUInstallDirs)

From 2c8a78bfbedf688f413f9f0cae5a35fc18340d5d Mon Sep 17 00:00:00 2001
From: Kiriti Gowda <kiritigowda@gmail.com>
Date: Mon, 23 Oct 2023 11:55:37 -0700
Subject: [PATCH 34/63] CHANGELOG Updates

Version 1.5.0 placeholder
---
 CHANGELOG.md | 26 +++++++++++++++++++++++++-
 1 file changed, 25 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fb85b11d1..25f65f454 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,7 +5,31 @@
 ### Online Documentation
 [RPP Documentation](https://gpuopen-professionalcompute-libraries.github.io/rpp/)
 
-### RPP 1.4.0 (Unreleased)
+### RPP 1.5.0 (Unreleased)
+
+#### Added
+* 
+
+#### Optimizations
+* 
+
+#### Changed
+* Prerequisites 
+
+#### Fixed
+* 
+
+### Tested Configurations
+* Linux distribution
+  + Ubuntu - `20.04` / `22.04`
+  + CentOS - `7`
+  + RHEL - `8`/`9`
+* ROCm: rocm-core - `5.5.0.50500-63`
+* Clang - Version `5.0.1` and above
+* CMake - Version `3.22.3`
+* IEEE 754-based half-precision floating-point library - Version `1.12.0`
+
+### RPP 1.4.0
 
 #### Added
 * Updated Unit Tests

From 54cfa29c9643d94c31fd618534f8bac2d2287596 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Tue, 24 Oct 2023 07:20:16 +0000
Subject: [PATCH 35/63] resolved issue with file_system dependency in test
 suite

---
 utilities/test_suite/HIP/CMakeLists.txt     | 2 +-
 utilities/test_suite/HOST/CMakeLists.txt    | 4 ++--
 utilities/test_suite/rpp_test_suite_audio.h | 1 -
 3 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/utilities/test_suite/HIP/CMakeLists.txt b/utilities/test_suite/HIP/CMakeLists.txt
index 8e67ba014..d644e760f 100644
--- a/utilities/test_suite/HIP/CMakeLists.txt
+++ b/utilities/test_suite/HIP/CMakeLists.txt
@@ -67,7 +67,7 @@ if (hip_FOUND AND OpenCV_FOUND)
 
     add_executable(Tensor_hip Tensor_hip.cpp)
     set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -DGPU_SUPPORT=1 -DRPP_BACKEND_HIP=1 -std=gnu++14")
-    target_link_libraries(Tensor_hip ${OpenCV_LIBS} -lturbojpeg -lrpp ${hip_LIBRARIES} pthread ${LINK_LIBRARY_LIST} hip::device)
+    target_link_libraries(Tensor_hip ${OpenCV_LIBS} -lturbojpeg -lrpp -lstdc++fs ${hip_LIBRARIES} pthread ${LINK_LIBRARY_LIST} hip::device)
 else()
     message("-- ${Yellow}Error: OpenCV and hip must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
 endif()
\ No newline at end of file
diff --git a/utilities/test_suite/HOST/CMakeLists.txt b/utilities/test_suite/HOST/CMakeLists.txt
index bcfc3d73f..794f5103c 100644
--- a/utilities/test_suite/HOST/CMakeLists.txt
+++ b/utilities/test_suite/HOST/CMakeLists.txt
@@ -68,7 +68,7 @@ if (OpenCV_FOUND)
     add_executable(Tensor_host Tensor_host.cpp)
 
     set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=gnu++14")
-    target_link_libraries(Tensor_host ${OpenCV_LIBS} -lturbojpeg -lrpp pthread ${LINK_LIBRARY_LIST})
+    target_link_libraries(Tensor_host ${OpenCV_LIBS} -lturbojpeg -lrpp -lstdc++fs pthread ${LINK_LIBRARY_LIST})
 
 else()
     message("-- ${Yellow}Error: OpenCV must be installed to install ${PROJECT_NAME} successfully!${ColourReset}")
@@ -90,5 +90,5 @@ else()
 
     add_executable(Tensor_host_audio Tensor_host_audio.cpp)
     set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=gnu++14")
-    target_link_libraries(Tensor_host_audio ${libsnd_LIBS} -lsndfile -lrpp pthread ${LINK_LIBRARY_LIST} ${OpenCV_LIBS})
+    target_link_libraries(Tensor_host_audio ${libsnd_LIBS} -lsndfile -lrpp -lstdc++fs pthread ${LINK_LIBRARY_LIST})
 endif()
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 906161c4f..3d1566ec5 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -26,7 +26,6 @@ THE SOFTWARE.
 #include <vector>
 #include <half/half.hpp>
 
-namespace fs = boost::filesystem;
 using half_float::half;
 using namespace std;
 typedef half Rpp16f;

From c8bd72603b9fbf3023932a33b5bf3bd837330a88 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Tue, 24 Oct 2023 08:18:02 +0000
Subject: [PATCH 36/63] Doxygen changes

changed malloc to new in NSR kernel
---
 include/rppt_tensor_audio_augmentations.h     | 39 +++++++++++--------
 .../kernel/non_silent_region_detection.hpp    |  4 +-
 .../rppt_tensor_audio_augmentations.cpp       |  3 ++
 utilities/test_suite/rpp_test_suite_audio.h   |  1 -
 4 files changed, 27 insertions(+), 20 deletions(-)

diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 05080293b..8f5b04150 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -1,13 +1,16 @@
 /*
 Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
 in the Software without restriction, including without limitation the rights
 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 copies of the Software, and to permit persons to whom the Software is
 furnished to do so, subject to the following conditions:
+
 The above copyright notice and this permission notice shall be included in
 all copies or substantial portions of the Software.
+
 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
@@ -22,10 +25,13 @@ THE SOFTWARE.
 
 /*!
  * \file
- * \brief RPPT Tensor Audio Augmentation Functions.
- *
- * \defgroup group_tensor_audio Operations: AMD RPP Tensor Audio Operations
- * \brief Tensor Audio Augmentations.
+ * \brief RPPT Tensor Operations - Audio Augmentations.
+ * \defgroup group_rppt_tensor_audio_augmentations RPPT Tensor Operations - Audio Augmentations.
+ * \brief RPPT Tensor Operations - Audio Augmentations.
+ */
+
+/*! \addtogroup group_rppt_tensor_audio_augmentations
+ * @{
  */
 
 #include "rpp.h"
@@ -34,24 +40,23 @@ THE SOFTWARE.
 extern "C" {
 #endif
 
-/*! \brief Non Silent Region Detection augmentation HOST
+/*! \brief Non Silent Region Detection augmentation on HOST backend
  * \details Non Silent Region Detection augmentation for 1D audio buffer
             \n Finds the starting index and length of non silent region in the audio buffer by comparing the
             calculated short-term power with cutoff value passed
- * \param[in] srcPtr source tensor memory
- * \param[in] srcDescPtr source tensor descriptor
- * \param[in] srcLengthTensor source audio buffer length (tensor of batchSize values)
- * \param[out] detectedIndexTensor beginning index of non silent region (tensor of batchSize values)
- * \param[out] detectionLengthTensor length of non silent region  (tensor of batchSize values)
- * \param[in] cutOffDB cutOff(dB) below which the signal is considered silent
+ * \param[in] srcPtr source tensor in HOST memory
+ * \param[in] srcDescPtr source tensor descriptor (Restrictions - numDims = 3, offsetInBytes >= 0, dataType = F32)
+ * \param[in] srcLengthTensor source audio buffer length (1D tensor in HOST memory, of size batchSize)
+ * \param[out] detectedIndexTensor beginning index of non silent region (1D tensor in HOST memory, of size batchSize)
+ * \param[out] detectionLengthTensor length of non silent region  (1D tensor in HOST memory, of size batchSize)
+ * \param[in] cutOffDB cutOff in dB below which the signal is considered silent
  * \param[in] windowLength window length used for computing short-term power of the signal
  * \param[in] referencePower reference power that is used to convert the signal to dB
- * \param[in] resetInterval number of samples after which the moving mean average is recalculated to avoid loss of precision
- * \param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
- * \return <tt> RppStatus enum</tt>.
- * \returns RPP_SUCCESS <tt>\ref RppStatus</tt> on successful completion.
- * Else return RPP_ERROR
- * \ingroup group_tensor_audio
+ * \param[in] resetInterval number of samples after which the moving mean average is recalculated to avoid precision loss
+ * \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_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcLengthTensor, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
 
diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 734d267b8..5a7853fcf 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -51,7 +51,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // mmsBuffer length is equal to input audio length and can vary dynamically for each input in a batch
         // preallocating a static buffer for entire batchsize will be too big, so allocate mmsBuffer for each sample dynamically
-        Rpp32f *mmsBuffer = static_cast<Rpp32f *>(calloc(srcLength, sizeof(Rpp32f)));
+        Rpp32f *mmsBuffer = new Rpp32f[srcLength];
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input
@@ -121,7 +121,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         detectedIndexTensor[batchCount] = detectBegin;
         detectionLengthTensor[batchCount] = detectEnd;
-        free(mmsBuffer);
+        delete[] mmsBuffer;
     }
     return RPP_SUCCESS;
 }
\ No newline at end of file
diff --git a/src/modules/rppt_tensor_audio_augmentations.cpp b/src/modules/rppt_tensor_audio_augmentations.cpp
index 10e21e7b4..fbdb75321 100644
--- a/src/modules/rppt_tensor_audio_augmentations.cpp
+++ b/src/modules/rppt_tensor_audio_augmentations.cpp
@@ -1,13 +1,16 @@
 /*
 Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
 in the Software without restriction, including without limitation the rights
 to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 copies of the Software, and to permit persons to whom the Software is
 furnished to do so, subject to the following conditions:
+
 The above copyright notice and this permission notice shall be included in
 all copies or substantial portions of the Software.
+
 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 3d1566ec5..a56956107 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -21,7 +21,6 @@ THE SOFTWARE.
 */
 
 #include "rpp_test_suite_common.h"
-#include <fstream>
 #include <iomanip>
 #include <vector>
 #include <half/half.hpp>

From 1db142573a31ba52fe1c757ea78a0ffbefc17e46 Mon Sep 17 00:00:00 2001
From: Abishek <52214183+r-abishek@users.noreply.github.com>
Date: Wed, 1 Nov 2023 12:56:13 -0700
Subject: [PATCH 37/63] 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>
---
 include/rppdefs.h                             |    8 +-
 include/rppt_tensor_effects_augmentations.h   |   44 +
 .../cpu/host_tensor_effects_augmentations.hpp |    1 +
 src/modules/cpu/kernel/ricap.hpp              | 1572 +++++++++++++++++
 .../hip/hip_tensor_effects_augmentations.hpp  |    1 +
 src/modules/hip/kernel/ricap.hpp              |  251 +++
 src/modules/rppi_validate.hpp                 |   23 +
 .../rppt_tensor_color_augmentations.cpp       |    6 +-
 .../rppt_tensor_effects_augmentations.cpp     |  148 ++
 .../rppt_tensor_statistical_operations.cpp    |    8 +-
 utilities/test_suite/HIP/Tensor_hip.cpp       |   45 +-
 utilities/test_suite/HIP/runTests.py          |    4 +-
 utilities/test_suite/HIP/testAllScript.sh     |   14 +-
 utilities/test_suite/HOST/Tensor_host.cpp     |   42 +-
 utilities/test_suite/HOST/runTests.py         |    2 +-
 utilities/test_suite/HOST/testAllScript.sh    |   14 +-
 utilities/test_suite/README.md                |    4 +
 .../ricap/ricap_u8_Tensor_PKD3.csv            |    1 +
 .../ricap/ricap_u8_Tensor_PLN1.csv            |    1 +
 .../ricap/ricap_u8_Tensor_PLN3.csv            |    1 +
 .../1_img150x150.jpg                          |  Bin 0 -> 11164 bytes
 .../2_img150x150.jpg                          |  Bin 0 -> 15182 bytes
 .../3_img150x150.jpg                          |  Bin 0 -> 8330 bytes
 utilities/test_suite/rpp_test_suite_common.h  |   96 +-
 24 files changed, 2266 insertions(+), 20 deletions(-)
 create mode 100644 src/modules/cpu/kernel/ricap.hpp
 create mode 100644 src/modules/hip/kernel/ricap.hpp
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PKD3.csv
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN1.csv
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN3.csv
 create mode 100644 utilities/test_suite/TEST_IMAGES/three_images_150x150_src1/1_img150x150.jpg
 create mode 100644 utilities/test_suite/TEST_IMAGES/three_images_150x150_src1/2_img150x150.jpg
 create mode 100644 utilities/test_suite/TEST_IMAGES/three_images_150x150_src1/3_img150x150.jpg

diff --git a/include/rppdefs.h b/include/rppdefs.h
index 56616664f..b29a87fef 100644
--- a/include/rppdefs.h
+++ b/include/rppdefs.h
@@ -105,7 +105,13 @@ typedef enum
     /*! \brief Invalid src/dst tensor datatype. (Needs to adhere to function specification.) \ingroup group_rppdefs */
     RPP_ERROR_INVALID_SRC_OR_DST_DATATYPE      = -13,
     /*! \brief Insufficient dst buffer length provided. (Needs to adhere to function specification.) \ingroup group_rppdefs */
-    RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH    = -14
+    RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH    = -14,
+    /*! \brief Invalid datatype \ingroup group_rppdefs */
+    RPP_ERROR_INVALID_DATATYPE          = -15,
+    /*! \brief Not enough memory \ingroup group_rppdefs */
+    RPP_ERROR_NOT_ENOUGH_MEMORY         = -16,
+    /*! \brief Out of bound source ROI \ingroup group_rppdefs */
+    RPP_ERROR_OUT_OF_BOUND_SRC_ROI      = -17
 } RppStatus;
 
 /*! \brief RPP rppStatus_t type enums
diff --git a/include/rppt_tensor_effects_augmentations.h b/include/rppt_tensor_effects_augmentations.h
index 959853987..65eec2dda 100644
--- a/include/rppt_tensor_effects_augmentations.h
+++ b/include/rppt_tensor_effects_augmentations.h
@@ -372,6 +372,50 @@ RppStatus rppt_water_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstP
 RppStatus rppt_water_gpu(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, Rpp32f *amplitudeXTensor, Rpp32f *amplitudeYTensor, Rpp32f *frequencyXTensor, Rpp32f *frequencyYTensor, Rpp32f *phaseXTensor, Rpp32f *phaseYTensor, RpptROIPtr roiTensorPtrSrc, RpptRoiType roiType, rppHandle_t rppHandle);
 #endif // GPU_SUPPORT
 
+/*! \brief RICAP (Random Image Crop And Patch) augmentation on HOST backend for a NCHW/NHWC layout tensor
+ * \details The RICAP (Random Image Crop And Patch) augmentation runs as per https://arxiv.org/abs/1811.09030 for a batch of RGB(3 channel) / greyscale(1 channel) images with an NHWC/NCHW tensor layout.<br>
+ * The RICAP augmentation requires dimensions of input images to be the same across entire batch.<br>
+ * - srcPtr depth ranges - Rpp8u (0 to 255), Rpp16f (0 to 1), Rpp32f (0 to 1), Rpp8s (-128 to 127).
+ * - dstPtr depth ranges - Will be same depth as srcPtr.
+ * \image html img150x150.jpg Sample Input
+ * \image html effects_augmentations_ricap_img150x150.jpg Sample Output
+ * \param [in] srcPtr source tensor in HOST memory
+ * \param [in] srcDescPtr source tensor descriptor (Restrictions - numDims = 4, offsetInBytes >= 0, dataType = U8/F16/F32/I8, layout = NCHW/NHWC, c = 1/3)
+ * \param [out] dstPtr destination tensor in HOST memory
+ * \param [in] dstDescPtr destination tensor descriptor (Restrictions - numDims = 4, offsetInBytes >= 0, dataType = U8/F16/F32/I8, layout = NCHW/NHWC, c = same as that of srcDescPtr)
+ * \param[in] permutedIndicesTensor Array of batchSize permutation sets (2D tensor in HOST memory, of batchSize * 4. Each set of 4 permutations contains Rpp32u image indices for each region in the respective RICAP-output-image in the batch)
+ * \param[in] roiPtrInputCropRegion Array of 4 ROIs (2D tensor in HOST memory, of size 4 * 4-elements per ROI, in either format - XYWH(xy.x, xy.y, roiWidth, roiHeight) or LTRB(lt.x, lt.y, rb.x, rb.y))
+ * \param [in] roiType ROI type used (RpptRoiType::XYWH or RpptRoiType::LTRB)
+ * \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_ricap_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, Rpp32u *permutedIndicesTensor, RpptROIPtr roiPtrInputCropRegion, RpptRoiType roiType, rppHandle_t rppHandle);
+
+#ifdef GPU_SUPPORT
+/*! \brief RICAP (Random Image Crop And Patch) augmentation on HIP backend for a NCHW/NHWC layout tensor
+ * \details The RICAP (Random Image Crop And Patch) augmentation runs as per https://arxiv.org/abs/1811.09030 for a batch of RGB(3 channel) / greyscale(1 channel) images with an NHWC/NCHW tensor layout.<br>
+ * The RICAP augmentation requires dimensions of input images to be the same across entire batch.<br>
+ * - srcPtr depth ranges - Rpp8u (0 to 255), Rpp16f (0 to 1), Rpp32f (0 to 1), Rpp8s (-128 to 127).
+ * - dstPtr depth ranges - Will be same depth as srcPtr.
+ * \image html img150x150.jpg Sample Input
+ * \image html effects_augmentations_ricap_img150x150.jpg Sample Output
+ * \param [in] srcPtr source tensor in HIP memory
+ * \param [in] srcDescPtr source tensor descriptor (Restrictions - numDims = 4, offsetInBytes >= 0, dataType = U8/F16/F32/I8, layout = NCHW/NHWC, c = 1/3)
+ * \param [out] dstPtr destination tensor in HIP memory
+ * \param [in] dstDescPtr destination tensor descriptor (Restrictions - numDims = 4, offsetInBytes >= 0, dataType = U8/F16/F32/I8, layout = NCHW/NHWC, c = same as that of srcDescPtr)
+ * \param[in] permutedIndicesTensor Array of batchSize permutation sets (2D tensor in pinned/HOST memory, of batchSize * 4. Each set of 4 permutations contains Rpp32u image indices for each region in the respective RICAP-output-image in the batch)
+ * \param[in] roiPtrInputCropRegion Array of 4 ROIs (2D tensor in HIP memory, of size 4 * 4-elements per ROI, in either format - XYWH(xy.x, xy.y, roiWidth, roiHeight) or LTRB(lt.x, lt.y, rb.x, rb.y))
+ * \param [in] roiType ROI type used (RpptRoiType::XYWH or RpptRoiType::LTRB)
+ * \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_ricap_gpu(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, Rpp32u *permutedIndicesTensor, RpptROIPtr roiPtrInputCropRegion, RpptRoiType roiType, rppHandle_t rppHandle);
+#endif // GPU_SUPPORT
+
 /*! @}
  */
 
diff --git a/src/modules/cpu/host_tensor_effects_augmentations.hpp b/src/modules/cpu/host_tensor_effects_augmentations.hpp
index e446dfb71..0800728aa 100644
--- a/src/modules/cpu/host_tensor_effects_augmentations.hpp
+++ b/src/modules/cpu/host_tensor_effects_augmentations.hpp
@@ -30,5 +30,6 @@ THE SOFTWARE.
 #include "kernel/noise_gaussian.hpp"
 #include "kernel/non_linear_blend.hpp"
 #include "kernel/water.hpp"
+#include "kernel/ricap.hpp"
 
 #endif // HOST_TENSOR_EFFECTS_AUGMENTATIONS_HPP
diff --git a/src/modules/cpu/kernel/ricap.hpp b/src/modules/cpu/kernel/ricap.hpp
new file mode 100644
index 000000000..75d24bfd0
--- /dev/null
+++ b/src/modules/cpu/kernel/ricap.hpp
@@ -0,0 +1,1572 @@
+/*
+Copyright (c) 2019 - 2023 Advanced Micro Devices, Inc. All rights reserved.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+
+#include "rppdefs.h"
+#include "rpp_cpu_simd.hpp"
+#include "rpp_cpu_common.hpp"
+
+    // RICAP output image profile as per "Data Augmentation using Random Image Cropping and Patching for Deep CNNs" available at https://arxiv.org/pdf/1811.09030.pdf
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-1------|------img-roi-2------|
+    // |------img-roi-3------|------img-roi-4------|
+    // |------img-roi-3------|------img-roi-4------|
+    // |------img-roi-3------|------img-roi-4------|
+
+RppStatus ricap_u8_u8_host_tensor(Rpp8u *srcPtr,
+                                  RpptDescPtr srcDescPtr,
+                                  Rpp8u *dstPtr,
+                                  RpptDescPtr dstDescPtr,
+                                  Rpp32u *permutedIndices,
+                                  RpptROIPtr roiPtrInputCropRegion,
+                                  RpptRoiType roiType,
+                                  RppLayoutParams layoutParams,
+                                  rpp::Handle& handle)
+{
+    RpptROI roiDefault = {0, 0, (Rpp32s)srcDescPtr->w, (Rpp32s)srcDescPtr->h};
+    Rpp32u numThreads = handle.GetNumThreads();
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
+    {
+        RpptROI roi[4];
+        RpptROIPtr roiPtrInput[4];
+        Rpp8u *srcPtrImage[4], *srcPtrChannel[4];
+        Rpp32u bufferLength[4], alignedLength[4];
+        int permutedCount = batchCount * 4;
+
+        for (int i = 0; i < 4; i++)
+        {
+            roiPtrInput[i] = &roiPtrInputCropRegion[i];
+            compute_roi_validation_host(roiPtrInput[i], &roi[i], &roiDefault, roiType);
+            srcPtrImage[i] = srcPtr + (permutedIndices[permutedCount + i] * srcDescPtr->strides.nStride);
+            bufferLength[i] = roi[i].xywhROI.roiWidth * layoutParams.bufferMultiplier;
+            srcPtrChannel[i] = srcPtrImage[i] + (roi[i].xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi[i].xywhROI.xy.x * layoutParams.bufferMultiplier);
+            alignedLength[i] = (bufferLength[i] / 48) * 48;
+        }
+
+        Rpp8u *dstPtrImage, *dstPtrChannel;
+        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        dstPtrChannel = dstPtrImage;
+        Rpp32u vectorIncrement = 48;
+        Rpp32u vectorIncrementPerChannel = 16;
+
+        // Ricap with fused output-layout toggle (NHWC -> NCHW)
+        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
+        {
+            Rpp8u *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
+            srcPtrRow1 = srcPtrChannel[0];
+            srcPtrRow2 = srcPtrChannel[1];
+            srcPtrRow3 = srcPtrChannel[2];
+            srcPtrRow4 = srcPtrChannel[3];
+            dstPtrRowR = dstPtrChannel;
+            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
+            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp8u *srcPtrTemp1, *srcPtrTemp2, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp1 = srcPtrRow1;
+                srcPtrTemp2 = srcPtrRow2;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_u8pkd3_to_u8pln3, srcPtrTemp1, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp1 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp1[0];
+                    *dstPtrTempG++ = srcPtrTemp1[1];
+                    *dstPtrTempB++ = srcPtrTemp1[2];
+                    srcPtrTemp1 += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_u8pkd3_to_u8pln3, srcPtrTemp2, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp2 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp2[0];
+                    *dstPtrTempG++ = srcPtrTemp2[1];
+                    *dstPtrTempB++ = srcPtrTemp2[2];
+                    srcPtrTemp2 += 3;
+                }
+
+                srcPtrRow1 += srcDescPtr->strides.hStride;
+                srcPtrRow2 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp8u *srcPtrTemp3, *srcPtrTemp4, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp3 = srcPtrRow3;
+                srcPtrTemp4 = srcPtrRow4;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_u8pkd3_to_u8pln3, srcPtrTemp3, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp3 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp3[0];
+                    *dstPtrTempG++ = srcPtrTemp3[1];
+                    *dstPtrTempB++ = srcPtrTemp3[2];
+                    srcPtrTemp3 += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_u8pkd3_to_u8pln3, srcPtrTemp4, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp4 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp4[0];
+                    *dstPtrTempG++ = srcPtrTemp4[1];
+                    *dstPtrTempB++ = srcPtrTemp4[2];
+                    srcPtrTemp4 += 3;
+                }
+
+                srcPtrRow3 += srcDescPtr->strides.hStride;
+                srcPtrRow4 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap with fused output-layout toggle (NCHW -> NHWC)
+        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
+        {
+            Rpp8u *srcPtrRowR1, *srcPtrRowG1, *srcPtrRowB1, *srcPtrRowR2, *srcPtrRowG2, *srcPtrRowB2;
+            Rpp8u *srcPtrRowR3, *srcPtrRowG3, *srcPtrRowB3, *srcPtrRowR4, *srcPtrRowG4, *srcPtrRowB4, *dstPtrRow;
+            srcPtrRowR1 = srcPtrChannel[0];
+            srcPtrRowG1 = srcPtrRowR1 + srcDescPtr->strides.cStride;
+            srcPtrRowB1 = srcPtrRowG1 + srcDescPtr->strides.cStride;
+            srcPtrRowR2 = srcPtrChannel[1];
+            srcPtrRowG2 = srcPtrRowR2 + srcDescPtr->strides.cStride;
+            srcPtrRowB2 = srcPtrRowG2 + srcDescPtr->strides.cStride;
+            srcPtrRowR3 = srcPtrChannel[2];
+            srcPtrRowG3 = srcPtrRowR3 + srcDescPtr->strides.cStride;
+            srcPtrRowB3 = srcPtrRowG3 + srcDescPtr->strides.cStride;
+            srcPtrRowR4 = srcPtrChannel[3];
+            srcPtrRowG4 = srcPtrRowR4 + srcDescPtr->strides.cStride;
+            srcPtrRowB4 = srcPtrRowG4 + srcDescPtr->strides.cStride;
+            dstPtrRow = dstPtrChannel;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp8u *srcPtrTempR1, *srcPtrTempG1, *srcPtrTempB1, *srcPtrTempR2, *srcPtrTempG2, *srcPtrTempB2, *dstPtrTemp;
+                srcPtrTempR1 = srcPtrRowR1;
+                srcPtrTempG1 = srcPtrRowG1;
+                srcPtrTempB1 = srcPtrRowB1;
+                srcPtrTempR2 = srcPtrRowR2;
+                srcPtrTempG2 = srcPtrRowG2;
+                srcPtrTempB2 = srcPtrRowB2;
+
+                dstPtrTemp = dstPtrRow;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_u8pln3_to_u8pln3, srcPtrTempR1, srcPtrTempG1, srcPtrTempB1, px); // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR1 += vectorIncrementPerChannel;
+                    srcPtrTempG1 += vectorIncrementPerChannel;
+                    srcPtrTempB1 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR1++;
+                    dstPtrTemp[1] = *srcPtrTempG1++;
+                    dstPtrTemp[2] = *srcPtrTempB1++;
+                    dstPtrTemp += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_u8pln3_to_u8pln3, srcPtrTempR2, srcPtrTempG2, srcPtrTempB2, px); // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR2 += vectorIncrementPerChannel;
+                    srcPtrTempG2 += vectorIncrementPerChannel;
+                    srcPtrTempB2 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR2++;
+                    dstPtrTemp[1] = *srcPtrTempG2++;
+                    dstPtrTemp[2] = *srcPtrTempB2++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR1 += srcDescPtr->strides.hStride;
+                srcPtrRowG1 += srcDescPtr->strides.hStride;
+                srcPtrRowB1 += srcDescPtr->strides.hStride;
+                srcPtrRowR2 += srcDescPtr->strides.hStride;
+                srcPtrRowG2 += srcDescPtr->strides.hStride;
+                srcPtrRowB2 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp8u *srcPtrTempR3, *srcPtrTempG3, *srcPtrTempB3, *srcPtrTempR4, *srcPtrTempG4, *srcPtrTempB4, *dstPtrTemp;
+                srcPtrTempR3 = srcPtrRowR3;
+                srcPtrTempG3 = srcPtrRowG3;
+                srcPtrTempB3 = srcPtrRowB3;
+                srcPtrTempR4 = srcPtrRowR4;
+                srcPtrTempG4 = srcPtrRowG4;
+                srcPtrTempB4 = srcPtrRowB4;
+                dstPtrTemp = dstPtrRow;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_u8pln3_to_u8pln3, srcPtrTempR3, srcPtrTempG3, srcPtrTempB3, px); // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR3 += vectorIncrementPerChannel;
+                    srcPtrTempG3 += vectorIncrementPerChannel;
+                    srcPtrTempB3 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR3++;
+                    dstPtrTemp[1] = *srcPtrTempG3++;
+                    dstPtrTemp[2] = *srcPtrTempB3++;
+                    dstPtrTemp += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_u8pln3_to_u8pln3, srcPtrTempR4, srcPtrTempG4, srcPtrTempB4, px); // simd loads
+                    rpp_simd_store(rpp_store48_u8pln3_to_u8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR4 += vectorIncrementPerChannel;
+                    srcPtrTempG4 += vectorIncrementPerChannel;
+                    srcPtrTempB4 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR4++;
+                    dstPtrTemp[1] = *srcPtrTempG4++;
+                    dstPtrTemp[2] = *srcPtrTempB4++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR3 += srcDescPtr->strides.hStride;
+                srcPtrRowG3 += srcDescPtr->strides.hStride;
+                srcPtrRowB3 += srcDescPtr->strides.hStride;
+                srcPtrRowR4 += srcDescPtr->strides.hStride;
+                srcPtrRowG4 += srcDescPtr->strides.hStride;
+                srcPtrRowB4 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
+        else
+        {
+            for (int c = 0; c < layoutParams.channelParam; c++)
+            {
+                Rpp8u *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRow;
+                srcPtrRow1 = srcPtrChannel[0];
+                srcPtrRow2 = srcPtrChannel[1];
+                srcPtrRow3 = srcPtrChannel[2];
+                srcPtrRow4 = srcPtrChannel[3];
+                dstPtrRow = dstPtrChannel;
+
+                for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+                {
+                    Rpp8u *srcPtrTemp1, *srcPtrTemp2, *dstPtrTemp;
+                    srcPtrTemp1 = srcPtrRow1;
+                    srcPtrTemp2 = srcPtrRow2;
+                    dstPtrTemp = dstPtrRow;
+
+                    memcpy(dstPtrTemp, srcPtrTemp1, bufferLength[0]);
+                    dstPtrTemp += bufferLength[0];
+                    memcpy(dstPtrTemp, srcPtrTemp2, bufferLength[1]);
+                    srcPtrRow1 += srcDescPtr->strides.hStride;
+                    srcPtrRow2 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+                {
+                    Rpp8u *srcPtrTemp3, *srcPtrTemp4, *dstPtrTemp;
+                    srcPtrTemp3 = srcPtrRow3;
+                    srcPtrTemp4 = srcPtrRow4;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp3, bufferLength[2]);
+                    dstPtrTemp += bufferLength[2];
+                    memcpy(dstPtrTemp, srcPtrTemp4, bufferLength[3]);
+
+                    srcPtrRow3 += srcDescPtr->strides.hStride;
+                    srcPtrRow4 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                srcPtrChannel[0] += srcDescPtr->strides.cStride;
+                srcPtrChannel[1] += srcDescPtr->strides.cStride;
+                srcPtrChannel[2] += srcDescPtr->strides.cStride;
+                srcPtrChannel[3] += srcDescPtr->strides.cStride;
+                dstPtrChannel += dstDescPtr->strides.cStride;
+            }
+        }
+    }
+
+    return RPP_SUCCESS;
+}
+
+RppStatus ricap_f32_f32_host_tensor(Rpp32f *srcPtr,
+                                    RpptDescPtr srcDescPtr,
+                                    Rpp32f *dstPtr,
+                                    RpptDescPtr dstDescPtr,
+                                    Rpp32u *permutedIndices,
+                                    RpptROIPtr roiPtrInputCropRegion,
+                                    RpptRoiType roiType,
+                                    RppLayoutParams layoutParams,
+                                    rpp::Handle& handle)
+{
+    RpptROI roiDefault = {0, 0, (Rpp32s)srcDescPtr->w, (Rpp32s)srcDescPtr->h};
+    Rpp32u numThreads = handle.GetNumThreads();
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
+    {
+        RpptROI roi[4];
+        RpptROIPtr roiPtrInput[4];
+        Rpp32f *srcPtrImage[4], *srcPtrChannel[4];
+        Rpp32u bufferLength[4], alignedLength[4];
+        int permutedCount = batchCount * 4;
+
+        for (int i = 0; i < 4; i++)
+        {
+            roiPtrInput[i] = &roiPtrInputCropRegion[i];
+            compute_roi_validation_host(roiPtrInput[i], &roi[i], &roiDefault, roiType);
+            srcPtrImage[i] = srcPtr + (permutedIndices[permutedCount + i] * srcDescPtr->strides.nStride);
+            bufferLength[i] = roi[i].xywhROI.roiWidth * layoutParams.bufferMultiplier;
+            srcPtrChannel[i] = srcPtrImage[i] + (roi[i].xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi[i].xywhROI.xy.x * layoutParams.bufferMultiplier);
+            alignedLength[i] = (bufferLength[i] / 12) * 12;
+        }
+
+        Rpp32f *dstPtrImage, *dstPtrChannel;
+        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        dstPtrChannel = dstPtrImage;
+        Rpp32u vectorIncrement = 12;
+        Rpp32u vectorIncrementPerChannel = 4;
+
+        // Ricap with fused output-layout toggle (NHWC -> NCHW)
+        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
+        {
+            Rpp32f *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
+            srcPtrRow1 = srcPtrChannel[0];
+            srcPtrRow2 = srcPtrChannel[1];
+            srcPtrRow3 = srcPtrChannel[2];
+            srcPtrRow4 = srcPtrChannel[3];
+            dstPtrRowR = dstPtrChannel;
+            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
+            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp32f *srcPtrTemp1, *srcPtrTemp2, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp1 = srcPtrRow1;
+                srcPtrTemp2 = srcPtrRow2;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrement)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp1, p);                             // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp1 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp1[0];
+                    *dstPtrTempG++ = srcPtrTemp1[1];
+                    *dstPtrTempB++ = srcPtrTemp1[2];
+                    srcPtrTemp1 += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrement)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp2, p);                             // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp2 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp2[0];
+                    *dstPtrTempG++ = srcPtrTemp2[1];
+                    *dstPtrTempB++ = srcPtrTemp2[2];
+                    srcPtrTemp2 += 3;
+                }
+
+                srcPtrRow1 += srcDescPtr->strides.hStride;
+                srcPtrRow2 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp32f *srcPtrTemp3, *srcPtrTemp4, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp3 = srcPtrRow3;
+                srcPtrTemp4 = srcPtrRow4;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrement)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp3, p);                             // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp3 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp3[0];
+                    *dstPtrTempG++ = srcPtrTemp3[1];
+                    *dstPtrTempB++ = srcPtrTemp3[2];
+                    srcPtrTemp3 += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrement)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp4, p);                             // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp4 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp4[0];
+                    *dstPtrTempG++ = srcPtrTemp4[1];
+                    *dstPtrTempB++ = srcPtrTemp4[2];
+                    srcPtrTemp4 += 3;
+                }
+
+                srcPtrRow3 += srcDescPtr->strides.hStride;
+                srcPtrRow4 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap with fused output-layout toggle (NCHW -> NHWC)
+        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
+        {
+            Rpp32f *srcPtrRowR1, *srcPtrRowG1, *srcPtrRowB1, *srcPtrRowR2, *srcPtrRowG2, *srcPtrRowB2, *srcPtrRowR3, *srcPtrRowG3, *srcPtrRowB3, *srcPtrRowR4, *srcPtrRowG4, *srcPtrRowB4, *dstPtrRow;
+            srcPtrRowR1 = srcPtrChannel[0];
+            srcPtrRowG1 = srcPtrRowR1 + srcDescPtr->strides.cStride;
+            srcPtrRowB1 = srcPtrRowG1 + srcDescPtr->strides.cStride;
+            srcPtrRowR2 = srcPtrChannel[1];
+            srcPtrRowG2 = srcPtrRowR2 + srcDescPtr->strides.cStride;
+            srcPtrRowB2 = srcPtrRowG2 + srcDescPtr->strides.cStride;
+            srcPtrRowR3 = srcPtrChannel[2];
+            srcPtrRowG3 = srcPtrRowR3 + srcDescPtr->strides.cStride;
+            srcPtrRowB3 = srcPtrRowG3 + srcDescPtr->strides.cStride;
+            srcPtrRowR4 = srcPtrChannel[3];
+            srcPtrRowG4 = srcPtrRowR4 + srcDescPtr->strides.cStride;
+            srcPtrRowB4 = srcPtrRowG4 + srcDescPtr->strides.cStride;
+            dstPtrRow = dstPtrChannel;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp32f *srcPtrTempR1, *srcPtrTempG1, *srcPtrTempB1, *srcPtrTempR2, *srcPtrTempG2, *srcPtrTempB2, *dstPtrTemp;
+                srcPtrTempR1 = srcPtrRowR1;
+                srcPtrTempG1 = srcPtrRowG1;
+                srcPtrTempB1 = srcPtrRowB1;
+                srcPtrTempR2 = srcPtrRowR2;
+                srcPtrTempG2 = srcPtrRowG2;
+                srcPtrTempB2 = srcPtrRowB2;
+                dstPtrTemp = dstPtrRow;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrementPerChannel)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTempR1, srcPtrTempG1, srcPtrTempB1, p); // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp, p);                             // simd stores
+                    srcPtrTempR1 += vectorIncrementPerChannel;
+                    srcPtrTempG1 += vectorIncrementPerChannel;
+                    srcPtrTempB1 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR1++;
+                    dstPtrTemp[1] = *srcPtrTempG1++;
+                    dstPtrTemp[2] = *srcPtrTempB1++;
+                    dstPtrTemp += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrementPerChannel)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTempR2, srcPtrTempG2, srcPtrTempB2, p); // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp, p);                             // simd stores
+                    srcPtrTempR2 += vectorIncrementPerChannel;
+                    srcPtrTempG2 += vectorIncrementPerChannel;
+                    srcPtrTempB2 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR2++;
+                    dstPtrTemp[1] = *srcPtrTempG2++;
+                    dstPtrTemp[2] = *srcPtrTempB2++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR1 += srcDescPtr->strides.hStride;
+                srcPtrRowG1 += srcDescPtr->strides.hStride;
+                srcPtrRowB1 += srcDescPtr->strides.hStride;
+                srcPtrRowR2 += srcDescPtr->strides.hStride;
+                srcPtrRowG2 += srcDescPtr->strides.hStride;
+                srcPtrRowB2 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp32f *srcPtrTempR3, *srcPtrTempG3, *srcPtrTempB3, *srcPtrTempR4, *srcPtrTempG4, *srcPtrTempB4, *dstPtrTemp;
+                srcPtrTempR3 = srcPtrRowR3;
+                srcPtrTempG3 = srcPtrRowG3;
+                srcPtrTempB3 = srcPtrRowB3;
+                srcPtrTempR4 = srcPtrRowR4;
+                srcPtrTempG4 = srcPtrRowG4;
+                srcPtrTempB4 = srcPtrRowB4;
+                dstPtrTemp = dstPtrRow;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrementPerChannel)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTempR3, srcPtrTempG3, srcPtrTempB3, p); // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp, p);                             // simd stores
+                    srcPtrTempR3 += vectorIncrementPerChannel;
+                    srcPtrTempG3 += vectorIncrementPerChannel;
+                    srcPtrTempB3 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR3++;
+                    dstPtrTemp[1] = *srcPtrTempG3++;
+                    dstPtrTemp[2] = *srcPtrTempB3++;
+                    dstPtrTemp += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrementPerChannel)
+                {
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTempR4, srcPtrTempG4, srcPtrTempB4, p); // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp, p);                             // simd stores
+                    srcPtrTempR4 += vectorIncrementPerChannel;
+                    srcPtrTempG4 += vectorIncrementPerChannel;
+                    srcPtrTempB4 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR4++;
+                    dstPtrTemp[1] = *srcPtrTempG4++;
+                    dstPtrTemp[2] = *srcPtrTempB4++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR3 += srcDescPtr->strides.hStride;
+                srcPtrRowG3 += srcDescPtr->strides.hStride;
+                srcPtrRowB3 += srcDescPtr->strides.hStride;
+                srcPtrRowR4 += srcDescPtr->strides.hStride;
+                srcPtrRowG4 += srcDescPtr->strides.hStride;
+                srcPtrRowB4 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
+        else
+        {
+            Rpp32u copyLengthInBytes1 = (bufferLength[0]) * sizeof(Rpp32f);
+            Rpp32u copyLengthInBytes2 = (bufferLength[1]) * sizeof(Rpp32f);
+            Rpp32u copyLengthInBytes3 = (bufferLength[2]) * sizeof(Rpp32f);
+            Rpp32u copyLengthInBytes4 = (bufferLength[3]) * sizeof(Rpp32f);
+
+            for (int c = 0; c < layoutParams.channelParam; c++)
+            {
+                Rpp32f *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRow;
+                srcPtrRow1 = srcPtrChannel[0];
+                srcPtrRow2 = srcPtrChannel[1];
+                srcPtrRow3 = srcPtrChannel[2];
+                srcPtrRow4 = srcPtrChannel[3];
+                dstPtrRow = dstPtrChannel;
+
+                for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+                {
+                    Rpp32f *srcPtrTemp1, *srcPtrTemp2, *dstPtrTemp;
+                    srcPtrTemp1 = srcPtrRow1;
+                    srcPtrTemp2 = srcPtrRow2;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp1, copyLengthInBytes1);
+                    dstPtrTemp += bufferLength[0];
+                    memcpy(dstPtrTemp, srcPtrTemp2, copyLengthInBytes2);
+
+                    srcPtrRow1 += srcDescPtr->strides.hStride;
+                    srcPtrRow2 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+                {
+                    Rpp32f *srcPtrTemp3, *srcPtrTemp4, *dstPtrTemp;
+                    srcPtrTemp3 = srcPtrRow3;
+                    srcPtrTemp4 = srcPtrRow4;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp3, copyLengthInBytes3);
+                    dstPtrTemp += bufferLength[2];
+                    memcpy(dstPtrTemp, srcPtrTemp4, copyLengthInBytes4);
+
+                    srcPtrRow3 += srcDescPtr->strides.hStride;
+                    srcPtrRow4 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                srcPtrChannel[0] += srcDescPtr->strides.cStride;
+                srcPtrChannel[1] += srcDescPtr->strides.cStride;
+                srcPtrChannel[2] += srcDescPtr->strides.cStride;
+                srcPtrChannel[3] += srcDescPtr->strides.cStride;
+                dstPtrChannel += dstDescPtr->strides.cStride;
+            }
+        }
+    }
+
+    return RPP_SUCCESS;
+}
+
+
+RppStatus ricap_f16_f16_host_tensor(Rpp16f *srcPtr,
+                                    RpptDescPtr srcDescPtr,
+                                    Rpp16f *dstPtr,
+                                    RpptDescPtr dstDescPtr,
+                                    Rpp32u *permutedIndices,
+                                    RpptROIPtr roiPtrInputCropRegion,
+                                    RpptRoiType roiType,
+                                    RppLayoutParams layoutParams,
+                                    rpp::Handle& handle)
+{
+    RpptROI roiDefault = {0, 0, (Rpp32s)srcDescPtr->w, (Rpp32s)srcDescPtr->h};
+    Rpp32u numThreads = handle.GetNumThreads();
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
+    {
+        RpptROI roi[4];
+        RpptROIPtr roiPtrInput[4];
+        Rpp16f *srcPtrImage[4], *srcPtrChannel[4];
+        Rpp32u bufferLength[4], alignedLength[4];
+        int permutedCount = batchCount * 4;
+
+        for (int i = 0; i < 4; i++)
+        {
+            roiPtrInput[i] = &roiPtrInputCropRegion[i];
+            compute_roi_validation_host(roiPtrInput[i], &roi[i], &roiDefault, roiType);
+            srcPtrImage[i] = srcPtr + (permutedIndices[permutedCount + i] * srcDescPtr->strides.nStride);
+            bufferLength[i] = roi[i].xywhROI.roiWidth * layoutParams.bufferMultiplier;
+            srcPtrChannel[i] = srcPtrImage[i] + (roi[i].xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi[i].xywhROI.xy.x * layoutParams.bufferMultiplier);
+            alignedLength[i] = (bufferLength[i] / 12) * 12;
+        }
+
+        Rpp16f *dstPtrImage, *dstPtrChannel;
+        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        dstPtrChannel = dstPtrImage;
+        Rpp32u vectorIncrement = 12;
+        Rpp32u vectorIncrementPerChannel = 4;
+
+        // ricap with fused output-layout toggle (NHWC -> NCHW)
+        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
+        {
+            Rpp16f *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
+            srcPtrRow1 = srcPtrChannel[0];
+            srcPtrRow2 = srcPtrChannel[1];
+            srcPtrRow3 = srcPtrChannel[2];
+            srcPtrRow4 = srcPtrChannel[3];
+            dstPtrRowR = dstPtrChannel;
+            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
+            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp16f *srcPtrTemp1, *srcPtrTemp2, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp1 = srcPtrRow1;
+                srcPtrTemp2 = srcPtrRow2;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrement)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[12];
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTemp1 + cnt);
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp_ps, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTemp_ps, dstPtrTemp_ps + 4, dstPtrTemp_ps + 8, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(dstPtrTempR + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+                        *(dstPtrTempG + cnt) = (Rpp16f) *(dstPtrTemp_ps + 4 + cnt);
+                        *(dstPtrTempB + cnt) = (Rpp16f) *(dstPtrTemp_ps + 8 + cnt);
+                    }
+
+                    srcPtrTemp1 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp1[0];
+                    *dstPtrTempG++ = srcPtrTemp1[1];
+                    *dstPtrTempB++ = srcPtrTemp1[2];
+                    srcPtrTemp1 += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrement)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[12];
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTemp2 + cnt);
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp_ps, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTemp_ps, dstPtrTemp_ps + 4, dstPtrTemp_ps + 8, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(dstPtrTempR + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+                        *(dstPtrTempG + cnt) = (Rpp16f) *(dstPtrTemp_ps + 4 + cnt);
+                        *(dstPtrTempB + cnt) = (Rpp16f) *(dstPtrTemp_ps + 8 + cnt);
+                    }
+
+                    srcPtrTemp2 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp2[0];
+                    *dstPtrTempG++ = srcPtrTemp2[1];
+                    *dstPtrTempB++ = srcPtrTemp2[2];
+                    srcPtrTemp2 += 3;
+                }
+
+                srcPtrRow1 += srcDescPtr->strides.hStride;
+                srcPtrRow2 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp16f *srcPtrTemp3, *srcPtrTemp4, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp3 = srcPtrRow3;
+                srcPtrTemp4 = srcPtrRow4;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrement)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[12];
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTemp3 + cnt);
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp_ps, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTemp_ps, dstPtrTemp_ps + 4, dstPtrTemp_ps + 8, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(dstPtrTempR + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+                        *(dstPtrTempG + cnt) = (Rpp16f) *(dstPtrTemp_ps + 4 + cnt);
+                        *(dstPtrTempB + cnt) = (Rpp16f) *(dstPtrTemp_ps + 8 + cnt);
+                    }
+
+                    srcPtrTemp3 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp3[0];
+                    *dstPtrTempG++ = srcPtrTemp3[1];
+                    *dstPtrTempB++ = srcPtrTemp3[2];
+                    srcPtrTemp3 += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrement)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[12];
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTemp4 + cnt);
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pkd3_to_f32pln3, srcPtrTemp_ps, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pln3, dstPtrTemp_ps, dstPtrTemp_ps + 4, dstPtrTemp_ps + 8, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(dstPtrTempR + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+                        *(dstPtrTempG + cnt) = (Rpp16f) *(dstPtrTemp_ps + 4 + cnt);
+                        *(dstPtrTempB + cnt) = (Rpp16f) *(dstPtrTemp_ps + 8 + cnt);
+                    }
+
+                    srcPtrTemp4 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp4[0];
+                    *dstPtrTempG++ = srcPtrTemp4[1];
+                    *dstPtrTempB++ = srcPtrTemp4[2];
+                    srcPtrTemp4 += 3;
+                }
+
+                srcPtrRow3 += srcDescPtr->strides.hStride;
+                srcPtrRow4 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap with fused output-layout toggle (NCHW -> NHWC)
+        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
+        {
+            Rpp16f *srcPtrRowR1, *srcPtrRowG1, *srcPtrRowB1, *srcPtrRowR2, *srcPtrRowG2, *srcPtrRowB2, *srcPtrRowR3, *srcPtrRowG3, *srcPtrRowB3, *srcPtrRowR4, *srcPtrRowG4, *srcPtrRowB4, *dstPtrRow;
+            srcPtrRowR1 = srcPtrChannel[0];
+            srcPtrRowG1 = srcPtrRowR1 + srcDescPtr->strides.cStride;
+            srcPtrRowB1 = srcPtrRowG1 + srcDescPtr->strides.cStride;
+            srcPtrRowR2 = srcPtrChannel[1];
+            srcPtrRowG2 = srcPtrRowR2 + srcDescPtr->strides.cStride;
+            srcPtrRowB2 = srcPtrRowG2 + srcDescPtr->strides.cStride;
+            srcPtrRowR3 = srcPtrChannel[2];
+            srcPtrRowG3 = srcPtrRowR3 + srcDescPtr->strides.cStride;
+            srcPtrRowB3 = srcPtrRowG3 + srcDescPtr->strides.cStride;
+            srcPtrRowR4 = srcPtrChannel[3];
+            srcPtrRowG4 = srcPtrRowR4 + srcDescPtr->strides.cStride;
+            srcPtrRowB4 = srcPtrRowG4 + srcDescPtr->strides.cStride;
+            dstPtrRow = dstPtrChannel;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp16f *srcPtrTempR1, *srcPtrTempG1, *srcPtrTempB1, *srcPtrTempR2, *srcPtrTempG2, *srcPtrTempB2, *dstPtrTemp;
+                srcPtrTempR1 = srcPtrRowR1;
+                srcPtrTempG1 = srcPtrRowG1;
+                srcPtrTempB1 = srcPtrRowB1;
+                srcPtrTempR2 = srcPtrRowR2;
+                srcPtrTempG2 = srcPtrRowG2;
+                srcPtrTempB2 = srcPtrRowB2;
+                dstPtrTemp = dstPtrRow;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrementPerChannel)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[13];
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTempR1 + cnt);
+                        *(srcPtrTemp_ps + 4 + cnt) = (Rpp32f) *(srcPtrTempG1 + cnt);
+                        *(srcPtrTemp_ps + 8 + cnt) = (Rpp32f) *(srcPtrTempB1 + cnt);
+                    }
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTemp_ps, srcPtrTemp_ps + 4, srcPtrTemp_ps + 8, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp_ps, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(dstPtrTemp + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+
+                    srcPtrTempR1 += vectorIncrementPerChannel;
+                    srcPtrTempG1 += vectorIncrementPerChannel;
+                    srcPtrTempB1 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR1++;
+                    dstPtrTemp[1] = *srcPtrTempG1++;
+                    dstPtrTemp[2] = *srcPtrTempB1++;
+                    dstPtrTemp += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrementPerChannel)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[13];
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTempR2 + cnt);
+                        *(srcPtrTemp_ps + 4 + cnt) = (Rpp32f) *(srcPtrTempG2 + cnt);
+                        *(srcPtrTemp_ps + 8 + cnt) = (Rpp32f) *(srcPtrTempB2 + cnt);
+                    }
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTemp_ps, srcPtrTemp_ps + 4, srcPtrTemp_ps + 8, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp_ps, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(dstPtrTemp + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+
+                    srcPtrTempR2 += vectorIncrementPerChannel;
+                    srcPtrTempG2 += vectorIncrementPerChannel;
+                    srcPtrTempB2 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR2++;
+                    dstPtrTemp[1] = *srcPtrTempG2++;
+                    dstPtrTemp[2] = *srcPtrTempB2++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR1 += srcDescPtr->strides.hStride;
+                srcPtrRowG1 += srcDescPtr->strides.hStride;
+                srcPtrRowB1 += srcDescPtr->strides.hStride;
+                srcPtrRowR2 += srcDescPtr->strides.hStride;
+                srcPtrRowG2 += srcDescPtr->strides.hStride;
+                srcPtrRowB2 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp16f *srcPtrTempR3, *srcPtrTempG3, *srcPtrTempB3, *srcPtrTempR4, *srcPtrTempG4, *srcPtrTempB4, *dstPtrTemp;
+                srcPtrTempR3 = srcPtrRowR3;
+                srcPtrTempG3 = srcPtrRowG3;
+                srcPtrTempB3 = srcPtrRowB3;
+                srcPtrTempR4 = srcPtrRowR4;
+                srcPtrTempG4 = srcPtrRowG4;
+                srcPtrTempB4 = srcPtrRowB4;
+                dstPtrTemp = dstPtrRow;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrementPerChannel)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[13];
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTempR3 + cnt);
+                        *(srcPtrTemp_ps + 4 + cnt) = (Rpp32f) *(srcPtrTempG3 + cnt);
+                        *(srcPtrTemp_ps + 8 + cnt) = (Rpp32f) *(srcPtrTempB3 + cnt);
+                    }
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTemp_ps, srcPtrTemp_ps + 4, srcPtrTemp_ps + 8, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp_ps, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(dstPtrTemp + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+
+                    srcPtrTempR3 += vectorIncrementPerChannel;
+                    srcPtrTempG3 += vectorIncrementPerChannel;
+                    srcPtrTempB3 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR3++;
+                    dstPtrTemp[1] = *srcPtrTempG3++;
+                    dstPtrTemp[2] = *srcPtrTempB3++;
+                    dstPtrTemp += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrementPerChannel)
+                {
+                    Rpp32f srcPtrTemp_ps[12], dstPtrTemp_ps[13];
+                    for(int cnt = 0; cnt < 4; cnt++)
+                    {
+                        *(srcPtrTemp_ps + cnt) = (Rpp32f) *(srcPtrTempR4 + cnt);
+                        *(srcPtrTemp_ps + 4 + cnt) = (Rpp32f) *(srcPtrTempG4 + cnt);
+                        *(srcPtrTemp_ps + 8 + cnt) = (Rpp32f) *(srcPtrTempB4 + cnt);
+                    }
+
+                    __m128 p[4];
+                    rpp_simd_load(rpp_load12_f32pln3_to_f32pln3, srcPtrTemp_ps, srcPtrTemp_ps + 4, srcPtrTemp_ps + 8, p);    // simd loads
+                    rpp_simd_store(rpp_store12_f32pln3_to_f32pkd3, dstPtrTemp_ps, p);    // simd stores
+
+                    for(int cnt = 0; cnt < 12; cnt++)
+                        *(dstPtrTemp + cnt) = (Rpp16f) *(dstPtrTemp_ps + cnt);
+
+                    srcPtrTempR4 += vectorIncrementPerChannel;
+                    srcPtrTempG4 += vectorIncrementPerChannel;
+                    srcPtrTempB4 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR4++;
+                    dstPtrTemp[1] = *srcPtrTempG4++;
+                    dstPtrTemp[2] = *srcPtrTempB4++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR3 += srcDescPtr->strides.hStride;
+                srcPtrRowG3 += srcDescPtr->strides.hStride;
+                srcPtrRowB3 += srcDescPtr->strides.hStride;
+                srcPtrRowR4 += srcDescPtr->strides.hStride;
+                srcPtrRowG4 += srcDescPtr->strides.hStride;
+                srcPtrRowB4 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
+        else
+        {
+            Rpp32u copyLengthInBytes1 = (bufferLength[0]) * sizeof(Rpp16f);
+            Rpp32u copyLengthInBytes2 = (bufferLength[1]) * sizeof(Rpp16f);
+            Rpp32u copyLengthInBytes3 = (bufferLength[2]) * sizeof(Rpp16f);
+            Rpp32u copyLengthInBytes4 = (bufferLength[3]) * sizeof(Rpp16f);
+
+            for (int c = 0; c < layoutParams.channelParam; c++)
+            {
+                Rpp16f *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRow;
+                srcPtrRow1 = srcPtrChannel[0];
+                srcPtrRow2 = srcPtrChannel[1];
+                srcPtrRow3 = srcPtrChannel[2];
+                srcPtrRow4 = srcPtrChannel[3];
+                dstPtrRow = dstPtrChannel;
+
+                for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+                {
+                    Rpp16f *srcPtrTemp1, *srcPtrTemp2, *dstPtrTemp;
+                    srcPtrTemp1 = srcPtrRow1;
+                    srcPtrTemp2 = srcPtrRow2;
+                    dstPtrTemp = dstPtrRow;
+
+                    memcpy(dstPtrTemp, srcPtrTemp1, copyLengthInBytes1);
+                    dstPtrTemp += bufferLength[0];
+                    memcpy(dstPtrTemp, srcPtrTemp2, copyLengthInBytes2);
+                    srcPtrRow1 += srcDescPtr->strides.hStride;
+                    srcPtrRow2 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+                {
+                    Rpp16f *srcPtrTemp3, *srcPtrTemp4, *dstPtrTemp;
+                    srcPtrTemp3 = srcPtrRow3;
+                    srcPtrTemp4 = srcPtrRow4;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp3, copyLengthInBytes3);
+                    dstPtrTemp += bufferLength[2];
+                    memcpy(dstPtrTemp, srcPtrTemp4, copyLengthInBytes4);
+
+                    srcPtrRow3 += srcDescPtr->strides.hStride;
+                    srcPtrRow4 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                srcPtrChannel[0] += srcDescPtr->strides.cStride;
+                srcPtrChannel[1] += srcDescPtr->strides.cStride;
+                srcPtrChannel[2] += srcDescPtr->strides.cStride;
+                srcPtrChannel[3] += srcDescPtr->strides.cStride;
+                dstPtrChannel += dstDescPtr->strides.cStride;
+            }
+        }
+    }
+
+    return RPP_SUCCESS;
+}
+
+RppStatus ricap_i8_i8_host_tensor(Rpp8s *srcPtr,
+                                  RpptDescPtr srcDescPtr,
+                                  Rpp8s *dstPtr,
+                                  RpptDescPtr dstDescPtr,
+                                  Rpp32u *permutedIndices,
+                                  RpptROIPtr roiPtrInputCropRegion,
+                                  RpptRoiType roiType,
+                                  RppLayoutParams layoutParams,
+                                  rpp::Handle& handle)
+{
+    RpptROI roiDefault = {0, 0, (Rpp32s)srcDescPtr->w, (Rpp32s)srcDescPtr->h};
+    Rpp32u numThreads = handle.GetNumThreads();
+
+    omp_set_dynamic(0);
+#pragma omp parallel for num_threads(numThreads)
+    for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
+    {
+        RpptROI roi[4];
+        RpptROIPtr roiPtrInput[4];
+        Rpp8s *srcPtrImage[4], *srcPtrChannel[4];
+        Rpp32u bufferLength[4], alignedLength[4];
+        int permutedCount = batchCount * 4;
+
+        for (int i = 0; i < 4; i++)
+        {
+            roiPtrInput[i] = &roiPtrInputCropRegion[i];
+            compute_roi_validation_host(roiPtrInput[i], &roi[i], &roiDefault, roiType);
+            srcPtrImage[i] = srcPtr + (permutedIndices[permutedCount + i] * srcDescPtr->strides.nStride);
+            bufferLength[i] = roi[i].xywhROI.roiWidth * layoutParams.bufferMultiplier;
+            srcPtrChannel[i] = srcPtrImage[i] + (roi[i].xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi[i].xywhROI.xy.x * layoutParams.bufferMultiplier);
+            alignedLength[i] = (bufferLength[i] / 48) * 48;
+        }
+
+        Rpp8s *dstPtrImage, *dstPtrChannel;
+        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        dstPtrChannel = dstPtrImage;
+        Rpp32u vectorIncrement = 48;
+        Rpp32u vectorIncrementPerChannel = 16;
+
+        // Ricap with fused output-layout toggle (NHWC -> NCHW)
+        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
+        {
+            Rpp8s *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
+            srcPtrRow1 = srcPtrChannel[0];
+            srcPtrRow2 = srcPtrChannel[1];
+            srcPtrRow3 = srcPtrChannel[2];
+            srcPtrRow4 = srcPtrChannel[3];
+            dstPtrRowR = dstPtrChannel;
+            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
+            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp8s *srcPtrTemp1, *srcPtrTemp2, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp1 = srcPtrRow1;
+                srcPtrTemp2 = srcPtrRow2;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_i8pkd3_to_i8pln3, srcPtrTemp1, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp1 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp1[0];
+                    *dstPtrTempG++ = srcPtrTemp1[1];
+                    *dstPtrTempB++ = srcPtrTemp1[2];
+                    srcPtrTemp1 += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_i8pkd3_to_i8pln3, srcPtrTemp2, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp2 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp2[0];
+                    *dstPtrTempG++ = srcPtrTemp2[1];
+                    *dstPtrTempB++ = srcPtrTemp2[2];
+                    srcPtrTemp2 += 3;
+                }
+
+                srcPtrRow1 += srcDescPtr->strides.hStride;
+                srcPtrRow2 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp8s *srcPtrTemp3, *srcPtrTemp4, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
+                srcPtrTemp3 = srcPtrRow3;
+                srcPtrTemp4 = srcPtrRow4;
+                dstPtrTempR = dstPtrRowR;
+                dstPtrTempG = dstPtrRowG;
+                dstPtrTempB = dstPtrRowB;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_i8pkd3_to_i8pln3, srcPtrTemp3, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp3 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp3[0];
+                    *dstPtrTempG++ = srcPtrTemp3[1];
+                    *dstPtrTempB++ = srcPtrTemp3[2];
+                    srcPtrTemp3 += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrement)
+                {
+                    __m128i p[3];
+                    rpp_simd_load(rpp_load48_i8pkd3_to_i8pln3, srcPtrTemp4, p);                             // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pln3, dstPtrTempR, dstPtrTempG, dstPtrTempB, p); // simd stores
+                    srcPtrTemp4 += vectorIncrement;
+                    dstPtrTempR += vectorIncrementPerChannel;
+                    dstPtrTempG += vectorIncrementPerChannel;
+                    dstPtrTempB += vectorIncrementPerChannel;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4 += 3)
+                {
+                    *dstPtrTempR++ = srcPtrTemp4[0];
+                    *dstPtrTempG++ = srcPtrTemp4[1];
+                    *dstPtrTempB++ = srcPtrTemp4[2];
+                    srcPtrTemp4 += 3;
+                }
+
+                srcPtrRow3 += srcDescPtr->strides.hStride;
+                srcPtrRow4 += srcDescPtr->strides.hStride;
+                dstPtrRowR += dstDescPtr->strides.hStride;
+                dstPtrRowG += dstDescPtr->strides.hStride;
+                dstPtrRowB += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap with fused output-layout toggle (NCHW -> NHWC)
+        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
+        {
+            Rpp8s *srcPtrRowR1, *srcPtrRowG1, *srcPtrRowB1, *srcPtrRowR2, *srcPtrRowG2, *srcPtrRowB2, *srcPtrRowR3, *srcPtrRowG3, *srcPtrRowB3, *srcPtrRowR4, *srcPtrRowG4, *srcPtrRowB4, *dstPtrRow;
+            srcPtrRowR1 = srcPtrChannel[0];
+            srcPtrRowG1 = srcPtrRowR1 + srcDescPtr->strides.cStride;
+            srcPtrRowB1 = srcPtrRowG1 + srcDescPtr->strides.cStride;
+            srcPtrRowR2 = srcPtrChannel[1];
+            srcPtrRowG2 = srcPtrRowR2 + srcDescPtr->strides.cStride;
+            srcPtrRowB2 = srcPtrRowG2 + srcDescPtr->strides.cStride;
+            srcPtrRowR3 = srcPtrChannel[2];
+            srcPtrRowG3 = srcPtrRowR3 + srcDescPtr->strides.cStride;
+            srcPtrRowB3 = srcPtrRowG3 + srcDescPtr->strides.cStride;
+            srcPtrRowR4 = srcPtrChannel[3];
+            srcPtrRowG4 = srcPtrRowR4 + srcDescPtr->strides.cStride;
+            srcPtrRowB4 = srcPtrRowG4 + srcDescPtr->strides.cStride;
+
+            dstPtrRow = dstPtrChannel;
+
+            for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+            {
+                Rpp8s *srcPtrTempR1, *srcPtrTempG1, *srcPtrTempB1, *srcPtrTempR2, *srcPtrTempG2, *srcPtrTempB2, *dstPtrTemp;
+                srcPtrTempR1 = srcPtrRowR1;
+                srcPtrTempG1 = srcPtrRowG1;
+                srcPtrTempB1 = srcPtrRowB1;
+                srcPtrTempR2 = srcPtrRowR2;
+                srcPtrTempG2 = srcPtrRowG2;
+                srcPtrTempB2 = srcPtrRowB2;
+                dstPtrTemp = dstPtrRow;
+
+                // Top-Left Quadrant
+                int vectorLoopCount1 = 0;
+                for (; vectorLoopCount1 < alignedLength[0]; vectorLoopCount1 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_i8pln3_to_i8pln3, srcPtrTempR1, srcPtrTempG1, srcPtrTempB1, px); // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR1 += vectorIncrementPerChannel;
+                    srcPtrTempG1 += vectorIncrementPerChannel;
+                    srcPtrTempB1 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount1 < bufferLength[0]; vectorLoopCount1++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR1++;
+                    dstPtrTemp[1] = *srcPtrTempG1++;
+                    dstPtrTemp[2] = *srcPtrTempB1++;
+                    dstPtrTemp += 3;
+                }
+
+                // Top-Right Quadrant
+                int vectorLoopCount2 = 0;
+                for (; vectorLoopCount2 < alignedLength[1]; vectorLoopCount2 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_i8pln3_to_i8pln3, srcPtrTempR2, srcPtrTempG2, srcPtrTempB2, px); // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR2 += vectorIncrementPerChannel;
+                    srcPtrTempG2 += vectorIncrementPerChannel;
+                    srcPtrTempB2 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount2 < bufferLength[1]; vectorLoopCount2++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR2++;
+                    dstPtrTemp[1] = *srcPtrTempG2++;
+                    dstPtrTemp[2] = *srcPtrTempB2++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR1 += srcDescPtr->strides.hStride;
+                srcPtrRowG1 += srcDescPtr->strides.hStride;
+                srcPtrRowB1 += srcDescPtr->strides.hStride;
+                srcPtrRowR2 += srcDescPtr->strides.hStride;
+                srcPtrRowG2 += srcDescPtr->strides.hStride;
+                srcPtrRowB2 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+
+            for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+            {
+                Rpp8s *srcPtrTempR3, *srcPtrTempG3, *srcPtrTempB3, *srcPtrTempR4, *srcPtrTempG4, *srcPtrTempB4, *dstPtrTemp;
+                srcPtrTempR3 = srcPtrRowR3;
+                srcPtrTempG3 = srcPtrRowG3;
+                srcPtrTempB3 = srcPtrRowB3;
+                srcPtrTempR4 = srcPtrRowR4;
+                srcPtrTempG4 = srcPtrRowG4;
+                srcPtrTempB4 = srcPtrRowB4;
+
+                dstPtrTemp = dstPtrRow;
+
+                // Bottom-Left Quadrant
+                int vectorLoopCount3 = 0;
+                for (; vectorLoopCount3 < alignedLength[2]; vectorLoopCount3 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_i8pln3_to_i8pln3, srcPtrTempR3, srcPtrTempG3, srcPtrTempB3, px); // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR3 += vectorIncrementPerChannel;
+                    srcPtrTempG3 += vectorIncrementPerChannel;
+                    srcPtrTempB3 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount3 < bufferLength[2]; vectorLoopCount3++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR3++;
+                    dstPtrTemp[1] = *srcPtrTempG3++;
+                    dstPtrTemp[2] = *srcPtrTempB3++;
+                    dstPtrTemp += 3;
+                }
+
+                // Bottom-Right Quadrant
+                int vectorLoopCount4 = 0;
+                for (; vectorLoopCount4 < alignedLength[3]; vectorLoopCount4 += vectorIncrementPerChannel)
+                {
+                    __m128i px[3];
+                    rpp_simd_load(rpp_load48_i8pln3_to_i8pln3, srcPtrTempR4, srcPtrTempG4, srcPtrTempB4, px); // simd loads
+                    rpp_simd_store(rpp_store48_i8pln3_to_i8pkd3, dstPtrTemp, px);                             // simd stores
+                    srcPtrTempR4 += vectorIncrementPerChannel;
+                    srcPtrTempG4 += vectorIncrementPerChannel;
+                    srcPtrTempB4 += vectorIncrementPerChannel;
+                    dstPtrTemp += vectorIncrement;
+                }
+                for (; vectorLoopCount4 < bufferLength[3]; vectorLoopCount4++)
+                {
+                    dstPtrTemp[0] = *srcPtrTempR4++;
+                    dstPtrTemp[1] = *srcPtrTempG4++;
+                    dstPtrTemp[2] = *srcPtrTempB4++;
+                    dstPtrTemp += 3;
+                }
+
+                srcPtrRowR3 += srcDescPtr->strides.hStride;
+                srcPtrRowG3 += srcDescPtr->strides.hStride;
+                srcPtrRowB3 += srcDescPtr->strides.hStride;
+                srcPtrRowR4 += srcDescPtr->strides.hStride;
+                srcPtrRowG4 += srcDescPtr->strides.hStride;
+                srcPtrRowB4 += srcDescPtr->strides.hStride;
+                dstPtrRow += dstDescPtr->strides.hStride;
+            }
+        }
+
+        // Ricap without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
+        else
+        {
+            for (int c = 0; c < layoutParams.channelParam; c++)
+            {
+                Rpp8s *srcPtrRow1, *srcPtrRow2, *srcPtrRow3, *srcPtrRow4, *dstPtrRow;
+                srcPtrRow1 = srcPtrChannel[0];
+                srcPtrRow2 = srcPtrChannel[1];
+                srcPtrRow3 = srcPtrChannel[2];
+                srcPtrRow4 = srcPtrChannel[3];
+                dstPtrRow = dstPtrChannel;
+
+                for (int i = 0; i < roi[0].xywhROI.roiHeight; i++)
+                {
+                    Rpp8s *srcPtrTemp1, *srcPtrTemp2, *dstPtrTemp;
+                    srcPtrTemp1 = srcPtrRow1;
+                    srcPtrTemp2 = srcPtrRow2;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp1, bufferLength[0]);
+                    dstPtrTemp += bufferLength[0];
+                    memcpy(dstPtrTemp, srcPtrTemp2, bufferLength[1]);
+
+                    srcPtrRow1 += srcDescPtr->strides.hStride;
+                    srcPtrRow2 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                for (int i = 0; i < roi[2].xywhROI.roiHeight; i++)
+                {
+                    Rpp8s *srcPtrTemp3, *srcPtrTemp4, *dstPtrTemp;
+                    srcPtrTemp3 = srcPtrRow3;
+                    srcPtrTemp4 = srcPtrRow4;
+                    dstPtrTemp = dstPtrRow;
+                    memcpy(dstPtrTemp, srcPtrTemp3, bufferLength[2]);
+                    dstPtrTemp += bufferLength[2];
+                    memcpy(dstPtrTemp, srcPtrTemp4, bufferLength[3]);
+
+                    srcPtrRow3 += srcDescPtr->strides.hStride;
+                    srcPtrRow4 += srcDescPtr->strides.hStride;
+                    dstPtrRow += dstDescPtr->strides.hStride;
+                }
+
+                srcPtrChannel[0] += srcDescPtr->strides.cStride;
+                srcPtrChannel[1] += srcDescPtr->strides.cStride;
+                srcPtrChannel[2] += srcDescPtr->strides.cStride;
+                srcPtrChannel[3] += srcDescPtr->strides.cStride;
+                dstPtrChannel += dstDescPtr->strides.cStride;
+            }
+        }
+    }
+
+    return RPP_SUCCESS;
+}
diff --git a/src/modules/hip/hip_tensor_effects_augmentations.hpp b/src/modules/hip/hip_tensor_effects_augmentations.hpp
index 5234e4a5d..23952dd73 100644
--- a/src/modules/hip/hip_tensor_effects_augmentations.hpp
+++ b/src/modules/hip/hip_tensor_effects_augmentations.hpp
@@ -30,5 +30,6 @@ THE SOFTWARE.
 #include "kernel/noise_gaussian.hpp"
 #include "kernel/non_linear_blend.hpp"
 #include "kernel/water.hpp"
+#include "kernel/ricap.hpp"
 
 #endif // HIP_TENSOR_EFFECTS_AUGMENTATIONS_HPP
diff --git a/src/modules/hip/kernel/ricap.hpp b/src/modules/hip/kernel/ricap.hpp
new file mode 100644
index 000000000..795538451
--- /dev/null
+++ b/src/modules/hip/kernel/ricap.hpp
@@ -0,0 +1,251 @@
+#include <hip/hip_runtime.h>
+#include "rpp_hip_common.hpp"
+
+template <typename T>
+__global__ void ricap_pkd_tensor(T *srcPtr,
+                                 uint2 srcStridesNH,
+                                 T *dstPtr,
+                                 uint2 dstStridesNH,
+                                 uint *permutedIndices,
+                                 RpptROIPtr cropRegion,
+                                 uint2 srcWH)
+{
+    int id_x = (hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x) * 8;
+    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
+    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;
+
+    if ((id_y >= srcWH.y) || (id_x >= srcWH.x * 3))
+    {
+        return;
+    }
+
+    uint srcIdx;
+    uint permuteIdx = id_z * 4;
+    if ((id_x >= 0) && (id_y >= 0) && (id_y < cropRegion[0].xywhROI.roiHeight) && (id_x < cropRegion[0].xywhROI.roiWidth * 3))
+        srcIdx = (permutedIndices[permuteIdx] * srcStridesNH.x) + ((id_y + cropRegion[0].xywhROI.xy.y) * srcStridesNH.y) + (id_x + (cropRegion[0].xywhROI.xy.x) * 3);
+    else if ((id_y >= 0) && (id_x >= cropRegion[0].xywhROI.roiWidth * 3) && (id_y < (cropRegion[1].xywhROI.roiHeight)))
+        srcIdx = (permutedIndices[permuteIdx + 1] * srcStridesNH.x) + ((id_y + cropRegion[1].xywhROI.xy.y) * srcStridesNH.y) + (id_x - (cropRegion[0].xywhROI.roiWidth) * 3 + (cropRegion[1].xywhROI.xy.x) * 3);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= 0) && (id_x < cropRegion[2].xywhROI.roiWidth * 3))
+        srcIdx = (permutedIndices[permuteIdx + 2] * srcStridesNH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[2].xywhROI.xy.y) * srcStridesNH.y) + (id_x + (cropRegion[2].xywhROI.xy.x) * 3);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= cropRegion[2].xywhROI.roiWidth * 3))
+        srcIdx = (permutedIndices[permuteIdx + 3] * srcStridesNH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[3].xywhROI.xy.y) * srcStridesNH.y) + (id_x - (cropRegion[2].xywhROI.roiWidth) * 3 + (cropRegion[3].xywhROI.xy.x) * 3);
+
+    uint dstIdx = (id_z * dstStridesNH.x) + (id_y * dstStridesNH.y) + id_x;
+
+    d_float8 pix_f8;
+    rpp_hip_load8_and_unpack_to_float8(srcPtr + srcIdx, &pix_f8);
+    rpp_hip_pack_float8_and_store8(dstPtr + dstIdx, &pix_f8);
+}
+
+template <typename T>
+__global__ void ricap_pln_tensor(T *srcPtr,
+                                 uint3 srcStridesNCH,
+                                 T *dstPtr,
+                                 uint3 dstStridesNCH,
+                                 int channelsDst,
+                                 uint *permutedIndices,
+                                 RpptROIPtr cropRegion,
+                                 uint2 srcWH)
+{
+    int id_x = (hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x) * 8;
+    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
+    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;
+
+    if ((id_y >= srcWH.y) || (id_x >= srcWH.x))
+    {
+        return;
+    }
+
+    uint srcIdx;
+    uint permuteIdx = id_z * 4;
+    if ((id_x >= 0) && (id_y >= 0) && (id_y < cropRegion[0].xywhROI.roiHeight) && (id_x < cropRegion[0].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx] * srcStridesNCH.x) + ((id_y + cropRegion[0].xywhROI.xy.y) * srcStridesNCH.z) + (id_x + cropRegion[0].xywhROI.xy.x);
+    else if ((id_y >= 0) && (id_x >= cropRegion[0].xywhROI.roiWidth) && (id_y < (cropRegion[1].xywhROI.roiHeight)))
+        srcIdx = (permutedIndices[permuteIdx + 1] * srcStridesNCH.x) + ((id_y + cropRegion[1].xywhROI.xy.y) * srcStridesNCH.z) + (id_x - cropRegion[0].xywhROI.roiWidth + cropRegion[1].xywhROI.xy.x);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= 0) && (id_x < cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 2] * srcStridesNCH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[2].xywhROI.xy.y) * srcStridesNCH.z) + (id_x + cropRegion[2].xywhROI.xy.x);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 3] * srcStridesNCH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[3].xywhROI.xy.y) * srcStridesNCH.z) + (id_x - cropRegion[2].xywhROI.roiWidth + cropRegion[3].xywhROI.xy.x);
+
+    uint dstIdx = (id_z * dstStridesNCH.x) + (id_y * dstStridesNCH.z) + id_x;
+
+    d_float8 pix_f8;
+    rpp_hip_load8_and_unpack_to_float8(srcPtr + srcIdx, &pix_f8);
+    rpp_hip_pack_float8_and_store8(dstPtr + dstIdx, &pix_f8);
+
+    if (channelsDst == 3)
+    {
+        srcIdx += srcStridesNCH.y;
+        dstIdx += dstStridesNCH.y;
+
+        rpp_hip_load8_and_unpack_to_float8(srcPtr + srcIdx, &pix_f8);
+        rpp_hip_pack_float8_and_store8(dstPtr + dstIdx, &pix_f8);
+
+        srcIdx += srcStridesNCH.y;
+        dstIdx += dstStridesNCH.y;
+
+        rpp_hip_load8_and_unpack_to_float8(srcPtr + srcIdx, &pix_f8);
+        rpp_hip_pack_float8_and_store8(dstPtr + dstIdx, &pix_f8);
+    }
+}
+
+template <typename T>
+__global__ void ricap_pkd3_pln3_tensor(T *srcPtr,
+                                       uint2 srcStridesNH,
+                                       T *dstPtr,
+                                       uint3 dstStridesNCH,
+                                       uint *permutedIndices,
+                                       RpptROIPtr cropRegion,
+                                       uint2 srcWH)
+{
+    int id_x = (hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x) * 8;
+    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
+    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;
+
+    if ((id_y >= srcWH.y) || (id_x >= srcWH.x))
+    {
+        return;
+    }
+
+    uint srcIdx;
+    uint permuteIdx = id_z * 4;
+    if ((id_x >= 0) && (id_y >= 0) && (id_y < cropRegion[0].xywhROI.roiHeight) && (id_x < cropRegion[0].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx] * srcStridesNH.x) + ((id_y + cropRegion[0].xywhROI.xy.y) * srcStridesNH.y) + ((id_x + cropRegion[0].xywhROI.xy.x)*3);
+    else if ((id_y >= 0) && (id_x >= cropRegion[0].xywhROI.roiWidth) && (id_y < (cropRegion[1].xywhROI.roiHeight)))
+        srcIdx = (permutedIndices[permuteIdx + 1] * srcStridesNH.x) + ((id_y + cropRegion[1].xywhROI.xy.y) * srcStridesNH.y) + ((id_x - cropRegion[0].xywhROI.roiWidth + cropRegion[1].xywhROI.xy.x)*3);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= 0) && (id_x < cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 2] * srcStridesNH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[2].xywhROI.xy.y) * srcStridesNH.y) + ((id_x + cropRegion[2].xywhROI.xy.x)*3);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 3] * srcStridesNH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[3].xywhROI.xy.y) * srcStridesNH.y) + ((id_x - cropRegion[2].xywhROI.roiWidth + cropRegion[3].xywhROI.xy.x)*3);
+
+    uint dstIdx = (id_z * dstStridesNCH.x) + (id_y * dstStridesNCH.z) + id_x;
+
+    d_float24 pix_f24;
+    rpp_hip_load24_pkd3_and_unpack_to_float24_pln3(srcPtr + srcIdx, &pix_f24);
+    rpp_hip_pack_float24_pln3_and_store24_pln3(dstPtr + dstIdx, dstStridesNCH.y, &pix_f24);
+}
+
+template <typename T>
+__global__ void ricap_pln3_pkd3_tensor(T *srcPtr,
+                                       uint3 srcStridesNCH,
+                                       T *dstPtr,
+                                       uint2 dstStridesNH,
+                                       uint *permutedIndices,
+                                       RpptROIPtr cropRegion,
+                                       uint2 srcWH)
+{
+    int id_x = (hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x) * 8;
+    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
+    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;
+
+    if ((id_y >= srcWH.y) || (id_x >= srcWH.x))
+    {
+        return;
+    }
+
+    uint srcIdx;
+    uint permuteIdx = id_z * 4;
+    if ((id_x >= 0) && (id_y >= 0) && (id_y < cropRegion[0].xywhROI.roiHeight) && (id_x < cropRegion[0].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx] * srcStridesNCH.x) + ((id_y + cropRegion[0].xywhROI.xy.y) * srcStridesNCH.z) + (id_x + cropRegion[0].xywhROI.xy.x);
+    else if ((id_y >= 0) && (id_x >= cropRegion[0].xywhROI.roiWidth) && (id_y < (cropRegion[1].xywhROI.roiHeight)))
+        srcIdx = (permutedIndices[permuteIdx + 1] * srcStridesNCH.x) + ((id_y + cropRegion[1].xywhROI.xy.y) * srcStridesNCH.z) + (id_x - cropRegion[0].xywhROI.roiWidth + cropRegion[1].xywhROI.xy.x);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= 0) && (id_x < cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 2] * srcStridesNCH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[2].xywhROI.xy.y) * srcStridesNCH.z) + (id_x + cropRegion[2].xywhROI.xy.x);
+    else if ((id_y >= cropRegion[1].xywhROI.roiHeight) && (id_x >= cropRegion[2].xywhROI.roiWidth))
+        srcIdx = (permutedIndices[permuteIdx + 3] * srcStridesNCH.x) + ((id_y - cropRegion[1].xywhROI.roiHeight + cropRegion[3].xywhROI.xy.y) * srcStridesNCH.z) + (id_x - cropRegion[2].xywhROI.roiWidth + cropRegion[3].xywhROI.xy.x);
+
+    uint dstIdx = (id_z * dstStridesNH.x) + (id_y * dstStridesNH.y) + id_x * 3;
+
+    d_float24 pix_f24;
+    rpp_hip_load24_pln3_and_unpack_to_float24_pkd3(srcPtr + srcIdx, srcStridesNCH.y, &pix_f24);
+    rpp_hip_pack_float24_pkd3_and_store24_pkd3(dstPtr + dstIdx, &pix_f24);
+}
+
+template <typename T>
+RppStatus hip_exec_ricap_tensor(T *srcPtr,
+                                RpptDescPtr srcDescPtr,
+                                T *dstPtr,
+                                RpptDescPtr dstDescPtr,
+                                Rpp32u *permutationTensor,
+                                RpptROIPtr roiPtrInputCropRegion,
+                                RpptRoiType roiType,
+                                rpp::Handle& handle)
+{
+    if (roiType == RpptRoiType::LTRB)
+        hip_exec_roi_converison_ltrb_to_xywh(roiPtrInputCropRegion, handle);
+
+    int localThreads_x = LOCAL_THREADS_X;
+    int localThreads_y = LOCAL_THREADS_Y;
+    int localThreads_z = LOCAL_THREADS_Z;
+    int globalThreads_x = (dstDescPtr->strides.hStride + 7) >> 3;
+    int globalThreads_y = dstDescPtr->h;
+    int globalThreads_z = handle.GetBatchSize();
+
+    if ((srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NHWC))
+    {
+        hipLaunchKernelGGL(ricap_pkd_tensor,
+                           dim3(ceil((float)globalThreads_x / localThreads_x), ceil((float)globalThreads_y / localThreads_y), ceil((float)globalThreads_z / localThreads_z)),
+                           dim3(localThreads_x, localThreads_y, localThreads_z),
+                           0,
+                           handle.GetStream(),
+                           srcPtr,
+                           make_uint2(srcDescPtr->strides.nStride, srcDescPtr->strides.hStride),
+                           dstPtr,
+                           make_uint2(dstDescPtr->strides.nStride, dstDescPtr->strides.hStride),
+                           permutationTensor,
+                           roiPtrInputCropRegion,
+                           make_uint2(srcDescPtr->w, srcDescPtr->h));
+    }
+    else if ((srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NCHW))
+    {
+        hipLaunchKernelGGL(ricap_pln_tensor,
+                           dim3(ceil((float)globalThreads_x / localThreads_x), ceil((float)globalThreads_y / localThreads_y), ceil((float)globalThreads_z / localThreads_z)),
+                           dim3(localThreads_x, localThreads_y, localThreads_z),
+                           0,
+                           handle.GetStream(),
+                           srcPtr,
+                           make_uint3(srcDescPtr->strides.nStride, srcDescPtr->strides.cStride, srcDescPtr->strides.hStride),
+                           dstPtr,
+                           make_uint3(dstDescPtr->strides.nStride, dstDescPtr->strides.cStride, dstDescPtr->strides.hStride),
+                           dstDescPtr->c,
+                           permutationTensor,
+                           roiPtrInputCropRegion,
+                           make_uint2(srcDescPtr->w, srcDescPtr->h));
+    }
+    else if ((srcDescPtr->c == 3) && (dstDescPtr->c == 3))
+    {
+        if ((srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
+        {
+            hipLaunchKernelGGL(ricap_pkd3_pln3_tensor,
+                               dim3(ceil((float)globalThreads_x / localThreads_x), ceil((float)globalThreads_y / localThreads_y), ceil((float)globalThreads_z / localThreads_z)),
+                               dim3(localThreads_x, localThreads_y, localThreads_z),
+                               0,
+                               handle.GetStream(),
+                               srcPtr,
+                               make_uint2(srcDescPtr->strides.nStride, srcDescPtr->strides.hStride),
+                               dstPtr,
+                               make_uint3(dstDescPtr->strides.nStride, dstDescPtr->strides.cStride, dstDescPtr->strides.hStride),
+                               permutationTensor,
+                               roiPtrInputCropRegion,
+                               make_uint2(srcDescPtr->w, srcDescPtr->h));
+        }
+        else if ((srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
+        {
+            globalThreads_x = (srcDescPtr->strides.hStride + 7) >> 3;
+            hipLaunchKernelGGL(ricap_pln3_pkd3_tensor,
+                               dim3(ceil((float)globalThreads_x / localThreads_x), ceil((float)globalThreads_y / localThreads_y), ceil((float)globalThreads_z / localThreads_z)),
+                               dim3(localThreads_x, localThreads_y, localThreads_z),
+                               0,
+                               handle.GetStream(),
+                               srcPtr,
+                               make_uint3(srcDescPtr->strides.nStride, srcDescPtr->strides.cStride, srcDescPtr->strides.hStride),
+                               dstPtr,
+                               make_uint2(dstDescPtr->strides.nStride, dstDescPtr->strides.hStride),
+                               permutationTensor,
+                               roiPtrInputCropRegion,
+                               make_uint2(srcDescPtr->w, srcDescPtr->h));
+        }
+    }
+
+    return RPP_SUCCESS;
+}
diff --git a/src/modules/rppi_validate.hpp b/src/modules/rppi_validate.hpp
index 26d7f6064..89f5bb320 100644
--- a/src/modules/rppi_validate.hpp
+++ b/src/modules/rppi_validate.hpp
@@ -336,4 +336,27 @@ inline void get_dstBatchIndex(rpp::Handle& handle, unsigned int channel, RppiChn
 }
 
 #endif // GPU_SUPPORT
+
+inline int check_roi_out_of_bounds(RpptROIPtr roiPtrImage, RpptDescPtr srcDescPtr, RpptRoiType type)
+{
+    int x, y, w, h;
+    if (type == RpptRoiType::XYWH)
+    {
+        x = (0 <= roiPtrImage->xywhROI.xy.x < srcDescPtr->w) ? roiPtrImage->xywhROI.xy.x : -1;
+        y = (0 <= roiPtrImage->xywhROI.xy.y < srcDescPtr->h) ? roiPtrImage->xywhROI.xy.y : -1;
+        w = ((roiPtrImage->xywhROI.roiWidth) <= srcDescPtr->w) ? roiPtrImage->xywhROI.roiWidth : -1;
+        h = ((roiPtrImage->xywhROI.roiHeight) <= srcDescPtr->h) ? roiPtrImage->xywhROI.roiHeight : -1;
+    }
+    else if (type == RpptRoiType::LTRB)
+    {
+        x = (0 <= roiPtrImage->ltrbROI.lt.x < srcDescPtr->w) ? roiPtrImage->ltrbROI.lt.x : -1;
+        y = (0 <= roiPtrImage->ltrbROI.lt.y < srcDescPtr->h) ? roiPtrImage->ltrbROI.lt.y : -1;
+        w = (0 <= roiPtrImage->ltrbROI.rb.x < srcDescPtr->w) ? roiPtrImage->ltrbROI.rb.x - roiPtrImage->ltrbROI.lt.x + 1 : -1;
+        h = (0 <= roiPtrImage->ltrbROI.rb.y < srcDescPtr->h) ? roiPtrImage->ltrbROI.rb.y - roiPtrImage->ltrbROI.lt.y + 1 : -1;
+    }
+    if ((x < 0) || (y < 0) || (w < 0) || (h < 0))
+        return -1;
+    return 0;
+}
+
 #endif // RPPI_VALIDATE_OPERATIONS_FUNCTIONS
diff --git a/src/modules/rppt_tensor_color_augmentations.cpp b/src/modules/rppt_tensor_color_augmentations.cpp
index 19eab33cb..d14dcaa43 100644
--- a/src/modules/rppt_tensor_color_augmentations.cpp
+++ b/src/modules/rppt_tensor_color_augmentations.cpp
@@ -617,8 +617,8 @@ RppStatus rppt_lut_host(RppPtr_t srcPtr,
                         rppHandle_t rppHandle)
 {
     if (srcDescPtr->dataType != RpptDataType::U8 && srcDescPtr->dataType != RpptDataType::I8)
-        return RPP_ERROR_INVALID_SRC_DATATYPE;
-    
+        return RPP_ERROR_INVALID_DATATYPE;
+
     RppLayoutParams layoutParams = get_layout_params(srcDescPtr->layout, srcDescPtr->c);
 
     if ((srcDescPtr->dataType == RpptDataType::U8) && (dstDescPtr->dataType == RpptDataType::U8))
@@ -1149,7 +1149,7 @@ RppStatus rppt_lut_gpu(RppPtr_t srcPtr,
 {
 #ifdef HIP_COMPILE
     if (srcDescPtr->dataType != RpptDataType::U8 && srcDescPtr->dataType != RpptDataType::I8)
-        return RPP_ERROR_INVALID_SRC_DATATYPE;
+        return RPP_ERROR_INVALID_DATATYPE;
 
     if ((srcDescPtr->dataType == RpptDataType::U8) && (dstDescPtr->dataType == RpptDataType::U8))
     {
diff --git a/src/modules/rppt_tensor_effects_augmentations.cpp b/src/modules/rppt_tensor_effects_augmentations.cpp
index 803bb0663..951f357ff 100644
--- a/src/modules/rppt_tensor_effects_augmentations.cpp
+++ b/src/modules/rppt_tensor_effects_augmentations.cpp
@@ -594,6 +594,79 @@ RppStatus rppt_water_host(RppPtr_t srcPtr,
     return RPP_SUCCESS;
 }
 
+/******************** ricap ********************/
+
+RppStatus rppt_ricap_host(RppPtr_t srcPtr,
+                          RpptDescPtr srcDescPtr,
+                          RppPtr_t dstPtr,
+                          RpptDescPtr dstDescPtr,
+                          Rpp32u *permutationTensor,
+                          RpptROIPtr roiPtrInputCropRegion,
+                          RpptRoiType roiType,
+                          rppHandle_t rppHandle)
+{
+    RppLayoutParams layoutParams = get_layout_params(srcDescPtr->layout, srcDescPtr->c);
+
+    if(srcDescPtr->n == 1) // BatchSize should always be greater than 1
+        return RPP_ERROR;
+    if ((check_roi_out_of_bounds(&roiPtrInputCropRegion[0], srcDescPtr, roiType) == -1) ||
+        (check_roi_out_of_bounds(&roiPtrInputCropRegion[1], srcDescPtr, roiType) == -1) ||
+        (check_roi_out_of_bounds(&roiPtrInputCropRegion[2], srcDescPtr, roiType) == -1) ||
+        (check_roi_out_of_bounds(&roiPtrInputCropRegion[3], srcDescPtr, roiType) == -1))
+        return RPP_ERROR_OUT_OF_BOUND_SRC_ROI;
+
+    if ((srcDescPtr->dataType == RpptDataType::U8) && (dstDescPtr->dataType == RpptDataType::U8))
+    {
+        ricap_u8_u8_host_tensor(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes,
+                                srcDescPtr,
+                                static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes,
+                                dstDescPtr,
+                                permutationTensor,
+                                roiPtrInputCropRegion,
+                                roiType,
+                                layoutParams,
+                                rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::F16) && (dstDescPtr->dataType == RpptDataType::F16))
+    {
+        ricap_f16_f16_host_tensor(reinterpret_cast<Rpp16f*>(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes),
+                                  srcDescPtr,
+                                  (Rpp16f*) (static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes),
+                                  dstDescPtr,
+                                  permutationTensor,
+                                  roiPtrInputCropRegion,
+                                  roiType,
+                                  layoutParams,
+                                  rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::F32) && (dstDescPtr->dataType == RpptDataType::F32))
+    {
+        ricap_f32_f32_host_tensor(reinterpret_cast<Rpp32f*>(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes),
+                                  srcDescPtr,
+                                  (Rpp32f*) (static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes),
+                                  dstDescPtr,
+                                  permutationTensor,
+                                  roiPtrInputCropRegion,
+                                  roiType,
+                                  layoutParams,
+                                  rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::I8) && (dstDescPtr->dataType == RpptDataType::I8))
+    {
+        ricap_i8_i8_host_tensor(static_cast<Rpp8s*>(srcPtr) + srcDescPtr->offsetInBytes,
+                                srcDescPtr,
+                                static_cast<Rpp8s*>(dstPtr) + dstDescPtr->offsetInBytes,
+                                dstDescPtr,
+                                permutationTensor,
+                                roiPtrInputCropRegion,
+                                roiType,
+                                layoutParams,
+                                rpp::deref(rppHandle));
+    }
+
+    return RPP_SUCCESS;
+}
+
 /********************************************************************************************************************/
 /*********************************************** RPP_GPU_SUPPORT = ON ***********************************************/
 /********************************************************************************************************************/
@@ -1172,4 +1245,79 @@ RppStatus rppt_water_gpu(RppPtr_t srcPtr,
 #endif // backend
 }
 
+/******************** ricap ********************/
+
+RppStatus rppt_ricap_gpu(RppPtr_t srcPtr,
+                         RpptDescPtr srcDescPtr,
+                         RppPtr_t dstPtr,
+                         RpptDescPtr dstDescPtr,
+                         Rpp32u *permutationTensor,
+                         RpptROIPtr roiPtrInputCropRegion,
+                         RpptRoiType roiType,
+                         rppHandle_t rppHandle)
+{
+#ifdef HIP_COMPILE
+    if(srcDescPtr->n == 1) // BatchSize should always be greater than 1
+        return RPP_ERROR;
+    Rpp32u* permutationHipTensor;
+    hipMalloc(&permutationHipTensor, sizeof(Rpp32u)* 4 * dstDescPtr->n);
+    hipMemcpy(permutationHipTensor, permutationTensor, sizeof(Rpp32u)* 4 * dstDescPtr->n, hipMemcpyHostToDevice);
+
+    if ((check_roi_out_of_bounds(&roiPtrInputCropRegion[0],srcDescPtr,roiType) == -1)
+    || (check_roi_out_of_bounds(&roiPtrInputCropRegion[1],srcDescPtr,roiType) == -1)
+    || (check_roi_out_of_bounds(&roiPtrInputCropRegion[2],srcDescPtr,roiType) == -1)
+    || (check_roi_out_of_bounds(&roiPtrInputCropRegion[3],srcDescPtr,roiType) == -1))
+        return RPP_ERROR_OUT_OF_BOUND_SRC_ROI;
+
+    if ((srcDescPtr->dataType == RpptDataType::U8) && (dstDescPtr->dataType == RpptDataType::U8))
+    {
+        hip_exec_ricap_tensor(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes,
+                              srcDescPtr,
+                              static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes,
+                              dstDescPtr,
+                              permutationHipTensor,
+                              roiPtrInputCropRegion,
+                              roiType,
+                              rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::F16) && (dstDescPtr->dataType == RpptDataType::F16))
+    {
+        hip_exec_ricap_tensor(reinterpret_cast<half*>(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes),
+                              srcDescPtr,
+                              (half*) (static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes),
+                              dstDescPtr,
+                              permutationHipTensor,
+                              roiPtrInputCropRegion,
+                              roiType,
+                              rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::F32) && (dstDescPtr->dataType == RpptDataType::F32))
+    {
+        hip_exec_ricap_tensor(reinterpret_cast<Rpp32f*>(static_cast<Rpp8u*>(srcPtr) + srcDescPtr->offsetInBytes),
+                              srcDescPtr,
+                              (Rpp32f*) (static_cast<Rpp8u*>(dstPtr) + dstDescPtr->offsetInBytes),
+                              dstDescPtr,
+                              permutationHipTensor,
+                              roiPtrInputCropRegion,
+                              roiType,
+                              rpp::deref(rppHandle));
+    }
+    else if ((srcDescPtr->dataType == RpptDataType::I8) && (dstDescPtr->dataType == RpptDataType::I8))
+    {
+        hip_exec_ricap_tensor(static_cast<Rpp8s*>(srcPtr) + srcDescPtr->offsetInBytes,
+                              srcDescPtr,
+                              static_cast<Rpp8s*>(dstPtr) + dstDescPtr->offsetInBytes,
+                              dstDescPtr,
+                              permutationHipTensor,
+                              roiPtrInputCropRegion,
+                              roiType,
+                              rpp::deref(rppHandle));
+    }
+
+    return RPP_SUCCESS;
+#elif defined(OCL_COMPILE)
+    return RPP_ERROR_NOT_IMPLEMENTED;
+#endif // backend
+}
+
 #endif // GPU_SUPPORT
diff --git a/src/modules/rppt_tensor_statistical_operations.cpp b/src/modules/rppt_tensor_statistical_operations.cpp
index ba487c693..9287ab520 100644
--- a/src/modules/rppt_tensor_statistical_operations.cpp
+++ b/src/modules/rppt_tensor_statistical_operations.cpp
@@ -43,12 +43,12 @@ RppStatus rppt_tensor_sum_host(RppPtr_t srcPtr,
     if (srcDescPtr->c == 1)
     {
         if (tensorSumArrLength < srcDescPtr->n)      // sum of single channel
-            return RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH;
+            return RPP_ERROR_NOT_ENOUGH_MEMORY;
     }
     else if (srcDescPtr->c == 3)
     {
         if (tensorSumArrLength < srcDescPtr->n * 4)  // sum of each channel, and total sum of all 3 channels
-            return RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH;
+            return RPP_ERROR_NOT_ENOUGH_MEMORY;
     }
     if (roiType == RpptRoiType::XYWH)
     {
@@ -123,12 +123,12 @@ RppStatus rppt_tensor_sum_gpu(RppPtr_t srcPtr,
     if (srcDescPtr->c == 1)
     {
         if (tensorSumArrLength < srcDescPtr->n)      // sum of single channel
-            return RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH;
+            return RPP_ERROR_NOT_ENOUGH_MEMORY;
     }
     else if (srcDescPtr->c == 3)
     {
         if (tensorSumArrLength < srcDescPtr->n * 4)  // sum of each channel, and total sum of all 3 channels
-            return RPP_ERROR_INSUFFICIENT_DST_BUFFER_LENGTH;
+            return RPP_ERROR_NOT_ENOUGH_MEMORY;
     }
     if (roiType == RpptRoiType::XYWH)
     {
diff --git a/utilities/test_suite/HIP/Tensor_hip.cpp b/utilities/test_suite/HIP/Tensor_hip.cpp
index c80b8570b..0d3a31ce1 100644
--- a/utilities/test_suite/HIP/Tensor_hip.cpp
+++ b/utilities/test_suite/HIP/Tensor_hip.cpp
@@ -262,8 +262,9 @@ int main(int argc, char **argv)
         outputChannels = 1;
     Rpp32u srcOffsetInBytes = (kernelSizeCase) ? (12 * (additionalParam / 2)) : 0;
     Rpp32u dstOffsetInBytes = 0;
+    int imagesMixed = 0; // Flag used to check if all images in dataset is of same dimensions
 
-    set_max_dimensions(imageNamesPath, maxHeight, maxWidth);
+    set_max_dimensions(imageNamesPath, maxHeight, maxWidth, imagesMixed);
 
     // Set numDims, offset, n/c/h/w values, strides for src/dst
     set_descriptor_dims_and_strides(srcDescPtr, batchSize, maxHeight, maxWidth, inputChannels, srcOffsetInBytes);
@@ -312,6 +313,18 @@ int main(int argc, char **argv)
     double wallTime;
     string testCaseName;
 
+    if(testCase == 82 && imagesMixed)
+    {
+        std::cerr<<"\n RICAP only works with same dimension images";
+        exit(0);
+    }
+
+    if(testCase == 82 && batchSize < 2)
+    {
+        std::cerr<<"\n RICAP only works with BatchSize > 1";
+        exit(0);
+    }
+  
     // Initialize buffers for any reductionType functions
     void *reductionFuncResultArr;
     Rpp32u reductionFuncResultArrLength = srcDescPtr->n * 4;
@@ -334,6 +347,10 @@ int main(int argc, char **argv)
     if(dualInputCase)
         CHECK(hipMalloc(&d_input_second, inputBufferSize));
 
+    RpptROI *roiPtrInputCropRegion;
+    if(testCase == 82)
+        CHECK(hipHostMalloc(&roiPtrInputCropRegion, 4 * sizeof(RpptROI)));
+
     // case-wise RPP API and measure time script for Unit and Performance test
     printf("\nRunning %s %d times (each time with a batch size of %d images) and computing mean statistics...", func.c_str(), numRuns, batchSize);
     for (int perfRunCount = 0; perfRunCount < numRuns; perfRunCount++)
@@ -704,6 +721,30 @@ int main(int argc, char **argv)
 
                 break;
             }
+            case 82:
+            {
+                testCaseName = "ricap";
+
+                Rpp32u permutationTensor[batchSize * 4];
+
+                if(imagesMixed)
+                {
+                    std::cerr<<"\n RICAP only works with same dimension images";
+                    break;
+                }
+
+                if(qaFlag)
+                    init_ricap_qa(maxWidth, maxHeight, batchSize, permutationTensor, roiPtrInputCropRegion);
+                else
+                    init_ricap(maxWidth, maxHeight, batchSize, permutationTensor, roiPtrInputCropRegion);
+
+                startWallTime = omp_get_wtime();
+                if (inputBitDepth == 0 || inputBitDepth == 1 || inputBitDepth == 2 || inputBitDepth == 5)
+                    rppt_ricap_gpu(d_input, srcDescPtr, d_output, dstDescPtr, permutationTensor, roiPtrInputCropRegion, roiTypeSrc, handle);
+                else
+                    missingFuncFlag = 1;
+                break;
+            }
             case 84:
             {
                 testCaseName = "spatter";
@@ -881,6 +922,8 @@ int main(int argc, char **argv)
     CHECK(hipHostFree(roiTensorPtrSrc));
     CHECK(hipHostFree(roiTensorPtrDst));
     CHECK(hipHostFree(dstImgSizes));
+    if(testCase == 82)
+        CHECK(hipHostFree(roiPtrInputCropRegion));
     if (reductionTypeCase)
         CHECK(hipHostFree(reductionFuncResultArr));
     free(input);
diff --git a/utilities/test_suite/HIP/runTests.py b/utilities/test_suite/HIP/runTests.py
index 02262bd25..b6cde95d7 100644
--- a/utilities/test_suite/HIP/runTests.py
+++ b/utilities/test_suite/HIP/runTests.py
@@ -78,7 +78,7 @@ def get_log_file_list(preserveOutput):
 def func_group_finder(case_number):
     if case_number < 5 or case_number == 13 or case_number == 36:
         return "color_augmentations"
-    elif case_number == 8 or case_number == 30 or case_number == 83 or case_number == 84:
+    elif case_number == 8 or case_number == 30 or case_number == 82 or case_number == 83 or case_number == 84:
         return "effects_augmentations"
     elif case_number < 40:
         return "geometric_augmentations"
@@ -387,7 +387,7 @@ def rpp_test_suite_parser_and_validator():
             print("Unable to open results in " + RESULTS_DIR + "/consolidated_results_" + TYPE + ".stats.csv")
 
 # print the results of qa tests
-supportedCaseList = ['0', '1', '2', '4', '13', '29', '31', '34', '36', '37', '38', '54', '84', '87']
+supportedCaseList = ['0', '1', '2', '4', '13', '29', '31', '34', '36', '37', '38', '54', '82', '84', '87']
 nonQACaseList = ['54', '84']
 
 if qaMode and testType == 0:
diff --git a/utilities/test_suite/HIP/testAllScript.sh b/utilities/test_suite/HIP/testAllScript.sh
index bdb115bfc..c84fe7840 100755
--- a/utilities/test_suite/HIP/testAllScript.sh
+++ b/utilities/test_suite/HIP/testAllScript.sh
@@ -50,6 +50,9 @@ function VALIDATE_FOLDERS {
 DEFAULT_SRC_FOLDER_1="$cwd/../TEST_IMAGES/three_images_mixed_src1"
 DEFAULT_SRC_FOLDER_2="$cwd/../TEST_IMAGES/three_images_mixed_src2"
 
+#Input Images - Three images (same size) - for RICAP input images should be of same size
+RICAP_SRC_FOLDER="$cwd/../TEST_IMAGES/three_images_150x150_src1"
+
 # <<<<<<<<<<<<<< PROCESSING OF INPUT ARGUMENTS (NEED NOT CHANGE) >>>>>>>>>>>>>>
 
 CASE_MIN=0
@@ -166,7 +169,7 @@ directory_name_generator() {
         if [ "$case" -lt 5 ] || [ "$case" -eq 13 ] || [ "$case" -eq 31 ] || [ "$case" -eq 34 ] || [ "$case" -eq 36 ]
         then
             FUNCTIONALITY_GROUP="color_augmentations"
-        elif [ "$case" -eq 8 ] || [ "$case" -eq 30 ] || [ "$case" -eq 83 ] || [ "$case" -eq 84 ]
+        elif [ "$case" -eq 8 ] || [ "$case" -eq 30 ] || [ "$case" -eq 82 ] || [ "$case" -eq 83 ] || [ "$case" -eq 84 ]
         then
             FUNCTIONALITY_GROUP="effects_augmentations"
         elif [ "$case" -lt 40 ]
@@ -258,8 +261,13 @@ if [ "$TEST_TYPE" -eq 0 ]; then
                 printf "\n\n\nRunning New Bit Depth...\n-------------------------\n\n"
                 for ((outputFormatToggle=0;outputFormatToggle<2;outputFormatToggle++))
                 do
-                    SRC_FOLDER_1_TEMP="$SRC_FOLDER_1"
-                    SRC_FOLDER_2_TEMP="$SRC_FOLDER_2"
+                    if [[ $case -eq 82 ]]; then
+                        SRC_FOLDER_1_TEMP="$RICAP_SRC_FOLDER"
+                        SRC_FOLDER_2_TEMP="$RICAP_SRC_FOLDER"
+                    else
+                        SRC_FOLDER_1_TEMP="$SRC_FOLDER_1"
+                        SRC_FOLDER_2_TEMP="$SRC_FOLDER_2"
+                    fi
 
                     # There is no layout toggle for PLN1 case, so skip this case
                     if [[ $layout -eq 2 ]] && [[ $outputFormatToggle -eq 1 ]]; then
diff --git a/utilities/test_suite/HOST/Tensor_host.cpp b/utilities/test_suite/HOST/Tensor_host.cpp
index f27088582..a45110c8b 100644
--- a/utilities/test_suite/HOST/Tensor_host.cpp
+++ b/utilities/test_suite/HOST/Tensor_host.cpp
@@ -244,8 +244,9 @@ int main(int argc, char **argv)
     if(pln1OutTypeCase)
         outputChannels = 1;
     Rpp32u offsetInBytes = 0;
+    int imagesMixed = 0; // Flag used to check if all images in dataset is of same dimensions
 
-    set_max_dimensions(imageNamesPath, maxHeight, maxWidth);
+    set_max_dimensions(imageNamesPath, maxHeight, maxWidth, imagesMixed);
 
     // Set numDims, offset, n/c/h/w values, strides for src/dst
     set_descriptor_dims_and_strides(srcDescPtr, batchSize, maxHeight, maxWidth, inputChannels, offsetInBytes);
@@ -294,6 +295,18 @@ int main(int argc, char **argv)
     double cpuTime, wallTime;
     string testCaseName;
 
+    if(testCase == 82 && imagesMixed)
+    {
+        std::cerr<<"\n RICAP only works with same dimension images";
+        exit(0);
+    }
+
+    if(testCase == 82 && batchSize < 2)
+    {
+        std::cerr<<"\n RICAP only works with BatchSize > 1";
+        exit(0);
+    }
+
     // Initialize buffers for any reductionType functions
     void *reductionFuncResultArr;
     Rpp32u reductionFuncResultArrLength = srcDescPtr->n * 4;
@@ -647,6 +660,33 @@ int main(int argc, char **argv)
 
                     break;
                 }
+                case 82:
+                {
+                    testCaseName = "ricap";
+
+                    Rpp32u permutationTensor[batchSize * 4];
+                    RpptROI roiPtrInputCropRegion[4];
+
+                    if(imagesMixed)
+                    {
+                        std::cerr<<"\n RICAP only works with same dimension images";
+                        break;
+                    }
+
+                    if(qaFlag)
+                        init_ricap_qa(maxWidth, maxHeight, batchSize, permutationTensor, roiPtrInputCropRegion);
+                    else
+                        init_ricap(maxWidth, maxHeight, batchSize, permutationTensor, roiPtrInputCropRegion);
+
+                    startWallTime = omp_get_wtime();
+                    startCpuTime = clock();
+                    if (inputBitDepth == 0 || inputBitDepth == 1 || inputBitDepth == 2 || inputBitDepth == 5)
+                        rppt_ricap_host(input, srcDescPtr, output, dstDescPtr, permutationTensor, roiPtrInputCropRegion, roiTypeSrc, handle);
+                    else
+                        missingFuncFlag = 1;
+
+                    break;
+                }
                 case 84:
                 {
                     testCaseName = "spatter";
diff --git a/utilities/test_suite/HOST/runTests.py b/utilities/test_suite/HOST/runTests.py
index 1fa686bd7..559f1b0cd 100644
--- a/utilities/test_suite/HOST/runTests.py
+++ b/utilities/test_suite/HOST/runTests.py
@@ -162,7 +162,7 @@ def rpp_test_suite_parser_and_validator():
 subprocess.call([scriptPath + "/testAllScript.sh", srcPath1, args.input_path2, str(testType), str(numRuns), str(qaMode), str(decoderType), str(preserveOutput), str(batchSize), " ".join(caseList)])  # nosec
 
 # print the results of qa tests
-supportedCaseList = ['0', '1', '2', '4', '13', '29', '31', '34', '36', '37', '38', '84', '87']
+supportedCaseList = ['0', '1', '2', '4', '13', '29', '31', '34', '36', '37', '38', '82', '84', '87']
 nonQACaseList = ['54', '84']
 
 if qaMode and testType == 0:
diff --git a/utilities/test_suite/HOST/testAllScript.sh b/utilities/test_suite/HOST/testAllScript.sh
index ee4ddc6f9..e3eb54e28 100755
--- a/utilities/test_suite/HOST/testAllScript.sh
+++ b/utilities/test_suite/HOST/testAllScript.sh
@@ -50,6 +50,9 @@ function VALIDATE_FOLDERS {
 DEFAULT_SRC_FOLDER_1="$cwd/../TEST_IMAGES/three_images_mixed_src1"
 DEFAULT_SRC_FOLDER_2="$cwd/../TEST_IMAGES/three_images_mixed_src2"
 
+#Input Images - Three images (same size) - for RICAP input images should be of same size
+RICAP_SRC_FOLDER="$cwd/../TEST_IMAGES/three_images_150x150_src1"
+
 # <<<<<<<<<<<<<< PROCESSING OF INPUT ARGUMENTS (NEED NOT CHANGE) >>>>>>>>>>>>>>
 
 CASE_MIN=0
@@ -164,7 +167,7 @@ directory_name_generator() {
         if [ "$case" -lt 5 ] || [ "$case" -eq 13 ] || [ "$case" -eq 31 ] || [ "$case" -eq 34 ] || [ "$case" -eq 36 ]
         then
             FUNCTIONALITY_GROUP="color_augmentations"
-        elif [ "$case" -eq 8 ] || [ "$case" -eq 30 ] || [ "$case" -eq 83 ] || [ "$case" -eq 84 ]
+        elif [ "$case" -eq 8 ] || [ "$case" -eq 30 ] || [ "$case" -eq 82 ] || [ "$case" -eq 83 ] || [ "$case" -eq 84 ]
         then
             FUNCTIONALITY_GROUP="effects_augmentations"
         elif [ "$case" -lt 40 ]
@@ -250,8 +253,13 @@ if [ "$TEST_TYPE" -eq 0 ]; then
                 printf "\n\n\nRunning New Bit Depth...\n-------------------------\n\n"
                 for ((outputFormatToggle=0;outputFormatToggle<2;outputFormatToggle++))
                 do
-                    SRC_FOLDER_1_TEMP="$SRC_FOLDER_1"
-                    SRC_FOLDER_2_TEMP="$SRC_FOLDER_2"
+                    if [[ $case -eq 82 ]]; then
+                        SRC_FOLDER_1_TEMP="$RICAP_SRC_FOLDER"
+                        SRC_FOLDER_2_TEMP="$RICAP_SRC_FOLDER"
+                    else
+                        SRC_FOLDER_1_TEMP="$SRC_FOLDER_1"
+                        SRC_FOLDER_2_TEMP="$SRC_FOLDER_2"
+                    fi
 
                     # There is no layout toggle for PLN1 case, so skip this case
                     if [[ $layout -eq 2 ]] && [[ $outputFormatToggle -eq 1 ]]; then
diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index 3856810c5..64a07f530 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -33,10 +33,14 @@ Note: QA mode is not supported for case 84 due to run-to-run variation of output
 python runTests.py --case_start 0 --case_end 87 --test_type 0 --qa_mode 1 --batch_size 3
 ```
 -   Unit test mode - Unit tests allowing users to pass a path to a folder containing images, to execute the desired functionality and variant once, report RPP execution wall time, save and view output images
+Note: For testcase 82(RICAP) Please use images of same resolution and Batchsize > 1
+      RICAP dataset path: rpp/utilities/test_suite/TEST_IMAGES/three_images_150x150_src1
 ``` python
 python runTests.py --case_start 0 --case_end 87 --test_type 0 --qa_mode 0
 ```
 -   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time, or optionally, AMD rocprof kernel profiler max/min/avg time for HIP backend variants.
+Note: For testcase 82(RICAP) Please use images of same resolution and Batchsize > 1
+      RICAP dataset path: rpp/utilities/test_suite/TEST_IMAGES/three_images_150x150_src1
 ``` python
 python runTests.py --case_start 0 --case_end 87 --test_type 1
 ```
diff --git a/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PKD3.csv b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PKD3.csv
new file mode 100644
index 000000000..eb8944bb4
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PKD3.csv
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN1.csv b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN1.csv
new file mode 100644
index 000000000..5a714f17a
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN1.csv
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN3.csv b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN3.csv
new file mode 100644
index 000000000..fc0d2c0ec
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUT/ricap/ricap_u8_Tensor_PLN3.csv
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/utilities/test_suite/TEST_IMAGES/three_images_150x150_src1/1_img150x150.jpg b/utilities/test_suite/TEST_IMAGES/three_images_150x150_src1/1_img150x150.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a13c05293a4ceda7e6988d191847f5c826bb8271
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/utilities/test_suite/rpp_test_suite_common.h b/utilities/test_suite/rpp_test_suite_common.h
index 88dac5fd6..4dd1ff375 100644
--- a/utilities/test_suite/rpp_test_suite_common.h
+++ b/utilities/test_suite/rpp_test_suite_common.h
@@ -36,6 +36,7 @@ THE SOFTWARE.
 #include <omp.h>
 #include <fstream>
 #include <turbojpeg.h>
+#include <random>
 
 #ifdef GPU_SUPPORT
     #include <hip/hip_fp16.h>
@@ -71,6 +72,7 @@ std::map<int, string> augmentationMap =
     {38, "crop_mirror_normalize"},
     {49, "box_filter"},
     {54, "gaussian_filter"},
+    {82, "ricap"},
     {84, "spatter"},
     {87, "tensor_sum"}
 };
@@ -297,7 +299,7 @@ inline void set_descriptor_layout( RpptDescPtr srcDescPtr, RpptDescPtr dstDescPt
 }
 
 // sets values of maxHeight and maxWidth
-inline void set_max_dimensions(vector<string>imagePaths, int& maxHeight, int& maxWidth)
+inline void set_max_dimensions(vector<string>imagePaths, int& maxHeight, int& maxWidth, int& imagesMixed)
 {
     tjhandle tjInstance = tjInitDecompress();
     for (const std::string& imagePath : imagePaths)
@@ -323,6 +325,9 @@ inline void set_max_dimensions(vector<string>imagePaths, int& maxHeight, int& ma
             continue;
         }
 
+        if((maxWidth && maxWidth != width) || (maxHeight && maxHeight != height))
+            imagesMixed = 1;
+
         maxWidth = max(maxWidth, width);
         maxHeight = max(maxHeight, height);
     }
@@ -1021,6 +1026,95 @@ inline void compare_output(T* output, string funcName, RpptDescPtr srcDescPtr, R
     }
 }
 
+// Used to randomly swap values present in array of size n
+inline void randomize(unsigned int arr[], unsigned int n)
+{
+    // Use a different seed value each time
+    srand (time(NULL));
+    for (unsigned int i = n - 1; i > 0; i--)
+    {
+        // Pick a random index from 0 to i
+        unsigned int j = rand() % (i + 1);
+        std::swap(arr[i], arr[j]);
+    }
+}
+
+// Generates a random value between given min and max values
+int inline randrange(int min, int max)
+{
+    if(max < 0)
+        return -1;
+    return rand() % (max - min + 1) + min;
+}
+
+// RICAP Input Crop Region initializer for QA testing and golden output match
+void inline init_ricap_qa(int width, int height, int batchSize, Rpp32u *permutationTensor, RpptROIPtr roiPtrInputCropRegion)
+{
+    Rpp32u initialPermuteArray[batchSize], permutedArray[batchSize * 4];
+    int part0Width = 40; //Set part0 width around 1/3 of image width
+    int part0Height = 72; //Set part0 height around 1/2 of image height
+
+    for (uint i = 0; i < batchSize; i++)
+        initialPermuteArray[i] = i;
+
+    for(int i = 0; i < 4; i++)
+        memcpy(permutedArray + (batchSize * i), initialPermuteArray, batchSize * sizeof(Rpp32u));
+
+    for (uint i = 0, j = 0; j < batchSize * 4; i++, j += 4)
+    {
+        permutationTensor[j] = permutedArray[i];
+        permutationTensor[j + 1] = permutedArray[i + batchSize];
+        permutationTensor[j + 2] = permutedArray[i + (batchSize * 2)];
+        permutationTensor[j + 3] = permutedArray[i + (batchSize * 3)];
+    }
+
+    roiPtrInputCropRegion[0].xywhROI = {width - part0Width, 0, part0Width, part0Height};
+    roiPtrInputCropRegion[1].xywhROI = {part0Width, 0, width - part0Width, part0Height};
+    roiPtrInputCropRegion[2].xywhROI = {0, part0Height, part0Width, height - part0Height};
+    roiPtrInputCropRegion[3].xywhROI = {0, part0Height, width - part0Width, height - part0Height};
+}
+
+// RICAP Input Crop Region initializer for unit and performance testing
+void inline init_ricap(int width, int height, int batchSize, Rpp32u *permutationTensor, RpptROIPtr roiPtrInputCropRegion)
+{
+    Rpp32u initialPermuteArray[batchSize], permutedArray[batchSize * 4];
+    double randFromDist, randFromDist1;
+
+    for (uint i = 0; i < batchSize; i++)
+        initialPermuteArray[i] = i;
+
+    std::random_device rd;
+    std::mt19937 gen(rd()); // Pseudo random number generator
+    static std::uniform_real_distribution<double> unif(0.3, 0.7); // Generates a uniform real distribution between 0.3 and 0.7
+    double randVal = unif(gen);
+
+    std::random_device rd1;
+    std::mt19937 gen1(rd1());
+    static std::uniform_real_distribution<double> unif1(0.3, 0.7);
+    double randVal1 = unif1(gen1);
+
+    for(int i = 0; i < 4; i++)
+    {
+        randomize(initialPermuteArray, batchSize);
+        memcpy(permutedArray + (batchSize * i), initialPermuteArray, batchSize * sizeof(Rpp32u));
+    }
+
+    for (uint i = 0, j = 0; j < batchSize * 4; i++, j += 4)
+    {
+        permutationTensor[j] = permutedArray[i];
+        permutationTensor[j + 1] = permutedArray[i + batchSize];
+        permutationTensor[j + 2] = permutedArray[i + (batchSize * 2)];
+        permutationTensor[j + 3] = permutedArray[i + (batchSize * 3)];
+    }
+
+    int part0Width = std::round(randVal * width);
+    int part0Height = std::round(randVal1 * height);
+    roiPtrInputCropRegion[0].xywhROI = {randrange(0, width - part0Width - 8), randrange(0, height - part0Height), part0Width, part0Height}; // Subtracted x coordinate by 8 to avoid corruption when HIP processes 8 pixels at once
+    roiPtrInputCropRegion[1].xywhROI = {randrange(0, part0Width - 8), randrange(0, height - part0Height), width - part0Width, part0Height};
+    roiPtrInputCropRegion[2].xywhROI = {randrange(0, width - part0Width - 8), randrange(0, part0Height), part0Width, height - part0Height};
+    roiPtrInputCropRegion[3].xywhROI = {randrange(0, part0Width - 8), randrange(0, part0Height), width - part0Width, height - part0Height};
+}
+
 inline void compare_reduction_output(Rpp64u* output, string funcName, RpptDescPtr srcDescPtr, int testCase, string dst)
 {
     string func = funcName;

From 1d3e7ce028d01ab1ae8a1a7c138849a0d1a5d69c Mon Sep 17 00:00:00 2001
From: Lisa <lisajdelaney@gmail.com>
Date: Wed, 1 Nov 2023 14:12:46 -0600
Subject: [PATCH 38/63] Documentation - Readme & changelog updates (#251)

* readme and changelog updates for 6.0

* minor update
---
 CHANGELOG.md | 390 ++++++++++++++++++++++++++++-----------------------
 README.md    | 293 +++++++++++++++++++-------------------
 2 files changed, 366 insertions(+), 317 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d651dcf6c..6c439d35d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,136 +1,143 @@
-# ROCm Performance Primitives Library
+# Changelog for RPP
 
-## Changelog
+Full documentation for RPP is available at (https://rocm.docs.amd.com/projects/rpp/en/latest/).
 
-### Online Documentation
-[RPP Documentation](https://gpuopen-professionalcompute-libraries.github.io/rpp/)
+### RPP 1.5.0 (unreleased)
 
-### RPP 1.5.0 (Unreleased)
+### Changes
 
-#### Added
-* 
+* Prerequisites
 
-#### Optimizations
-* 
+### Tested configurations
 
-#### Changed
-* Prerequisites 
-
-#### Fixed
-* 
-
-### Tested Configurations
 * Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.5.0.50500-63`
 * Clang - Version `5.0.1` and above
 * CMake - Version `3.22.3`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### RPP 1.4.0
+## RPP 1.4.0
+
+### Additions
+
+* Updated unit tests
+* Component-based packaging enabled for dev/runtime/ASan
+* ASas build install/package changes added
+* License file added to package
+* Jenkins Groovy CI scripts enhanced to support multi-component package testing
+
+### Optimizations
 
-#### Added
-* Updated Unit Tests
-* Component based packaging enabled for dev/runtime/asan
-* ASAN build install/Package changes added
-* License file added to package.
-* Jenkins Groovy CI scripts enhanced to support multi component package testing.
+* CMakeLists
 
-#### Optimizations
-* CMakeLists 
+### Changes
 
-#### Changed
 * Documentation
-* Replaced the boost functions with std c++ library to remove boost library dependency
+* Replaced boost functions with the standard C++ library to remove boost library dependency
 
-#### Fixed
-* OCL Backend
+### Fixes
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+* OCL backend
+
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.5.0.50500-63`
 * Clang - Version `5.0.1` and above
 * CMake - Version `3.22.3`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### RPP 1.3.0
+## RPP 1.3.0
+
+### Additions
+
+* Updated unit tests
 
-#### Added
-* Updated Unit Tests
+### Optimizations
 
-#### Optimizations
-* CMakeLists 
+* CMakeLists
+
+### Changes
 
-#### Changed
 * Documentation
 
-#### Fixed
-* OCL Backend
+### Fixes
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+* OCL backend
+
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.5.0.50500-63`
 * Clang - Version `5.0.1` and above
 * CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### RPP 1.2.0
+## RPP 1.2.0
+
+### Additions
 
-#### Added
-* Updated Unit Tests
+* Updated unit tests
 
-#### Optimizations
-* CMakeLists 
+### Optimizations
+
+* CMakeLists
+
+### Changes
 
-#### Changed
 * Documentation
 
-#### Fixed
-* OCL Backend
+### Fixes
+
+* OCL backend
 * Jenkins CI - OCL Build Test
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.5.0.50500-63`
 * Clang - Version `5.0.1` and above
 * CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### Known issues
-* 
+## RPP 1.1.0
+
+### Additions
+
+* Parameter support for OpenMP numthreads
+
+### Optimizations
 
-### RPP 1.1.0
+* Readme updates
 
-#### Added
-* OpenMP - parameter support for OpenMP numthreads
+### Changes
 
-#### Optimizations
-* Readme Updates
+* RPP API updates
 
-#### Changed
-* RPP - API Updated
+### Fixes
 
-#### Fixed
 * Minor bugs
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.5.0.50500-63`
 * Clang - Version `5.0.1` and above
 * CMake - Version `3.22.3`
@@ -138,144 +145,162 @@
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
 ### Known issues
-* SLES - Clang package missing with latest updates. Need manual Clang install.
 
-### RPP 1.0.0
+* SLES - the Clang package is missing in the latest updates, which means Clang must be manually
+  installed.
+
+## RPP 1.0.0
+
+### Additions
 
-#### Added
 * Test Suite for all backends
 
-#### Optimizations
-* Readme Updates
+### Optimizations
+
+* Readme updates
 * Tests
-* Build & Prerequisites 
+* Build and prerequisites
 
-#### Changed
-* Radeon Performance Primitives to ROCm Performance Primitives
-* Lib Name - `amd_rpp` to `rpp`
+### Changes
+
+* Our name has changed from *Radeon Performance Primitives* to *ROCm Performance Primitives*
+* Lib name: `amd_rpp` to `rpp`
+
+### Fixes
 
-#### Fixed
 * Minor bugs
 * Tests
 * Readme
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RHEL - `8`/`9`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RHEL - `8`/`9`
 * ROCm: rocm-core - `5.4.0.50400-72`
 * Clang - Version `5.0.1` and above
-* CMake - Version `3.22.3` 
+* CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
 ### Known issues
-* SLES - Clang package missing with latest updates. Need manual Clang install.
 
-### RPP 0.99
+* SLES - the Clang package is missing in the latest updates, which means Clang must be manually
+  installed.
+
+## RPP 0.99
+
+### Additions
+
+* Linux dockers
+
+### Optimizations
 
-#### Added
-* Linux Dockers
+* Readme updates
 
-#### Optimizations
-* Readme Updates
+### Changes
 
-#### Changed
 * CMakeList
 
-#### Fixed
+### Fixes
+
 * Minor bugs and warnings
 
-### Tested Configurations
+### Tested configurations
+
 * Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`/`8`
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`/`8`
 * ROCm: rocm-core - `5.4.0.50400-72`
 * Clang - Version `5.0.1` and above
-* CMake - Version `3.22.3` 
+* CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### Known issues
-* 
-
-### RPP 0.98
+## RPP 0.98
 
-#### Added
+### Additions
 * Dockers
 
-#### Optimizations
-* Readme Updates
 
-#### Changed
+### Optimizations
+
+* Readme updates
+
+#### Changes
+
 * CMakeList
 
-#### Fixed
+#### Fixes
+
 * Minor bugs and warnings
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`/`8`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`/`8`
 * ROCm: rocm-core - `5.3.0.50300-63`
 * Clang - Version `5.0.1` and above
-* CMake - Version `3.22.3` 
+* CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### Known issues
-* 
+## RPP 0.97
 
-### RPP 0.97
+### Additions
 
-#### Added
 * Support for CentOS 7 & SLES 15 SP2
-* Support for ROCm 5.3+ 
+* Support for ROCm 5.3+
 * Support for Ubuntu 22.04
 
-#### Optimizations
-* Readme Updates
+### Optimizations
+
+* Readme updates
+
+### Changes
 
-#### Changed
+* CMakeList updates
 
-* CMakeList Updates
+### Fixes
 
-#### Fixed
 * Minor bugs and warnings
 
-### Tested Configurations
+### Tested configurations
+
 * Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`/`8`
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`/`8`
 * ROCm: rocm-core - `5.3.0.50300-36`
 * Clang - Version `5.0.1` and above
-* CMake - Version `3.22.3` 
+* CMake - Version `3.22.3`
 * Boost - Version `1.72`
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
-### Known issues
-* 
+## RPP 0.96
+
+### Additions
 
-### RPP 0.96
+* New tests
 
-#### Added
-* New Tests
+### Optimizations
 
-#### Optimizations
-* Readme Updates
+* Readme updates
 
-#### Changed
+### Changes
 
-* `CPU`/`HIP`/`OpenCL` Backend Updates
+* `CPU`/`HIP`/`OpenCL` backend updates
+
+### Fixes
 
-#### Fixed
 * Minor bugs and warnings
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `18.04` / `20.04`
-  + CentOS - `8`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `18.04` / `20.04`
+  * CentOS - `8`
 * ROCm: rocm-core - `5.2.0.50200-65`
 * Clang - Version `6.0+`
 * CMake - Version `3.22.3`
@@ -283,27 +308,33 @@
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
 ### Known issues
-* RPP Build on CentOS 7 & SLES SP2 Not Supported
 
-### RPP 0.95
+* RPP is not supported on CentOS 7 and SLES SP2
+
+## RPP 0.95
+
+### Additions
 
-#### Added
-* New Tests
+* New tests
+* CPU backend support
 
-#### Optimizations
-* Readme Updates
+### Optimizations
 
-#### Changed
-* **Backend** - Default Backend set to `HIP`
-* CPU Backend Added
+* Readme updates
+
+### Changes
+
+* `HIP` is now the default backend
+
+### Fixes
 
-#### Fixed
 * Minor bugs and warnings
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `18.04` / `20.04`
-  + CentOS - `8`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `18.04` / `20.04`
+  * CentOS - `8`
 * ROCm: rocm-core - `5.2.0.50200-65`
 * Clang - Version `6.0`
 * CMake - Version `3.22.3`
@@ -311,26 +342,32 @@
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
 ### Known issues
-* `ROCm reorganization` - install updates does not match ROCm specification 
 
-### RPP 0.93
+* ROCm reorganization: install updates no longer match ROCm specifications
+
+## RPP 0.93
+
+### Additions
+
+* New tests
+
+### Optimizations
 
-#### Added
-* New Tests
+* Readme updates
 
-#### Optimizations
-* Readme Updates
+### Changes
 
-#### Changed
-* **Backend** - Default Backend set to `HIP`
+* `HIP` is now the default backend
+
+### Fixes
 
-#### Fixed
 * Minor bugs and warnings
 
-### Tested Configurations
-* Linux distribution
-  + Ubuntu - `18.04` / `20.04`
-  + CentOS - `8`
+### Tested configurations
+
+* Linux
+  * Ubuntu - `18.04` / `20.04`
+  * CentOS - `8`
 * ROCm: rocm-core - `5.0.0.50000-49`
 * Clang - Version `6.0`
 * CMake - Version `3.22.3`
@@ -338,4 +375,5 @@
 * IEEE 754-based half-precision floating-point library - Version `1.12.0`
 
 ### Known issues
-* `CPU` only backend not enabled
+
+* `CPU` backend is not enabled
\ No newline at end of file
diff --git a/README.md b/README.md
index 1634b46c9..09af745c4 100644
--- a/README.md
+++ b/README.md
@@ -1,144 +1,147 @@
 [![MIT licensed](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT)
 [![doc](https://img.shields.io/badge/doc-readthedocs-blueviolet)](https://gpuopen-professionalcompute-libraries.github.io/rpp/)
-[![Build Status](https://travis-ci.com/GPUOpen-ProfessionalCompute-Libraries/rpp.svg?branch=master)](https://travis-ci.com/GPUOpen-ProfessionalCompute-Libraries/rpp)
 
-# ROCm Performance Primitives Library
+# ROCm Performance Primitives library
 
-AMD ROCm Performance Primitives (**RPP**) library is a comprehensive high-performance computer vision library for AMD processors with `HIP`/`OpenCL`/`CPU` back-ends.
-
-## Latest Release
-
-[![GitHub tag (latest SemVer)](https://img.shields.io/github/v/tag/GPUOpen-ProfessionalCompute-Libraries/rpp?style=for-the-badge)](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases)
-
-## Top level design
+AMD ROCm Performance Primitives (RPP) library is a comprehensive, high-performance computer
+vision library for AMD processors that have `HIP`, `OpenCL`, or `CPU` backends.
 
 <p align="center"><img width="50%" src="https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/raw/master/docs/data/rpp_structure_4.png" /></p>
 
-## Supported Functionalities and Variants
+The latest RPP release is: [![GitHub tag (latest SemVer)](https://img.shields.io/github/v/tag/GPUOpen-ProfessionalCompute-Libraries/rpp?style=for-the-badge)](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases)
 
-### Supported Functionalities List
+## Supported functionalities and variants
 
 <p align="center"><img width="90%" src="https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/raw/master/docs/data/supported_functionalities.png" /></p>
 
-### Supported Functionalities Samples
-
 <p align="center"><img width="90%" src="https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/raw/master/docs/data/supported_functionalities_samples.jpg" /></p>
 
 ## Documentation
 
-Run the steps below to build documentation locally.
+You can build our documentation locally using the following code:
 
-* Sphinx documentation
-```bash
-cd docs
-pip3 install -r sphinx/requirements.txt
-python3 -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
-```
+* Sphinx
 
-* Doxygen 
-```
-doxygen .Doxyfile
-```
+  ```bash
+  cd docs
+  pip3 install -r .sphinx/requirements.txt
+  python3 -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
+  ```
 
-## Prerequisites
+* Doxygen
+
+  ```bash
+  doxygen .Doxyfile
+  ```
 
-* **OS**
-  + Ubuntu `20.04`/`22.04`
-  + CentOS `7`
-  + RHEL `8`/`9`
-  + SLES - `15-SP4`
+## Prerequisites
 
-* [ROCm supported hardware](https://docs.amd.com/bundle/Hardware_and_Software_Reference_Guide/page/Hardware_and_Software_Support.html)
+Refer to our
+[Linux GPU and OS support](https://rocm.docs.amd.com/en/latest/release/gpu_os_support.html)
+page to see if your system is supported.
 
-* [ROCm](https://docs.amd.com/bundle/ROCm-Installation-Guide-v5.4.3/page/How_to_Install_ROCm.html) `5.6.1` and above
+To use RPP, you must have installed the following:
 
-* [HIP](https://github.com/ROCm-Developer-Tools/HIP)
+* ROCm
+  For ROCm installation instructions, see
+  [Linux quick-start](https://rocm.docs.amd.com/en/latest/deploy/linux/quick_start.html).
 
 * Clang Version `5.0.1` and above
 
-  + Ubuntu `20`/`22`
-    ```
+  * Ubuntu `20`/`22`
+
+    ```bash
     sudo apt-get install clang
     ```
 
-  + CentOS `7`
-    ```
+  * CentOS `7`
+
+    ```bash
     sudo yum install llvm-toolset-7-clang llvm-toolset-7-clang-analyzer llvm-toolset-7-clang-tools-extra
     scl enable llvm-toolset-7 bash
     ```
 
-  + RHEL `8`/`9`
-    ```
+  * RHEL `8`/`9`
+
+    ```bash
     sudo yum install clang
     ```
 
-  + SLES `15-SP4`
-    ```
+  * SLES `15-SP4` (use `ROCm LLVM Clang`)
+
+    ```bash
     zypper -n --no-gpg-checks install clang
     update-alternatives --install /usr/bin/clang clang /opt/rocm-*/llvm/bin/clang 100
     update-alternatives --install /usr/bin/clang++ clang++ /opt/rocm-*/llvm/bin/clang++ 100
     ```
-    **NOTE:** Use `ROCm LLVM Clang`
 
 * CMake Version `3.5` and above
 
-* IEEE 754-based half-precision floating-point library - half.hpp
-  + Use `half` package with ROCm
+* IEEE 754-based half-precision floating-point library (half.hpp)
 
-    ```
+  * Use the `half` package with ROCm
+
+    ```bash
     sudo apt-get install half
     ```
-    **NOTE:** use the right package-management utility - `zypper`/`yum`
- 
-  + Install from source
 
-    ```
-    wget https://sourceforge.net/projects/half/files/half/1.12.0/half-1.12.0.zip
-    unzip half-1.12.0.zip -d half-files
-    sudo mkdir /usr/local/include/half
-    sudo cp half-files/include/half.hpp /usr/local/include/half
-    ```
+   Note that you must use the correct package management utility (`zypper`/`yum`).
 
-* Compiler with support for C++ Version `17` and above
+  * Install from source
+
+  ```bash
+  wget https://sourceforge.net/projects/half/files/half/1.12.0/half-1.12.0.zip
+  unzip half-1.12.0.zip -d half-files
+  sudo mkdir /usr/local/include/half
+  sudo cp half-files/include/half.hpp /usr/local/include/half
+  ```
 
+* Compiler with support for C++ Version `17` and above
 * OpenMP
-  
 * Threads
 
-## Prerequisites for Test Suite
+### Test suite prerequisites
 
-* OpenCV `3.4.0`/`4.5.5` - **pre-requisites**
-  ```
-  sudo apt-get update
-  sudo -S apt-get -y --allow-unauthenticated install build-essential libgtk2.0-dev libavcodec-dev libavformat-dev libswscale-dev python-dev python-numpy
-  sudo -S apt-get -y --allow-unauthenticated install libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libdc1394-22-dev unzip wget
-  ```
+* OpenCV `3.4.0`/`4.5.5`
 
-* OpenCV `3.4.0` /`4.5.5` - **download**
-  ```
-  wget https://github.com/opencv/opencv/archive/3.4.0.zip
-  unzip 3.4.0.zip
-  cd opencv-3.4.0/
-  ```
-  OR
-  ```
-  wget https://github.com/opencv/opencv/archive/4.5.5.zip
-  unzip 4.5.5.zip
-  cd opencv-4.5.5/
-  ```
+  * Install OpenCV prerequisites:
 
-* OpenCV `3.4.0`/`4.5.5` - **installation**
-  ```
-  mkdir build
-  cd build
-  cmake -D WITH_GTK=ON -D WITH_JPEG=ON -D BUILD_JPEG=ON -D WITH_OPENCL=OFF -D WITH_OPENCLAMDFFT=OFF -D WITH_OPENCLAMDBLAS=OFF -D WITH_VA_INTEL=OFF -D WITH_OPENCL_SVM=OFF -D CMAKE_INSTALL_PREFIX=/usr/local ..
-  sudo -S make -j128 <Or other number of threads to use>
-  sudo -S make install
-  sudo -S ldconfig
-  ```
+    ```bash
+    sudo apt-get update
+    sudo -S apt-get -y --allow-unauthenticated install build-essential libgtk2.0-dev libavcodec-dev libavformat-dev libswscale-dev python-dev python-numpy
+    sudo -S apt-get -y --allow-unauthenticated install libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libdc1394-22-dev unzip wget
+    ```
 
-* TurboJpeg installation
-  ```
+  * Download OpenCV `3.4.0` /`4.5.5`:
+
+    ```bash
+    wget https://github.com/opencv/opencv/archive/3.4.0.zip
+    unzip 3.4.0.zip
+    cd opencv-3.4.0/
+    ```
+
+    OR
+
+    ```bash
+    wget https://github.com/opencv/opencv/archive/4.5.5.zip
+    unzip 4.5.5.zip
+    cd opencv-4.5.5/
+    ```
+
+  * Install OpenCV:
+
+    ```bash
+    mkdir build
+    cd build
+    cmake -D WITH_GTK=ON -D WITH_JPEG=ON -D BUILD_JPEG=ON -D WITH_OPENCL=OFF -D WITH_OPENCLAMDFFT=OFF -D WITH_OPENCLAMDBLAS=OFF -D WITH_VA_INTEL=OFF -D WITH_OPENCL_SVM=OFF -D CMAKE_INSTALL_PREFIX=/usr/local ..
+    sudo -S make -j128 <Or other number of threads to use>
+    sudo -S make install
+    sudo -S ldconfig
+    ```
+
+* Install TurboJpeg:
+
+  ```bash
   sudo apt-get install nasm
   sudo apt-get install wget
   git clone -b 2.0.6.1 https://github.com/rrawther/libjpeg-turbo.git
@@ -155,79 +158,87 @@ doxygen .Doxyfile
   sudo make install
   ```
 
-## Build & Install RPP 
-
-The ROCm Performance Primitives (RPP) library has support for three backends: HIP, OpenCL, and CPU:
-
-* Building RPP with the **HIP** backend **(default)**:
-```
-$ git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
-$ mkdir build && cd build
-$ cmake -DBACKEND=HIP ../rpp
-$ make -j8
-$ sudo make install
-```
-
-* Building RPP with the **OPENCL** backend:
-```
-$ git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
-$ mkdir build && cd build
-$ cmake -DBACKEND=OCL ../rpp
-$ make -j8
-$ sudo make install
-```
-
-* Building RPP with the **CPU** backend:
-```
-$ git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
-$ mkdir build && cd build
-$ cmake -DBACKEND=CPU ../rpp
-$ make -j8
-$ sudo make install
-```
-## Test Functionalities
+## Build and install RPP
 
-### CPU installation
+To build and install RPP, run the code shown for your backend:
 
-    $ cd rpp/utilities/rpp-unittests/HOST_NEW
-    $ ./testAllScript.sh
+* HIP (default)
 
-### OCL installation
+  ```bash
+  git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
+  mkdir build && cd build
+  cmake -DBACKEND=HIP ../rpp
+  make -j8
+  sudo make install
+  ```
+
+* OpenCL
+
+  ```bash
+  git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
+  mkdir build && cd build
+  cmake -DBACKEND=OCL ../rpp
+  make -j8
+  sudo make install
+  ```
+
+* CPU
+
+  ```bash
+  git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git
+  mkdir build && cd build
+  cmake -DBACKEND=CPU ../rpp
+  make -j8
+  sudo make install
+  ```
+
+## Test Functionalities
 
-    $ cd rpp/utilities/rpp-unittests/OCL_NEW
-    $ ./testAllScript.sh
+To test the functionalities of RPP, run the code shown for your backend:
 
-### HIP installation
+* HIP
 
-    $ cd rpp/utilities/rpp-unittests/HIP_NEW
-    $ ./testAllScript.sh
+  ```bash
+    cd rpp/utilities/rpp-unittests/HIP_NEW
+    ./testAllScript.sh
+  ```
+
+* OpenCL
 
-## MIVisionX Support - OpenVX Extension
+  ```bash
+    cd rpp/utilities/rpp-unittests/OCL_NEW
+    ./testAllScript.sh
+  ```
 
-[MIVisionX](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX) RPP Extension [vx_rpp](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX/tree/master/amd_openvx_extensions/amd_rpp#amd-rpp-extension) supports RPP functionality through OpenVX Framework.
+  * CPU
 
-## Technical Support
+  ```bash
+    cd rpp/utilities/rpp-unittests/HOST_NEW
+    ./testAllScript.sh
+  ```
 
-Please email `mivisionx.support@amd.com` for questions, and feedback on AMD RPP.
+## MIVisionX support - OpenVX extension
 
-Please submit your feature requests, and bug reports on the [GitHub issues](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/issues) page.
+[MIVisionX](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX) RPP extension
+[vx_rpp](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX/tree/master/amd_openvx_extensions/amd_rpp#amd-rpp-extension) supports RPP functionality through the OpenVX Framework.
 
-## Release Notes
+## Technical support
 
-### Latest Release
+For RPP questions and feedback, you can contact us at `mivisionx.support@amd.com`.
 
-[![GitHub tag (latest SemVer)](https://img.shields.io/github/v/tag/GPUOpen-ProfessionalCompute-Libraries/rpp?style=for-the-badge)](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases)
+To submit feature requests and bug reports, use our
+[GitHub issues](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/issues) page.
 
-### Changelog
+## Release notes
 
-Review all notable [changes](CHANGELOG.md#changelog) with the latest release
+All notable changes for each release are added to our [changelog](CHANGELOG.md).
 
-### Tested configurations
+## Tested configurations
 
 * Linux distribution
-  + Ubuntu - `20.04` / `22.04`
-  + CentOS - `7`
-  + RedHat - `8` / `9`
-  + SLES - `15-SP4`
+  * Ubuntu - `20.04` / `22.04`
+  * CentOS - `7`
+  * RedHat - `8` / `9`
+  * SLES - `15-SP4`
 * ROCm: rocm-core - `5.7.0.50700-63`
 * OpenCV - [4.6.0](https://github.com/opencv/opencv/releases/tag/4.6.0)

From e85f5816bd8271154bf3ac50888f769b146d68bb Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 2 Nov 2023 14:14:41 +0000
Subject: [PATCH 39/63] added ctests for audio test suite for CI

made changes to add more clarity on the QA Tests results
---
 utilities/test_suite/CMakeLists.txt        | 22 +++++---
 utilities/test_suite/HOST/runAudioTests.py | 61 +++++++++++++---------
 2 files changed, 50 insertions(+), 33 deletions(-)

diff --git a/utilities/test_suite/CMakeLists.txt b/utilities/test_suite/CMakeLists.txt
index 1e4cc7548..b08f2cfbb 100644
--- a/utilities/test_suite/CMakeLists.txt
+++ b/utilities/test_suite/CMakeLists.txt
@@ -24,31 +24,37 @@
 #
 ################################################################################
 cmake_minimum_required (VERSION 3.5)
+project(test_suite)
 
 set(Python3_FIND_VIRTUALENV FIRST)
 find_package(Python3 QUIET)
 
 if(Python3_FOUND)
 
-  add_test(NAME rpp_qa_tests_host_all 
-        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py 
+  add_test(NAME rpp_qa_tests_host_all
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
         --qa_mode 1 --batch_size 3
         WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
       )
-  add_test(NAME rpp_qa_tests_host_brightness 
-      COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py 
+  add_test(NAME rpp_qa_tests_host_brightness
+      COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
       --qa_mode 1 --batch_size 3 --case_list 0
       WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
     )
-  add_test(NAME rpp_qa_tests_host_gamma_correction 
-    COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py 
+  add_test(NAME rpp_qa_tests_host_gamma_correction
+    COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
     --qa_mode 1 --batch_size 3 --case_list 1
     WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
   )
+  add_test(
+        NAME rpp_qa_tests_tensor_host_non_silent_region_detection
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --case_list 0 --test_type 0 --batch_size 8
+        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+  )
 
   if( "${BACKEND}" STREQUAL "HIP")
-    add_test(NAME rpp_qa_tests_hip 
-          COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py 
+    add_test(NAME rpp_qa_tests_hip
+          COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py
           --qa_mode 1 --batch_size 3
           WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
         )
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index a0c321304..437ad4704 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -28,8 +28,8 @@
 # Set the timestamp
 timestamp = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
 
-cwd = os.getcwd()
-inFilePath = os.path.join(os.path.dirname(cwd), 'TEST_AUDIO_FILES', 'eight_samples_single_channel_src1')
+scriptPath = os.path.dirname(os.path.realpath(__file__))
+inFilePath = scriptPath + "/../TEST_AUDIO_FILES/eight_samples_single_channel_src1"
 
 # Checks if the folder path is empty, or is it a root folder, or if it exists, and remove its contents
 def validate_and_remove_files(path):
@@ -85,7 +85,7 @@ def validate_path(input_path):
 # Get a list of log files based on a flag for preserving output
 def get_log_file_list():
     return [
-        "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
+        scriptPath + "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
     ]
 
 def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath):
@@ -94,7 +94,7 @@ def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFile
     print("Running a New Functionality...")
     print("--------------------------------")
     print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize}")
-    result = subprocess.run(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE)    # nosec
+    result = subprocess.run([scriptPath + "/build/Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE)    # nosec
     print(result.stdout.decode())
 
     print("------------------------------------------------------------------------------------------")
@@ -106,7 +106,7 @@ def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDep
     print("--------------------------------")
     with open("{}/Tensor_host_audio_raw_performance_log.txt".format(loggingFolder), "a") as log_file:
         print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} ")
-        process = subprocess.Popen(["./Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
+        process = subprocess.Popen([scriptPath + "/build/Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
         while True:
             output = process.stdout.readline()
             if not output and process.poll() is not None:
@@ -180,16 +180,16 @@ def rpp_test_suite_parser_and_validator():
 outFilePath = " "
 
 if preserveOutput == 0:
-    validate_and_remove_folders(cwd, "QA_RESULTS_AUDIO_HOST")
-    validate_and_remove_folders(cwd, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
+    validate_and_remove_folders(scriptPath, "QA_RESULTS_AUDIO_HOST")
+    validate_and_remove_folders(scriptPath, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
 
 if(testType == 0):
-    outFilePath = os.path.join(os.path.dirname(cwd), 'QA_RESULTS_AUDIO_HOST_' + timestamp)
+    outFilePath = scriptPath + "/../QA_RESULTS_AUDIO_HOST_" + timestamp
     numRuns = 1
 elif(testType == 1):
     if "--num_runs" not in sys.argv:
         numRuns = 100   #default numRuns for running performance tests
-    outFilePath = os.path.join(os.path.dirname(cwd), 'OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_' + timestamp)
+    outFilePath = scriptPath + "/../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp
 else:
     print("Invalid TEST_TYPE specified. TEST_TYPE should be 0/1 (0 = QA tests / 1 = Performance tests)")
     exit(0)
@@ -202,10 +202,10 @@ def rpp_test_suite_parser_and_validator():
 validate_and_remove_files(dstPath)
 
 # Enable extglob
-if os.path.exists("build"):
-    shutil.rmtree("build")
-os.makedirs("build")
-os.chdir("build")
+if os.path.exists(scriptPath + "/build"):
+    shutil.rmtree(scriptPath + "/build")
+os.makedirs(scriptPath + "/build")
+os.chdir(scriptPath + "/build")
 
 # Run cmake and make commands
 subprocess.run(["cmake", ".."], cwd=".")   # nosec
@@ -231,20 +231,31 @@ def rpp_test_suite_parser_and_validator():
 
 # print the results of qa tests
 supportedCaseList = ['0']
-supportedCases = 0
-for num in caseList:
-    if num in supportedCaseList:
-        supportedCases += 1
-caseInfo = "Tests are run for " + str(supportedCases) + " supported cases out of the " + str(len(caseList)) + " cases requested"
+nonQACaseList = [] # Add cases present in supportedCaseList, but without QA support
+
 if testType == 0:
     qaFilePath = os.path.join(outFilePath, "QA_results.txt")
-    f = open(qaFilePath, 'r+')
-    print("---------------------------------- Results of QA Test ----------------------------------\n")
-    for line in f:
-        sys.stdout.write(line)
-        sys.stdout.flush()
-    f.write(caseInfo)
-print("\n-------------- " + caseInfo + " --------------")
+    checkFile = os.path.isfile(qaFilePath)
+    if checkFile:
+        f = open(qaFilePath, 'r+')
+        print("---------------------------------- Results of QA Test - Tensor_host_audio -----------------------------------\n")
+        numLines = 0
+        numPassed = 0
+        for line in f:
+            sys.stdout.write(line)
+            numLines += 1
+            if "PASSED" in line:
+                numPassed += 1
+            sys.stdout.flush()
+        resultsInfo = "\n\nFinal Results of Tests:"
+        resultsInfo += "\n    - Total test cases including all subvariants REQUESTED = " + str(numLines)
+        resultsInfo += "\n    - Total test cases including all subvariants PASSED = " + str(numPassed)
+        resultsInfo += "\n\nGeneral information on Tensor test suite availability:"
+        resultsInfo += "\n    - Total augmentations supported in Tensor test suite = " + str(len(supportedCaseList))
+        resultsInfo += "\n    - Total augmentations with golden output QA test support = " + str(len(supportedCaseList) - len(nonQACaseList))
+        resultsInfo += "\n    - Total augmentations without golden ouput QA test support (due to randomization involved) = " + str(len(nonQACaseList))
+        f.write(resultsInfo)
+    print("\n-------------------------------------------------------------------" + resultsInfo + "\n\n-------------------------------------------------------------------")
 
 # Performance tests
 if (testType == 1):

From 0aec6e1463e90c898040c917f7a4f5b058c8b812 Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Thu, 2 Nov 2023 16:41:27 -0400
Subject: [PATCH 40/63] Cmake mods for ctest

---
 utilities/test_suite/CMakeLists.txt | 67 ++++++++++++++++++-----------
 1 file changed, 41 insertions(+), 26 deletions(-)

diff --git a/utilities/test_suite/CMakeLists.txt b/utilities/test_suite/CMakeLists.txt
index b08f2cfbb..25280cd72 100644
--- a/utilities/test_suite/CMakeLists.txt
+++ b/utilities/test_suite/CMakeLists.txt
@@ -23,45 +23,60 @@
 # SOFTWARE.
 #
 ################################################################################
+
 cmake_minimum_required (VERSION 3.5)
 project(test_suite)
-
 set(Python3_FIND_VIRTUALENV FIRST)
 find_package(Python3 QUIET)
 
 if(Python3_FOUND)
 
-  add_test(NAME rpp_qa_tests_host_all
-        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
-        --qa_mode 1 --batch_size 3
+    # Running all HOST tests
+    add_test(
+        NAME rpp_qa_tests_tensor_host_all
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py --qa_mode 1 --batch_size 3
+        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+    )
+    add_test(
+        NAME rpp_qa_tests_tensor_audio_host_all
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --test_type 0 --batch_size 8
+        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+    )
+
+    # Running case by case - one sample for brightness (in tensor_host) and one sample for non_silent_region (in tensor_audio_host)
+    add_test(
+        NAME rpp_qa_tests_tensor_host_brightness
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py --qa_mode 1 --batch_size 3 --case_list 0
         WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
-      )
-  add_test(NAME rpp_qa_tests_host_brightness
-      COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
-      --qa_mode 1 --batch_size 3 --case_list 0
-      WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
     )
-  add_test(NAME rpp_qa_tests_host_gamma_correction
-    COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runTests.py
-    --qa_mode 1 --batch_size 3 --case_list 1
-    WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
-  )
-  add_test(
-        NAME rpp_qa_tests_tensor_host_non_silent_region_detection
+    add_test(
+        NAME rpp_qa_tests_tensor_audio_host_non_silent_region
         COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --case_list 0 --test_type 0 --batch_size 8
         WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
-  )
+    )
+
+    if( "${BACKEND}" STREQUAL "HIP")
+        
+        # Running all HIP tests
+        add_test(
+            NAME rpp_qa_tests_tensor_hip_all
+            COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py --qa_mode 1 --batch_size 3
+            WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+        )
 
-  if( "${BACKEND}" STREQUAL "HIP")
-    add_test(NAME rpp_qa_tests_hip
-          COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py
-          --qa_mode 1 --batch_size 3
-          WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+        # Running case by case - one sample for brightness (in tensor_hip)
+        add_test(
+            NAME rpp_qa_tests_tensor_hip_brightness
+            COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py --qa_mode 1 --batch_size 3 --case_list 0
+            WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
         )
-  elseif( "${BACKEND}" STREQUAL "OCL")
-    # TBD: Add OCL Tests
-  endif()
+    
+    elseif( "${BACKEND}" STREQUAL "OCL")
+        
+        # TBD: Add OCL Tests
+    
+    endif()
 
 else()
   message("-- ${Yellow}Test Warning: Python3 must be installed to run RPP test_suite successfully!${ColourReset}")
-endif(Python3_FOUND)
+endif(Python3_FOUND)
\ No newline at end of file

From 3140717ead5de0adb246c39a2024512e05f4871c Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Thu, 2 Nov 2023 16:42:01 -0400
Subject: [PATCH 41/63] HOST-only build error bugfix

---
 src/modules/cpu/kernel/non_silent_region_detection.hpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 5a7853fcf..5a562c1bd 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -22,6 +22,7 @@ THE SOFTWARE.
 
 #include "rppdefs.h"
 #include <omp.h>
+#include <algorithm>
 
 Rpp32f getSquare(Rpp32f &value)
 {

From 07138906bd7c2f222133733a3c15418e0fb933ed Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 3 Nov 2023 08:11:05 +0000
Subject: [PATCH 42/63] added qa mode paramter to python audio script

added golden output map for QA testing of Non silent region detection
---
 utilities/test_suite/CMakeLists.txt           |   8 ++---
 .../test_suite/HOST/Tensor_host_audio.cpp     |   6 ++--
 utilities/test_suite/HOST/runAudioTests.py    |  18 +++++++---
 utilities/test_suite/README.md                |   7 ++--
 ...t_region_detection_ref_237-134500-0001.txt |   2 --
 ...t_region_detection_ref_237-134500-0004.txt |   2 --
 ...nt_region_detection_ref_2830-3980-0059.txt |   2 --
 ...t_region_detection_ref_6829-68769-0047.txt |   2 --
 ...t_region_detection_ref_6829-68771-0017.txt |   2 --
 .../237-134500-0001.wav                       | Bin 57964 -> 0 bytes
 .../237-134500-0004.wav                       | Bin 71244 -> 0 bytes
 .../2830-3980-0059.wav                        | Bin 58444 -> 0 bytes
 .../6829-68769-0047.wav                       | Bin 74444 -> 0 bytes
 .../6829-68771-0017.wav                       | Bin 76524 -> 0 bytes
 .../sample1.wav}                              | Bin
 .../sample2.wav}                              | Bin
 .../sample3.wav}                              | Bin
 utilities/test_suite/rpp_test_suite_audio.h   |  34 +++++++++---------
 18 files changed, 39 insertions(+), 44 deletions(-)
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0001.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0004.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/2830-3980-0059.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68769-0047.wav
 delete mode 100644 utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68771-0017.wav
 rename utilities/test_suite/TEST_AUDIO_FILES/{eight_samples_single_channel_src1/237-126133-0020.wav => three_samples_single_channel_src1/sample1.wav} (100%)
 rename utilities/test_suite/TEST_AUDIO_FILES/{eight_samples_single_channel_src1/2830-3979-0005.wav => three_samples_single_channel_src1/sample2.wav} (100%)
 rename utilities/test_suite/TEST_AUDIO_FILES/{eight_samples_single_channel_src1/6829-68769-0045.wav => three_samples_single_channel_src1/sample3.wav} (100%)

diff --git a/utilities/test_suite/CMakeLists.txt b/utilities/test_suite/CMakeLists.txt
index 25280cd72..703fa0015 100644
--- a/utilities/test_suite/CMakeLists.txt
+++ b/utilities/test_suite/CMakeLists.txt
@@ -39,7 +39,7 @@ if(Python3_FOUND)
     )
     add_test(
         NAME rpp_qa_tests_tensor_audio_host_all
-        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --test_type 0 --batch_size 8
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --qa_mode 1 --batch_size 3
         WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
     )
 
@@ -51,12 +51,11 @@ if(Python3_FOUND)
     )
     add_test(
         NAME rpp_qa_tests_tensor_audio_host_non_silent_region
-        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --case_list 0 --test_type 0 --batch_size 8
+        COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HOST/runAudioTests.py --case_list 0 --qa_mode 1 --batch_size 3
         WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
     )
 
     if( "${BACKEND}" STREQUAL "HIP")
-        
         # Running all HIP tests
         add_test(
             NAME rpp_qa_tests_tensor_hip_all
@@ -70,11 +69,8 @@ if(Python3_FOUND)
             COMMAND ${Python3_EXECUTABLE} ${CMAKE_SOURCE_DIR}/utilities/test_suite/HIP/runTests.py --qa_mode 1 --batch_size 3 --case_list 0
             WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
         )
-    
     elseif( "${BACKEND}" STREQUAL "OCL")
-        
         # TBD: Add OCL Tests
-    
     endif()
 
 else()
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 5ff54d721..025752265 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -41,9 +41,9 @@ int main(int argc, char **argv)
     int batchSize = atoi(argv[6]);
     char *dst = argv[7];
 
-    if (testType == 0 && batchSize != 8)
+    if (testType == 0 && batchSize != 3)
     {
-        cout << "Error! QA Mode only runs with batchsize 8" << endl;
+        cout << "Error! QA Mode only runs with batchsize 3" << endl;
         return -1;
     }
 
@@ -123,7 +123,7 @@ int main(int argc, char **argv)
 
     // Run case-wise RPP API and measure time
     rppHandle_t handle;
-    rppCreateWithBatchSize(&handle, srcDescPtr->n, 8);
+    rppCreateWithBatchSize(&handle, srcDescPtr->n, 3);
     int noOfIterations = (int)audioNames.size() / batchSize;
     double maxWallTime = 0, minWallTime = 500, avgWallTime = 0;
     string testCaseName;
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 437ad4704..96ea76bb4 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -29,7 +29,7 @@
 timestamp = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
 
 scriptPath = os.path.dirname(os.path.realpath(__file__))
-inFilePath = scriptPath + "/../TEST_AUDIO_FILES/eight_samples_single_channel_src1"
+inFilePath = scriptPath + "/../TEST_AUDIO_FILES/three_samples_single_channel_src1"
 
 # Checks if the folder path is empty, or is it a root folder, or if it exists, and remove its contents
 def validate_and_remove_files(path):
@@ -122,6 +122,7 @@ def rpp_test_suite_parser_and_validator():
     parser.add_argument("--case_start", type = int, default = 0, help = "Testing range starting case # - (0:0)")
     parser.add_argument("--case_end", type = int, default = 0, help = "Testing range ending case # - (0:0)")
     parser.add_argument('--test_type', type = int, default = 0, help = "Type of Test - (0 = QA tests / 1 = Performance tests)")
+    parser.add_argument('--qa_mode', type = int, default = 0, help = "Run with qa_mode? Output audio data from tests will be compared with golden outputs - (0 / 1)", required = False)
     parser.add_argument('--case_list', nargs = "+", help = "List of case numbers to test", required = False)
     parser.add_argument('--num_runs', type = int, default = 1, help = "Specifies the number of runs for running the performance tests")
     parser.add_argument('--preserve_output', type = int, default = 1, help = "preserves the output of the program - (0 = override output / 1 = preserve output )" )
@@ -144,6 +145,9 @@ def rpp_test_suite_parser_and_validator():
     elif args.case_list is not None and args.case_start > 0 and args.case_end < 0:
         print("Invalid input! Please provide only 1 option between case_list, case_start and case_end")
         exit(0)
+    elif args.qa_mode < 0 or args.qa_mode > 1:
+        print("QA mode must be in the 0 / 1. Aborting!")
+        exit(0)
     elif args.num_runs <= 0:
         print("Number of Runs must be greater than 0. Aborting!")
         exit(0)
@@ -173,12 +177,18 @@ def rpp_test_suite_parser_and_validator():
 caseEnd = args.case_end
 testType = args.test_type
 caseList = args.case_list
+qaMode = args.qa_mode
 numRuns = args.num_runs
 preserveOutput = args.preserve_output
 batchSize = args.batch_size
 bitDepth = 2 # Current audio test suite only supports bit depth 2
 outFilePath = " "
 
+# Override testType to 0 if testType is 1 and qaMode is 1
+if testType == 1 and qaMode == 1:
+    print("WARNING: QA Mode cannot be run with testType = 1 (performance tests). Resetting testType to 0")
+    testType = 0
+
 if preserveOutput == 0:
     validate_and_remove_folders(scriptPath, "QA_RESULTS_AUDIO_HOST")
     validate_and_remove_folders(scriptPath, "OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST")
@@ -213,8 +223,8 @@ def rpp_test_suite_parser_and_validator():
 
 if testType == 0:
     for case in caseList:
-        if batchSize != 8:
-            print("QA tests can only run with a batch size of 8.")
+        if batchSize != 3:
+            print("QA tests can only run with a batch size of 3.")
             exit(0)
         if int(case) != 0:
             print(f"Invalid case number {case}. Case number must be 0!")
@@ -251,7 +261,7 @@ def rpp_test_suite_parser_and_validator():
         resultsInfo += "\n    - Total test cases including all subvariants REQUESTED = " + str(numLines)
         resultsInfo += "\n    - Total test cases including all subvariants PASSED = " + str(numPassed)
         resultsInfo += "\n\nGeneral information on Tensor test suite availability:"
-        resultsInfo += "\n    - Total augmentations supported in Tensor test suite = " + str(len(supportedCaseList))
+        resultsInfo += "\n    - Total augmentations supported in Tensor audio test suite = " + str(len(supportedCaseList))
         resultsInfo += "\n    - Total augmentations with golden output QA test support = " + str(len(supportedCaseList) - len(nonQACaseList))
         resultsInfo += "\n    - Total augmentations without golden ouput QA test support (due to randomization involved) = " + str(len(nonQACaseList))
         f.write(resultsInfo)
diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index 14309ff64..6b87ffd0f 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -81,6 +81,7 @@ The audio test suite accepts the following command line arguments:
 -   case_start: The starting case number for the test range (0-0). Default is 0
 -   case_end: The ending case number for the test range (0-0). Default is 0
 -   test_type: The type of test to run (0 = QA tests, 1 = Performance tests). Default is 0
+-   qa_mode: Output audio data from tests will be compared with golden outputs - (0 / 1). Default is 0
 -   case_list: A list of specific case numbers to run. Must be used in conjunction with --test_type
 -   num_runs: Specifies the number of runs for running the performance tests
 -   preserve_output: preserves the output or performance logs generated from the previous test suite run - (0 = remove output or performance logs / 1 = preserve output or performance logs). Default is 1
@@ -91,9 +92,9 @@ The test suite can be run with the following command:
 python runAudioTests.py --input_path <input_path> --case_start <case_start> --case_end <case_end> --test_type <test_type>
 
 ## Modes of operation (Rpp Audio Test Suite)
--   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 8.
+-   QA mode - Tolerance based PASS/FAIL tests for RPP AUDIO HOST functionalities checking match between output and preset golden outputs. Please note that QA mode is only supported with a batch size of 3.
 ``` python
-python runAudioTests.py --case_start 0 --case_end 0 --test_type 0 --batch_size 8
+python runAudioTests.py --case_start 0 --case_end 0 --qa_mode 1 --batch_size 3
 ```
 
 -   Performance test mode - Performance tests that execute the desired functionality and variant 100 times by default, and report max/min/avg RPP execution wall time.
@@ -105,7 +106,7 @@ To run the QA tests / performance tests for specific case numbers. please case u
 
 -   To run QA tests for case numbers 0, 1, 2
 ``` python
-python runTests.py --case_list 0 1 2 --test_type 0 --batch_size 8
+python runTests.py --case_list 0 1 2 --qa_mode 1 --batch_size 3
 ```
 -   To run performance tests for case numbers 0, 1, 2
 ``` python
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
deleted file mode 100644
index a5a6c4b4b..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0001.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-28960
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
deleted file mode 100644
index 2f4be22ae..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-134500-0004.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-35600
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
deleted file mode 100644
index 849183e19..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3980-0059.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-29200
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
deleted file mode 100644
index b3f7b9624..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0047.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-37200
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
deleted file mode 100644
index 7089aa2ea..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68771-0017.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-38240
diff --git a/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0001.wav b/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-134500-0001.wav
deleted file mode 100644
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diff --git a/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-126133-0020.wav b/utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav
similarity index 100%
rename from utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/237-126133-0020.wav
rename to utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample1.wav
diff --git a/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/2830-3979-0005.wav b/utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample2.wav
similarity index 100%
rename from utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/2830-3979-0005.wav
rename to utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample2.wav
diff --git a/utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68769-0045.wav b/utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample3.wav
similarity index 100%
rename from utilities/test_suite/TEST_AUDIO_FILES/eight_samples_single_channel_src1/6829-68769-0045.wav
rename to utilities/test_suite/TEST_AUDIO_FILES/three_samples_single_channel_src1/sample3.wav
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index a56956107..3d4298a46 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -37,6 +37,14 @@ std::map<int, string> audioAugmentationMap =
     {0, "non_silent_region_detection"},
 };
 
+// Golden outputs for Non Silent Region Detection
+std::map<string, std::vector<int>> NonSilentRegionReferenceOutputs =
+{
+    {"sample1", {0, 35840}},
+    {"sample2", {0, 33680}},
+    {"sample3", {0, 34160}}
+};
+
 // sets descriptor dimensions and strides of src/dst
 inline void set_audio_descriptor_dims_and_strides(RpptDescPtr descPtr, int batchSize, int maxHeight, int maxWidth, int maxChannels, int offsetInBytes)
 {
@@ -181,35 +189,25 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
 
 void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)
 {
-    fstream refFile;
-    string refPath = get_current_dir_name();
-    string pattern = "HOST/build";
-    remove_substring(refPath, pattern);
-    refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
     int fileMatch = 0;
     for (int i = 0; i < bs; i++)
     {
         string currentFileName = audioNames[i];
         size_t lastIndex = currentFileName.find_last_of(".");
         currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
-        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
-        refFile.open(outFile, ios::in);
-        if (!refFile.is_open())
+        std::vector<int> referenceOutput = NonSilentRegionReferenceOutputs[currentFileName];
+        if(referenceOutput.empty())
         {
-            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
+            cout << "\nUnable to get the reference outputs for the file specified!" << endl;
             break;
         }
+        Rpp32s outBegin = detectedIndex[i];
+        Rpp32s outLength = detectionLength[i];
+        Rpp32s refBegin = referenceOutput[0];
+        Rpp32s refLength = referenceOutput[1];
 
-        Rpp32s refIndex, refLength;
-        Rpp32s outIndex, outLength;
-        refFile >> refIndex;
-        refFile >> refLength;
-        outIndex = detectedIndex[i];
-        outLength = detectionLength[i];
-
-        if ((outIndex == refIndex) && (outLength == refLength))
+        if ((outBegin == refBegin) && (outLength == refLength))
             fileMatch += 1;
-        refFile.close();
     }
     std::string status = testCase + ": ";
     cout << std::endl << "Results for Test case: " << testCase << std::endl;

From e98a4e8fe5589ad506cb415958189dd2f19a6651 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 3 Nov 2023 08:21:46 +0000
Subject: [PATCH 43/63] minor change

---
 utilities/test_suite/HOST/runAudioTests.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 96ea76bb4..c0711dc13 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -222,10 +222,11 @@ def rpp_test_suite_parser_and_validator():
 subprocess.run(["make", "-j16"], cwd=".")    # nosec
 
 if testType == 0:
+    if batchSize != 3:
+        print("QA tests can only run with a batch size of 3.")
+        exit(0)
+
     for case in caseList:
-        if batchSize != 3:
-            print("QA tests can only run with a batch size of 3.")
-            exit(0)
         if int(case) != 0:
             print(f"Invalid case number {case}. Case number must be 0!")
             continue

From a1f73664a3b76e38afcc9348aa5b89a50ebbe13c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 3 Nov 2023 09:20:37 -0700
Subject: [PATCH 44/63] 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>
---
 docs/sphinx/requirements.in  |  2 +-
 docs/sphinx/requirements.txt | 10 +++++++---
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/docs/sphinx/requirements.in b/docs/sphinx/requirements.in
index 1bebff82f..33b055030 100644
--- a/docs/sphinx/requirements.in
+++ b/docs/sphinx/requirements.in
@@ -1 +1 @@
-rocm-docs-core[api_reference]==0.26.0
+rocm-docs-core[api_reference]==0.27.0
diff --git a/docs/sphinx/requirements.txt b/docs/sphinx/requirements.txt
index 4f839e616..fa09f56dc 100644
--- a/docs/sphinx/requirements.txt
+++ b/docs/sphinx/requirements.txt
@@ -96,7 +96,9 @@ pygments==2.14.0
 pyjson5==1.6.4
     # via doxysphinx
 pyjwt[crypto]==2.6.0
-    # via pygithub
+    # via
+    #   pygithub
+    #   pyjwt
 pynacl==1.5.0
     # via pygithub
 pyparsing==3.1.1
@@ -110,8 +112,10 @@ requests==2.28.2
     # via
     #   pygithub
     #   sphinx
-rocm-docs-core[api_reference]==0.26.0
-    # via -r requirements.in
+rocm-docs-core[api-reference]==0.27.0
+    # via
+    #   -r requirements.in
+    #   rocm-docs-core
 smmap==5.0.0
     # via gitdb
 snowballstemmer==2.2.0

From 749a552591ccc3a7e81da0e5260e902de33f0802 Mon Sep 17 00:00:00 2001
From: Abishek <52214183+r-abishek@users.noreply.github.com>
Date: Fri, 3 Nov 2023 13:07:11 -0700
Subject: [PATCH 45/63] 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>
---
 .../cpu/kernel/resize_mirror_normalize.hpp    | 44 +++++++++----------
 .../hip/kernel/resize_mirror_normalize.hpp    | 13 +++---
 2 files changed, 29 insertions(+), 28 deletions(-)

diff --git a/src/modules/cpu/kernel/resize_mirror_normalize.hpp b/src/modules/cpu/kernel/resize_mirror_normalize.hpp
index 8008d1d1b..56ac097be 100644
--- a/src/modules/cpu/kernel/resize_mirror_normalize.hpp
+++ b/src/modules/cpu/kernel/resize_mirror_normalize.hpp
@@ -1225,7 +1225,7 @@ RppStatus resize_mirror_normalize_u8_f32_host_tensor(Rpp8u *srcPtr,
         for(int c = 0; c < srcDescPtr->c; c++)
         {
             mean[c] = meanTensor[incrementPerImage + c];
-            invStdDev[c] = 1.0 / (255.0 * stdDevTensor[incrementPerImage + c]);
+            invStdDev[c] = 1.0 / stdDevTensor[incrementPerImage + c];
             pRMNParams[2 * c] = _mm256_set1_ps(mean[c]);
             pRMNParams[2 * c + 1] = _mm256_set1_ps(invStdDev[c]);
         }
@@ -1283,9 +1283,9 @@ RppStatus resize_mirror_normalize_u8_f32_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset, srcDescPtr->strides.wStride); // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pkd(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, dstPtrTempR, dstPtrTempG, dstPtrTempB);   // Compute Bilinear interpolation
-                    *dstPtrTempR = RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempR - mean[0]) * invStdDev[0])));
-                    *dstPtrTempG = RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempG - mean[1]) * invStdDev[1])));
-                    *dstPtrTempB = RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempB - mean[2]) * invStdDev[2])));
+                    *dstPtrTempR = ((Rpp32f) (*dstPtrTempR - mean[0]) * invStdDev[0]);
+                    *dstPtrTempG = ((Rpp32f) (*dstPtrTempG - mean[1]) * invStdDev[1]);
+                    *dstPtrTempB = ((Rpp32f) (*dstPtrTempB - mean[2]) * invStdDev[2]);
                     dstPtrTempR++;
                     dstPtrTempG++;
                     dstPtrTempB++;
@@ -1335,9 +1335,9 @@ RppStatus resize_mirror_normalize_u8_f32_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset);  // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pln(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, &dstPtrTemp[0], &dstPtrTemp[1], &dstPtrTemp[2]);  // Compute Bilinear interpolation
-                    dstPtrTemp[0] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[0])));
-                    dstPtrTemp[1] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[1])));
-                    dstPtrTemp[2] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2])));
+                    dstPtrTemp[0] = ((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[0]);
+                    dstPtrTemp[1] = ((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[1]);
+                    dstPtrTemp[2] = ((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2]);
                     dstPtrTemp += dstDescPtr->c;
                 }
                 dstPtrRow += dstDescPtr->strides.hStride;
@@ -1380,9 +1380,9 @@ RppStatus resize_mirror_normalize_u8_f32_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset, srcDescPtr->strides.wStride); // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pkd(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, &dstPtrTemp[0], &dstPtrTemp[1], &dstPtrTemp[2]);  // Compute Bilinear interpolation
-                    dstPtrTemp[0] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[1])));
-                    dstPtrTemp[1] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[0])));
-                    dstPtrTemp[2] = RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2])));
+                    dstPtrTemp[0] = ((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[1]);
+                    dstPtrTemp[1] = ((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[0]);
+                    dstPtrTemp[2] = ((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2]);
                     dstPtrTemp += dstDescPtr->c;
                 }
                 dstPtrRow += dstDescPtr->strides.hStride;
@@ -1435,7 +1435,7 @@ RppStatus resize_mirror_normalize_u8_f32_host_tensor(Rpp8u *srcPtr,
                     for (int c = 0; c < dstDescPtr->c; c++)
                     {
                         compute_bilinear_interpolation_1c(&srcRowPtrsForInterp[c * INTERP_BILINEAR_KERNEL_SIZE], srcLocationColumn, maxWidthLimit, bilinearCoeffs, dstPtrTempChn);  // Compute Bilinear interpolation
-                        *dstPtrTempChn = RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempChn - mean[c]) * invStdDev[c])));
+                        *dstPtrTempChn = ((Rpp32f) (*dstPtrTempChn - mean[c]) * invStdDev[c]);
                         dstPtrTempChn += dstDescPtr->strides.cStride;
                     }
 
@@ -1509,7 +1509,7 @@ RppStatus resize_mirror_normalize_u8_f16_host_tensor(Rpp8u *srcPtr,
         for(int c = 0; c < srcDescPtr->c; c++)
         {
             mean[c] = meanTensor[incrementPerImage + c];
-            invStdDev[c] = 1.0 / (255.0 * stdDevTensor[incrementPerImage + c]);
+            invStdDev[c] = 1.0 / stdDevTensor[incrementPerImage + c];
             pRMNParams[2 * c] = _mm256_set1_ps(mean[c]);
             pRMNParams[2 * c + 1] = _mm256_set1_ps(invStdDev[c]);
         }
@@ -1567,9 +1567,9 @@ RppStatus resize_mirror_normalize_u8_f16_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset, srcDescPtr->strides.wStride); // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pkd(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, dstPtrTempR, dstPtrTempG, dstPtrTempB);   // Compute Bilinear interpolation
-                    *dstPtrTempR = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempR - mean[0]) * invStdDev[0])));
-                    *dstPtrTempG = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempG - mean[1]) * invStdDev[1])));
-                    *dstPtrTempB = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempB - mean[2]) * invStdDev[2])));
+                    *dstPtrTempR = (Rpp16f) (((Rpp32f) (*dstPtrTempR - mean[0]) * invStdDev[0]));
+                    *dstPtrTempG = (Rpp16f) (((Rpp32f) (*dstPtrTempG - mean[1]) * invStdDev[1]));
+                    *dstPtrTempB = (Rpp16f) (((Rpp32f) (*dstPtrTempB - mean[2]) * invStdDev[2]));
                     dstPtrTempR++;
                     dstPtrTempG++;
                     dstPtrTempB++;
@@ -1619,9 +1619,9 @@ RppStatus resize_mirror_normalize_u8_f16_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset);  // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pln(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, &dstPtrTemp[0], &dstPtrTemp[1], &dstPtrTemp[2]);  // Compute Bilinear interpolation
-                    dstPtrTemp[0] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[0])));
-                    dstPtrTemp[1] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[1])));
-                    dstPtrTemp[2] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2])));
+                    dstPtrTemp[0] = (Rpp16f) (((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[0]));
+                    dstPtrTemp[1] = (Rpp16f) (((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[1]));
+                    dstPtrTemp[2] = (Rpp16f) (((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2]));
                     dstPtrTemp += dstDescPtr->c;
                 }
                 dstPtrRow += dstDescPtr->strides.hStride;
@@ -1664,9 +1664,9 @@ RppStatus resize_mirror_normalize_u8_f16_host_tensor(Rpp8u *srcPtr,
                     compute_resize_bilinear_src_loc_and_weights(srcLoc, wRatio, srcLocationColumn, &weightParams[2], wOffset, srcDescPtr->strides.wStride); // Compute the src col location correspoding to the dst col location
                     compute_bilinear_coefficients(weightParams, bilinearCoeffs);    // Compute Bilinear coefficients
                     compute_bilinear_interpolation_3c_pkd(srcRowPtrsForInterp, srcLocationColumn, maxWidthLimit, bilinearCoeffs, &dstPtrTemp[0], &dstPtrTemp[1], &dstPtrTemp[2]);  // Compute Bilinear interpolation
-                    dstPtrTemp[0] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[1])));
-                    dstPtrTemp[1] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[0])));
-                    dstPtrTemp[2] = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2])));
+                    dstPtrTemp[0] = (Rpp16f) (((Rpp32f) (dstPtrTemp[0] - mean[0]) * invStdDev[1]));
+                    dstPtrTemp[1] = (Rpp16f) (((Rpp32f) (dstPtrTemp[1] - mean[1]) * invStdDev[0]));
+                    dstPtrTemp[2] = (Rpp16f) (((Rpp32f) (dstPtrTemp[2] - mean[2]) * invStdDev[2]));
                     dstPtrTemp += dstDescPtr->c;
                 }
                 dstPtrRow += dstDescPtr->strides.hStride;
@@ -1718,7 +1718,7 @@ RppStatus resize_mirror_normalize_u8_f16_host_tensor(Rpp8u *srcPtr,
                     for (int c = 0; c < dstDescPtr->c; c++)
                     {
                         compute_bilinear_interpolation_1c(&srcRowPtrsForInterp[c * INTERP_BILINEAR_KERNEL_SIZE], srcLocationColumn, maxWidthLimit, bilinearCoeffs, dstPtrTempChn);  // Compute Bilinear interpolation
-                        *dstPtrTempChn = (Rpp16f) RPPPIXELCHECKF32((((Rpp32f) (*dstPtrTempChn - mean[c]) * invStdDev[c])));
+                        *dstPtrTempChn = (Rpp16f) (((Rpp32f) (*dstPtrTempChn - mean[c]) * invStdDev[c]));
                         dstPtrTempChn += dstDescPtr->strides.cStride;
                     }
 
diff --git a/src/modules/hip/kernel/resize_mirror_normalize.hpp b/src/modules/hip/kernel/resize_mirror_normalize.hpp
index 2c8c9ff90..16dbcd159 100644
--- a/src/modules/hip/kernel/resize_mirror_normalize.hpp
+++ b/src/modules/hip/kernel/resize_mirror_normalize.hpp
@@ -27,14 +27,14 @@ __device__ void rmn_hip_compute(half *srcPtr, half *dstPtr, d_float8 *pix_f8, d_
 
 __device__ void rmn_hip_compute(uchar *srcPtr, float *dstPtr, d_float8 *pix_f8, d_float8 *rmnParamsf8)
 {
-    pix_f8->f4[0] = rpp_hip_pixel_check_0to1((pix_f8->f4[0] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1] * (float4) ONE_OVER_255);
-    pix_f8->f4[1] = rpp_hip_pixel_check_0to1((pix_f8->f4[1] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1] * (float4) ONE_OVER_255);
+    pix_f8->f4[0] = (pix_f8->f4[0] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1];
+    pix_f8->f4[1] = (pix_f8->f4[1] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1];
 }
 
 __device__ void rmn_hip_compute(uchar *srcPtr, half *dstPtr, d_float8 *pix_f8, d_float8 *rmnParamsf8)
 {
-    pix_f8->f4[0] = rpp_hip_pixel_check_0to1((pix_f8->f4[0] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1] * (float4) ONE_OVER_255);
-    pix_f8->f4[1] = rpp_hip_pixel_check_0to1((pix_f8->f4[1] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1] * (float4) ONE_OVER_255);
+    pix_f8->f4[0] = (pix_f8->f4[0] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1];
+    pix_f8->f4[1] = (pix_f8->f4[1] - rmnParamsf8->f4[0]) * rmnParamsf8->f4[1];
 }
 
 __device__ void resize_mirror_normalize_roi_and_srclocs_hip_compute(int4 *srcRoiPtr_i4, uint2 *dstDimsWH, int id_x, int id_y, d_float16 *locSrc_f16)
@@ -324,8 +324,9 @@ RppStatus hip_exec_resize_mirror_normalize_tensor(T *srcPtr,
         int globalThreads_y = dstDescPtr->h;
         int globalThreads_z = handle.GetBatchSize();
 
-        // Set non ROI pixels to zero
-        hipMemset(dstPtr, 0, dstDescPtr->n * dstDescPtr->strides.nStride * sizeof(U));
+        // Set output pixels to zero
+        hipMemsetAsync(dstPtr, 0, dstDescPtr->n * dstDescPtr->strides.nStride * sizeof(U), handle.GetStream());
+        hipStreamSynchronize(handle.GetStream());
 
         if ((srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NHWC))
         {

From 1b466bcbd4ca83e36fa2a4aad65b43649d71b745 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Tue, 7 Nov 2023 07:52:02 -0800
Subject: [PATCH 46/63] added example for MMS calculation in comments for
 better understanding

---
 .../kernel/non_silent_region_detection.hpp    | 60 ++++++++++++++++++-
 1 file changed, 58 insertions(+), 2 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 5a562c1bd..968af2e3d 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -20,6 +20,60 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 THE SOFTWARE.
 */
 
+
+/* Non Silent Region Detection requires Moving Mean Square (MMS) computation on input audio data
+MMS buffer is a 1D buffer having same length as input audio. The algorithm used for MMS computation is explained with a sample use case
+
+Example:
+Input: [1, 2, 3, 4, 5, 6, 7, 8]
+audio_length = 8
+window_length = 3
+reset_interval_length = 4
+
+window_begin = -window_length + 1 = -2
+window_factor = 1 / window_length = 1/3
+
+MMS computation is divided into blocks of reset interval length
+num_blocks = audio_length / reset_interval_length
+For the above example we will have
+    - 2 blocks (8 / 4)
+    - each block runs for 4 iterations
+    - in each iteration window begin value is increment by 1
+
+Block1
+window begin = -2
+Iteration 0:    sum_of_squares = 1*1                              // window begin = -2
+	            store sum_of_squares * window_factor in MMS[0]
+
+Iteration 1:    sum_of_squares = 1*1 + 2*2                        // window begin = -1
+	            store sum_of_squares * window_factor in MMS[1]
+
+Iteration 2:    sum_of_squares = 1*1 + 2*2 + 3*3                  // window begin =  0
+	            store sum_of_squares * window_factor in MMS[2]
+                sum_of_squares -= 1*1
+
+Iteration 3:    sum_of_squares = 2*2 + 3*3 + 4*4                  // window begin =  1
+                store sum_of_squares * window_factor in MMS[3]
+                sum_of_squares -= 2*2
+
+Block2
+Iteration 0:    sum_of_squares = 3*3 + 4*4 + 5*5                  // window begin = 2
+                store sum_of_squares * window_factor in MMS[4]
+	            sum_of_squares -= 3*3
+
+Iteration 1:    sum_of_squares = 4*4 + 5*5 + 6*6                 // window begin = 3
+	            store sum_of_squares * window_factor in MMS[5]
+	            sum_of_squares -= 4*4
+
+Iteration 2:    sum_of_squares = 5*5 + 6*6 + 7*7                 // window begin = 4
+	            store sum_of_squares * window_factor in MMS[6]
+                sum_of_squares -= 5*5
+
+Iteration 3:    sum_of_squares  = 6*6 + 7*7 + 8*8                // window begin = 5
+	            store sum_of_squares * window_factor in MMS[7]
+                sum_of_squares -= 6*6
+*/
+
 #include "rppdefs.h"
 #include <omp.h>
 #include <algorithm>
@@ -52,7 +106,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
 
         // mmsBuffer length is equal to input audio length and can vary dynamically for each input in a batch
         // preallocating a static buffer for entire batchsize will be too big, so allocate mmsBuffer for each sample dynamically
-        Rpp32f *mmsBuffer = new Rpp32f[srcLength];
+        Rpp32f *mmsBuffer = new Rpp32f[srcLength]{};
         bool referenceMax = (referencePower == 0.0f);
 
         // set reset interval based on the user input
@@ -63,6 +117,7 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
         Rpp32s windowBegin = -windowLength + 1;
         for (Rpp32s outPos = 0; outPos < srcLength;)
         {
+            // reset the sumOfSquares values to 0 and recompute the starting value required for next block
             Rpp32f sumOfSquares = 0.0f;
             for (Rpp32s i = std::max<Rpp32s>(windowBegin, 0); i < outPos; i++)
                 sumOfSquares += getSquare(srcPtrTemp[i]);
@@ -112,7 +167,8 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             detectEnd = endIdx - beginIdx + 1;
         }
 
-        // extend non silent region
+        /* if both starting index and length of nonsilent region is not 0
+        adjust the values as per the windowLength */
         if(detectBegin != 0 && detectEnd != 0)
         {
             Rpp32s newBegin = std::max<Rpp32s>(detectBegin - (windowLength - 1), 0);

From 38119f39a8e9027b66f5f9425204f1c404fd557c Mon Sep 17 00:00:00 2001
From: Kiriti Gowda <kiritigowda@gmail.com>
Date: Tue, 7 Nov 2023 08:33:41 -0800
Subject: [PATCH 47/63] Sphinx - updates (#257)

* Sphinx - updates

* Doxygen - Updates

* Docs - Remove index.md
---
 docs/conf.py                   |   1 +
 docs/doxygen/Doxyfile          |   2 +-
 docs/doxygen/DoxygenLayout.xml | 238 +++++++++++++++++++++++++++++++++
 docs/index.md                  |  10 --
 docs/sphinx/_toc.yml.in        |  14 +-
 5 files changed, 242 insertions(+), 23 deletions(-)
 create mode 100644 docs/doxygen/DoxygenLayout.xml
 delete mode 100644 docs/index.md

diff --git a/docs/conf.py b/docs/conf.py
index ee6039713..56f5e759e 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -50,6 +50,7 @@
 docs_core.run_doxygen(doxygen_root="doxygen", doxygen_path="doxygen/xml")
 docs_core.enable_api_reference()
 docs_core.setup()
+docs_core.myst_heading_anchors = 6
 
 external_projects_current_project = "rpp"
 
diff --git a/docs/doxygen/Doxyfile b/docs/doxygen/Doxyfile
index 1d453ae17..d307605cd 100644
--- a/docs/doxygen/Doxyfile
+++ b/docs/doxygen/Doxyfile
@@ -815,7 +815,7 @@ FILE_VERSION_FILTER    =
 # DoxygenLayout.xml, doxygen will parse it automatically even if the LAYOUT_FILE
 # tag is left empty.
 
-LAYOUT_FILE            = ../../.DoxygenLayout.xml
+LAYOUT_FILE            = DoxygenLayout.xml
 
 # The CITE_BIB_FILES tag can be used to specify one or more bib files containing
 # the reference definitions. This must be a list of .bib files. The .bib
diff --git a/docs/doxygen/DoxygenLayout.xml b/docs/doxygen/DoxygenLayout.xml
new file mode 100644
index 000000000..08742b052
--- /dev/null
+++ b/docs/doxygen/DoxygenLayout.xml
@@ -0,0 +1,238 @@
+<doxygenlayout version="1.0">
+  <!-- Generated by doxygen 1.9.7 -->
+  <!-- Navigation index tabs for HTML output -->
+  <navindex>
+    <tab type="mainpage" visible="yes" title="Introduction"/>
+    <tab type="pages" visible="yes" title="" intro=""/>
+    <tab type="topics" visible="yes" title="RPP APIs" intro=""/>
+    <tab type="namespaces" visible="yes" title="">
+      <tab type="namespacelist" visible="yes" title="" intro=""/>
+      <tab type="namespacemembers" visible="yes" title="" intro=""/>
+    </tab>
+    <tab type="concepts" visible="yes" title="">
+    </tab>
+    <tab type="interfaces" visible="yes" title="">
+      <tab type="interfacelist" visible="yes" title="" intro=""/>
+      <tab type="interfaceindex" visible="$ALPHABETICAL_INDEX" title=""/>
+      <tab type="interfacehierarchy" visible="yes" title="" intro=""/>
+    </tab>
+    <tab type="classes" visible="no" title="">
+      <tab type="classlist" visible="no" title="" intro=""/>
+      <tab type="hierarchy" visible="no" title="" intro=""/>
+      <tab type="classmembers" visible="no" title="" intro=""/>
+    </tab>
+    <tab type="structs" visible="no" title="">
+      <tab type="structlist" visible="no" title="" intro=""/>
+    </tab>
+    <tab type="exceptions" visible="yes" title="">
+      <tab type="exceptionlist" visible="yes" title="" intro=""/>
+      <tab type="exceptionindex" visible="$ALPHABETICAL_INDEX" title=""/>
+      <tab type="exceptionhierarchy" visible="yes" title="" intro=""/>
+    </tab>
+    <tab type="files" visible="yes" title="RPP Header Files">
+      <tab type="filelist" visible="no" title="" intro=""/>
+      <tab type="globals" visible="no" title="" intro=""/>
+    </tab>
+    <tab type="examples" visible="yes" title="" intro=""/>
+  </navindex>
+
+  <!-- Layout definition for a class page -->
+  <class>
+    <briefdescription visible="yes"/>
+    <includes visible="$SHOW_HEADERFILE"/>
+    <inheritancegraph visible="$CLASS_GRAPH"/>
+    <collaborationgraph visible="$COLLABORATION_GRAPH"/>
+    <memberdecl>
+      <nestedclasses visible="yes" title=""/>
+      <publictypes title=""/>
+      <services title=""/>
+      <interfaces title=""/>
+      <publicslots title=""/>
+      <signals title=""/>
+      <publicmethods title=""/>
+      <publicstaticmethods title=""/>
+      <publicattributes title=""/>
+      <publicstaticattributes title=""/>
+      <protectedtypes title=""/>
+      <protectedslots title=""/>
+      <protectedmethods title=""/>
+      <protectedstaticmethods title=""/>
+      <protectedattributes title=""/>
+      <protectedstaticattributes title=""/>
+      <packagetypes title=""/>
+      <packagemethods title=""/>
+      <packagestaticmethods title=""/>
+      <packageattributes title=""/>
+      <packagestaticattributes title=""/>
+      <properties title=""/>
+      <events title=""/>
+      <privatetypes title=""/>
+      <privateslots title=""/>
+      <privatemethods title=""/>
+      <privatestaticmethods title=""/>
+      <privateattributes title=""/>
+      <privatestaticattributes title=""/>
+      <friends title=""/>
+      <related title="" subtitle=""/>
+      <membergroups visible="yes"/>
+    </memberdecl>
+    <detaileddescription title=""/>
+    <memberdef>
+      <inlineclasses title=""/>
+      <typedefs title=""/>
+      <enums title=""/>
+      <services title=""/>
+      <interfaces title=""/>
+      <constructors title=""/>
+      <functions title=""/>
+      <related title=""/>
+      <variables title=""/>
+      <properties title=""/>
+      <events title=""/>
+    </memberdef>
+    <allmemberslink visible="yes"/>
+    <usedfiles visible="$SHOW_USED_FILES"/>
+    <authorsection visible="yes"/>
+  </class>
+
+  <!-- Layout definition for a namespace page -->
+  <namespace>
+    <briefdescription visible="yes"/>
+    <memberdecl>
+      <nestednamespaces visible="yes" title=""/>
+      <constantgroups visible="yes" title=""/>
+      <interfaces visible="yes" title=""/>
+      <classes visible="yes" title=""/>
+      <concepts visible="yes" title=""/>
+      <structs visible="yes" title=""/>
+      <exceptions visible="yes" title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <functions title=""/>
+      <variables title=""/>
+      <membergroups visible="yes"/>
+    </memberdecl>
+    <detaileddescription title=""/>
+    <memberdef>
+      <inlineclasses title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <functions title=""/>
+      <variables title=""/>
+    </memberdef>
+    <authorsection visible="yes"/>
+  </namespace>
+
+  <!-- Layout definition for a concept page -->
+  <concept>
+    <briefdescription visible="yes"/>
+    <includes visible="$SHOW_HEADERFILE"/>
+    <definition visible="yes" title=""/>
+    <detaileddescription title=""/>
+    <authorsection visible="yes"/>
+  </concept>
+
+  <!-- Layout definition for a file page -->
+  <file>
+    <briefdescription visible="yes"/>
+    <includes visible="$SHOW_INCLUDE_FILES"/>
+    <includegraph visible="$INCLUDE_GRAPH"/>
+    <includedbygraph visible="$INCLUDED_BY_GRAPH"/>
+    <sourcelink visible="yes"/>
+    <memberdecl>
+      <interfaces visible="yes" title=""/>
+      <classes visible="yes" title=""/>
+      <structs visible="yes" title=""/>
+      <exceptions visible="yes" title=""/>
+      <namespaces visible="yes" title=""/>
+      <concepts visible="yes" title=""/>
+      <constantgroups visible="yes" title=""/>
+      <defines title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <functions title=""/>
+      <variables title=""/>
+      <membergroups visible="yes"/>
+    </memberdecl>
+    <detaileddescription title=""/>
+    <memberdef>
+      <inlineclasses title=""/>
+      <defines title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <functions title=""/>
+      <variables title=""/>
+    </memberdef>
+    <authorsection/>
+  </file>
+
+  <!-- Layout definition for a group page -->
+  <group>
+    <briefdescription visible="yes"/>
+    <groupgraph visible="$GROUP_GRAPHS"/>
+    <memberdecl>
+      <nestedgroups visible="yes" title=""/>
+      <dirs visible="yes" title=""/>
+      <files visible="yes" title=""/>
+      <namespaces visible="yes" title=""/>
+      <concepts visible="yes" title=""/>
+      <classes visible="yes" title=""/>
+      <defines title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <enumvalues title=""/>
+      <functions title=""/>
+      <variables title=""/>
+      <signals title=""/>
+      <publicslots title=""/>
+      <protectedslots title=""/>
+      <privateslots title=""/>
+      <events title=""/>
+      <properties title=""/>
+      <friends title=""/>
+      <membergroups visible="yes"/>
+    </memberdecl>
+    <detaileddescription title=""/>
+    <memberdef>
+      <pagedocs/>
+      <inlineclasses title=""/>
+      <defines title=""/>
+      <typedefs title=""/>
+      <sequences title=""/>
+      <dictionaries title=""/>
+      <enums title=""/>
+      <enumvalues title=""/>
+      <functions title=""/>
+      <variables title=""/>
+      <signals title=""/>
+      <publicslots title=""/>
+      <protectedslots title=""/>
+      <privateslots title=""/>
+      <events title=""/>
+      <properties title=""/>
+      <friends title=""/>
+    </memberdef>
+    <authorsection visible="yes"/>
+  </group>
+
+  <!-- Layout definition for a directory page -->
+  <directory>
+    <briefdescription visible="yes"/>
+    <directorygraph visible="yes"/>
+    <memberdecl>
+      <dirs visible="yes"/>
+      <files visible="yes"/>
+    </memberdecl>
+    <detaileddescription title=""/>
+  </directory>
+</doxygenlayout>
diff --git a/docs/index.md b/docs/index.md
deleted file mode 100644
index 8c8ddf9b1..000000000
--- a/docs/index.md
+++ /dev/null
@@ -1,10 +0,0 @@
-[![MIT licensed](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT)
-[![Build Status](https://travis-ci.com/GPUOpen-ProfessionalCompute-Libraries/rpp.svg?branch=master)](https://travis-ci.com/GPUOpen-ProfessionalCompute-Libraries/rpp)
-
-# ROCm Performance Primitives Library
-
-AMD ROCm Performance Primitives (**RPP**) library is a comprehensive high-performance computer vision library for AMD processors with `HIP`/`OpenCL`/`CPU` back-ends.
-
-#### Latest Release
-
-[![GitHub tag (latest SemVer)](https://img.shields.io/github/v/tag/GPUOpen-ProfessionalCompute-Libraries/rpp?style=for-the-badge)](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases)
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 501d82f1a..838e9f191 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -1,20 +1,10 @@
 # Anywhere {branch} is used, the branch name will be substituted.
 # These comments will also be removed.
-root: index
+root: doxygen/html/index
 subtrees:
-  - numbered: False
+  - caption: Support
     entries:
-    - file: design
-    - file: supported_fxn
-    - file: prereq
-    - file: doxygen/html/index
-    - file: prereq_test
-    - file: build
-    - file: test
-    - file: mivisionx
-    - file: misc
     - file: tech_support
-    - file: release
   - caption: About
     entries:
     - file: license

From b98bb99714e145726abcb734fcb8c4adb653eded Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Tue, 7 Nov 2023 22:29:05 -0800
Subject: [PATCH 48/63] updated info used to for running audio test suite

---
 .../kernel/non_silent_region_detection.hpp    | 16 +++---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 49 ++++++++++---------
 2 files changed, 34 insertions(+), 31 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 968af2e3d..4664820b1 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -43,13 +43,13 @@ For the above example we will have
 Block1
 window begin = -2
 Iteration 0:    sum_of_squares = 1*1                              // window begin = -2
-	            store sum_of_squares * window_factor in MMS[0]
+                store sum_of_squares * window_factor in MMS[0]
 
 Iteration 1:    sum_of_squares = 1*1 + 2*2                        // window begin = -1
-	            store sum_of_squares * window_factor in MMS[1]
+                store sum_of_squares * window_factor in MMS[1]
 
 Iteration 2:    sum_of_squares = 1*1 + 2*2 + 3*3                  // window begin =  0
-	            store sum_of_squares * window_factor in MMS[2]
+                store sum_of_squares * window_factor in MMS[2]
                 sum_of_squares -= 1*1
 
 Iteration 3:    sum_of_squares = 2*2 + 3*3 + 4*4                  // window begin =  1
@@ -59,18 +59,18 @@ Iteration 3:    sum_of_squares = 2*2 + 3*3 + 4*4                  // window begi
 Block2
 Iteration 0:    sum_of_squares = 3*3 + 4*4 + 5*5                  // window begin = 2
                 store sum_of_squares * window_factor in MMS[4]
-	            sum_of_squares -= 3*3
+                sum_of_squares -= 3*3
 
 Iteration 1:    sum_of_squares = 4*4 + 5*5 + 6*6                 // window begin = 3
-	            store sum_of_squares * window_factor in MMS[5]
-	            sum_of_squares -= 4*4
+                store sum_of_squares * window_factor in MMS[5]
+                sum_of_squares -= 4*4
 
 Iteration 2:    sum_of_squares = 5*5 + 6*6 + 7*7                 // window begin = 4
-	            store sum_of_squares * window_factor in MMS[6]
+                store sum_of_squares * window_factor in MMS[6]
                 sum_of_squares -= 5*5
 
 Iteration 3:    sum_of_squares  = 6*6 + 7*7 + 8*8                // window begin = 5
-	            store sum_of_squares * window_factor in MMS[7]
+                store sum_of_squares * window_factor in MMS[7]
                 sum_of_squares -= 6*6
 */
 
diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 025752265..a0973b09e 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -24,12 +24,12 @@ THE SOFTWARE.
 
 int main(int argc, char **argv)
 {
-    // Handle inputs
+    // handle inputs
     const int MIN_ARG_COUNT = 6;
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <u8 = 0 / f16 = 1 / f32 = 2 / u8->f16 = 3 / u8->f32 = 4 / i8 = 5 / u8->i8 = 6> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <f32 = 2> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
         return -1;
     }
 
@@ -41,13 +41,19 @@ int main(int argc, char **argv)
     int batchSize = atoi(argv[6]);
     char *dst = argv[7];
 
+    // validation checks
     if (testType == 0 && batchSize != 3)
     {
         cout << "Error! QA Mode only runs with batchsize 3" << endl;
         return -1;
     }
+    else if (inputBitDepth != 2)
+    {
+        cout << "Error! audio support is given only for f32 data type (bitDepth = 2)" << endl;
+        return -1;
+    }
 
-    // Set case names
+    // set case names
     string funcName = audioAugmentationMap[testCase];
     if (funcName.empty())
     {
@@ -57,20 +63,17 @@ int main(int argc, char **argv)
         return -1;
     }
 
-    // Initialize tensor descriptors
+    // initialize tensor descriptors
     RpptDesc srcDesc, dstDesc;
     RpptDescPtr srcDescPtr, dstDescPtr;
     srcDescPtr = &srcDesc;
     dstDescPtr = &dstDesc;
 
-    // Set src/dst data types in tensor descriptors
-    if (inputBitDepth == 2)
-    {
-        srcDescPtr->dataType = RpptDataType::F32;
-        dstDescPtr->dataType = RpptDataType::F32;
-    }
+    // set src/dst data types in tensor descriptors
+    srcDescPtr->dataType = RpptDataType::F32;
+    dstDescPtr->dataType = RpptDataType::F32;
 
-    // Other initializations
+    // other initializations
     int missingFuncFlag = 0;
     int maxSrcChannels = 0;
     int maxSrcWidth = 0, maxSrcHeight = 0;
@@ -79,13 +82,13 @@ int main(int argc, char **argv)
     Rpp64u oBufferSize = 0;
     static int noOfAudioFiles = 0;
 
-    // String ops on function name
+    // string ops on function name
     char src1[1000];
     strcpy(src1, src);
     strcat(src1, "/");
     string func = funcName;
 
-    // Get number of audio files
+    // get number of audio files
     vector<string> audioNames, audioFilesPath;
     search_files_recursive(src, audioNames, audioFilesPath, ".wav");
     noOfAudioFiles = audioNames.size();
@@ -95,17 +98,17 @@ int main(int argc, char **argv)
         noOfAudioFiles = audioNames.size();
     }
 
-    // Initialize the AudioPatch for source
+    // initialize the buffers for audio length and channels
     Rpp32s *srcLengthTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
     Rpp32s *channelsTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
 
-    // Find max audio dimensions in the input dataset
+    // find max audio dimensions in the input dataset
     maxSrcHeight = 1;
     maxDstHeight = 1;
     set_audio_max_dimensions(audioFilesPath, maxSrcWidth, maxSrcChannels);
     maxDstWidth = maxSrcWidth;
 
-    // Set numDims, offset, n/c/h/w values for src/dst
+    // set numDims, offset, n/c/h/w values for src/dst
     Rpp32u offsetInBytes = 0;
     set_audio_descriptor_dims_and_strides(srcDescPtr, batchSize, maxSrcHeight, maxSrcWidth, maxSrcChannels, offsetInBytes);
     int maxDstChannels = maxSrcChannels;
@@ -113,15 +116,15 @@ int main(int argc, char **argv)
         maxDstChannels = 1;
     set_audio_descriptor_dims_and_strides(dstDescPtr, batchSize, maxDstHeight, maxDstWidth, maxDstChannels, offsetInBytes);
 
-    // Set buffer sizes for src/dst
+    // set buffer sizes for src/dst
     iBufferSize = (Rpp64u)srcDescPtr->h * (Rpp64u)srcDescPtr->w * (Rpp64u)srcDescPtr->c * (Rpp64u)srcDescPtr->n;
     oBufferSize = (Rpp64u)dstDescPtr->h * (Rpp64u)dstDescPtr->w * (Rpp64u)dstDescPtr->c * (Rpp64u)dstDescPtr->n;
 
-    // Initialize host buffers for input & output
+    // initialize host buffers for input & output
     Rpp32f *inputf32 = (Rpp32f *)calloc(iBufferSize, sizeof(Rpp32f));
     Rpp32f *outputf32 = (Rpp32f *)calloc(oBufferSize, sizeof(Rpp32f));
 
-    // Run case-wise RPP API and measure time
+    // run case-wise RPP API and measure time
     rppHandle_t handle;
     rppCreateWithBatchSize(&handle, srcDescPtr->n, 3);
     int noOfIterations = (int)audioNames.size() / batchSize;
@@ -132,7 +135,7 @@ int main(int argc, char **argv)
     {
         for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
         {
-            // Read and decode audio and fill the audio dim values
+            // read and decode audio and fill the audio dim values
             if (inputBitDepth == 2)
                 read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
 
@@ -187,7 +190,7 @@ int main(int argc, char **argv)
     // performance test mode
     if (testType == 1)
     {
-        // Display measured times
+        // display measured times
         maxWallTime *= 1000;
         minWallTime *= 1000;
         avgWallTime *= 1000;
@@ -195,9 +198,9 @@ int main(int argc, char **argv)
         cout << fixed << "\nmax,min,avg wall times in ms/batch = " << maxWallTime << "," << minWallTime << "," << avgWallTime;
     }
 
-    cout<<endl;
+    cout << endl;
 
-    // Free memory
+    // free memory
     free(srcLengthTensor);
     free(channelsTensor);
     free(inputf32);

From 3795f37fa2dec31fb55c06174d601cbb114e4c43 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 10 Nov 2023 09:13:58 +0000
Subject: [PATCH 49/63] removed bitdepth variable from audio test suite

---
 .../test_suite/HOST/Tensor_host_audio.cpp     | 26 ++++++-------------
 utilities/test_suite/HOST/runAudioTests.py    | 17 ++++++------
 utilities/test_suite/README.md                |  1 +
 3 files changed, 17 insertions(+), 27 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index a0973b09e..0ae60d6f9 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -29,17 +29,16 @@ int main(int argc, char **argv)
     if (argc < MIN_ARG_COUNT)
     {
         printf("\nImproper Usage! Needs all arguments!\n");
-        printf("\nUsage: ./Tensor_host_audio <src folder> <f32 = 2> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
+        printf("\nUsage: ./Tensor_host_audio <src folder> <case number = 0:0> <test type 0/1> <numRuns> <batchSize> <dst folder>\n");
         return -1;
     }
 
     char *src = argv[1];
-    int inputBitDepth = atoi(argv[2]);
-    int testCase = atoi(argv[3]);
-    int testType = atoi(argv[4]);
-    int numRuns = atoi(argv[5]);
-    int batchSize = atoi(argv[6]);
-    char *dst = argv[7];
+    int testCase = atoi(argv[2]);
+    int testType = atoi(argv[3]);
+    int numRuns = atoi(argv[4]);
+    int batchSize = atoi(argv[5]);
+    char *dst = argv[6];
 
     // validation checks
     if (testType == 0 && batchSize != 3)
@@ -47,11 +46,6 @@ int main(int argc, char **argv)
         cout << "Error! QA Mode only runs with batchsize 3" << endl;
         return -1;
     }
-    else if (inputBitDepth != 2)
-    {
-        cout << "Error! audio support is given only for f32 data type (bitDepth = 2)" << endl;
-        return -1;
-    }
 
     // set case names
     string funcName = audioAugmentationMap[testCase];
@@ -136,8 +130,7 @@ int main(int argc, char **argv)
         for (int iterCount = 0; iterCount < noOfIterations; iterCount++)
         {
             // read and decode audio and fill the audio dim values
-            if (inputBitDepth == 2)
-                read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
+            read_audio_batch_and_fill_dims(srcDescPtr, inputf32, audioFilesPath, iterCount, srcLengthTensor, channelsTensor);
 
             double startWallTime, endWallTime;
             double wallTime;
@@ -154,10 +147,7 @@ int main(int argc, char **argv)
                     Rpp32s resetInterval = 8192;
 
                     startWallTime = omp_get_wtime();
-                    if (inputBitDepth == 2)
-                        rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
-                    else
-                        missingFuncFlag = 1;
+                    rppt_non_silent_region_detection_host(inputf32, srcDescPtr, srcLengthTensor, detectedIndex, detectionLength, cutOffDB, windowLength, referencePower, resetInterval, handle);
 
                     // QA mode - verify outputs with golden outputs. Below code doesn’t run for performance tests
                     if (testType == 0)
diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index c0711dc13..4ca4aceab 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -88,25 +88,25 @@ def get_log_file_list():
         scriptPath + "../../OUTPUT_PERFORMANCE_AUDIO_LOGS_HOST_" + timestamp + "/Tensor_host_audio_raw_performance_log.txt",
     ]
 
-def run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath):
+def run_unit_test(srcPath, case, numRuns, testType, batchSize, outFilePath):
     print("\n\n\n\n")
     print("--------------------------------")
     print("Running a New Functionality...")
     print("--------------------------------")
-    print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize}")
-    result = subprocess.run([scriptPath + "/build/Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE)    # nosec
+    print(f"./Tensor_host_audio {srcPath} {case} {numRuns} {testType} {numRuns} {batchSize}")
+    result = subprocess.run([scriptPath + "/build/Tensor_host_audio", srcPath, str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE)    # nosec
     print(result.stdout.decode())
 
     print("------------------------------------------------------------------------------------------")
 
-def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath):
+def run_performance_test(loggingFolder, srcPath, case, numRuns, testType, batchSize, outFilePath):
     print("\n\n\n\n")
     print("--------------------------------")
     print("Running a New Functionality...")
     print("--------------------------------")
     with open("{}/Tensor_host_audio_raw_performance_log.txt".format(loggingFolder), "a") as log_file:
-        print(f"./Tensor_host_audio {srcPath} {bitDepth} {case} {numRuns} {testType} {numRuns} {batchSize} ")
-        process = subprocess.Popen([scriptPath + "/build/Tensor_host_audio", srcPath, str(bitDepth), str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
+        print(f"./Tensor_host_audio {srcPath} {case} {numRuns} {testType} {numRuns} {batchSize} ")
+        process = subprocess.Popen([scriptPath + "/build/Tensor_host_audio", srcPath, str(case), str(testType), str(numRuns), str(batchSize), outFilePath], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)    # nosec
         while True:
             output = process.stdout.readline()
             if not output and process.poll() is not None:
@@ -181,7 +181,6 @@ def rpp_test_suite_parser_and_validator():
 numRuns = args.num_runs
 preserveOutput = args.preserve_output
 batchSize = args.batch_size
-bitDepth = 2 # Current audio test suite only supports bit depth 2
 outFilePath = " "
 
 # Override testType to 0 if testType is 1 and qaMode is 1
@@ -231,14 +230,14 @@ def rpp_test_suite_parser_and_validator():
             print(f"Invalid case number {case}. Case number must be 0!")
             continue
 
-        run_unit_test(srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
+        run_unit_test(srcPath, case, numRuns, testType, batchSize, outFilePath)
 else:
     for case in caseList:
         if int(case) != 0:
             print(f"Invalid case number {case}. Case number must be 0!")
             continue
 
-        run_performance_test(loggingFolder, srcPath, case, numRuns, testType, bitDepth, batchSize, outFilePath)
+        run_performance_test(loggingFolder, srcPath, case, numRuns, testType, batchSize, outFilePath)
 
 # print the results of qa tests
 supportedCaseList = ['0']
diff --git a/utilities/test_suite/README.md b/utilities/test_suite/README.md
index 6b87ffd0f..0315aa2ff 100644
--- a/utilities/test_suite/README.md
+++ b/utilities/test_suite/README.md
@@ -74,6 +74,7 @@ The image test suite includes:
 ## Rpp Audio Test Suite
 The audio test suite can be executed to validate the functionality and performance of the AMD ROCm Performance Primitives (RPP) audio library.
 -   HOST backend - (On a CPU with HOST backend)
+-   F32 Bit Depth
 
 ## Command Line Arguments (Rpp Audio Test Suite)
 The audio test suite accepts the following command line arguments:

From 58e1ff55c876a94461997871ee544df21ee544eb Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Fri, 10 Nov 2023 10:14:54 +0000
Subject: [PATCH 50/63] added more information on computing NSR outputs in the
 example added

---
 .../cpu/kernel/non_silent_region_detection.hpp       | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/src/modules/cpu/kernel/non_silent_region_detection.hpp b/src/modules/cpu/kernel/non_silent_region_detection.hpp
index 4664820b1..48095d080 100644
--- a/src/modules/cpu/kernel/non_silent_region_detection.hpp
+++ b/src/modules/cpu/kernel/non_silent_region_detection.hpp
@@ -72,6 +72,14 @@ Iteration 2:    sum_of_squares = 5*5 + 6*6 + 7*7                 // window begin
 Iteration 3:    sum_of_squares  = 6*6 + 7*7 + 8*8                // window begin = 5
                 store sum_of_squares * window_factor in MMS[7]
                 sum_of_squares -= 6*6
+
+For computing beginning index and length of Non Silent Region in audio data we traverse over
+the entire MMS buffer and compare these values with the calculated cutoff value
+    - For beginning index, traverse over MMS buffer from 0 to audio_length - 1 and compare if any value
+      is greater than or equal to cutoff value. if yes, that is the beginning index
+    - For length, traverse over MMS buffer from audio_length - 1 to beginning index and compare if any value
+      is greater than or equal to cutoff value. if yes, that is the ending index of Non Silent Region. From this
+      data compute length with the formulae, length = ending index - beginning index + 1
 */
 
 #include "rppdefs.h"
@@ -167,8 +175,8 @@ RppStatus non_silent_region_detection_host_tensor(Rpp32f *srcPtr,
             detectEnd = endIdx - beginIdx + 1;
         }
 
-        /* if both starting index and length of nonsilent region is not 0
-        adjust the values as per the windowLength */
+        // if both starting index and length of nonsilent region is not 0
+        // adjust the values as per the windowLength
         if(detectBegin != 0 && detectEnd != 0)
         {
             Rpp32s newBegin = std::max<Rpp32s>(detectBegin - (windowLength - 1), 0);

From d205055d315539f905dbc56ed6cff8b1c29bc0cf Mon Sep 17 00:00:00 2001
From: Snehaa Giridharan <snehaa@multicorewareinc.com>
Date: Wed, 15 Nov 2023 07:10:50 -0500
Subject: [PATCH 51/63] Fix doxygen for decibels

Also removes extra QA reference files
---
 include/rppt_tensor_audio_augmentations.h     |    20 +-
 .../to_decibels_ref_237-134500-0001.txt       | 28960 ------------
 .../to_decibels_ref_237-134500-0004.txt       | 35600 --------------
 .../to_decibels_ref_2830-3980-0059.txt        | 29200 ------------
 .../to_decibels_ref_6829-68769-0047.txt       | 37200 ---------------
 .../to_decibels_ref_6829-68771-0017.txt       | 38240 ----------------
 6 files changed, 9 insertions(+), 169211 deletions(-)
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt

diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 9041f2b1f..da8faa927 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -60,23 +60,21 @@ extern "C" {
  */
 RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, Rpp32s *srcLengthTensor, Rpp32f *detectedIndexTensor, Rpp32f *detectionLengthTensor, Rpp32f cutOffDB, Rpp32s windowLength, Rpp32f referencePower, Rpp32s resetInterval, rppHandle_t rppHandle);
 
-/*! \brief To Decibels augmentation HOST
-* \details To Decibels augmentation that converts magnitude values to decibel values
+/*! \brief To Decibels augmentation on HOST backend
+* \details To Decibels augmentation for 1D audio buffer converts magnitude values to decibel values
 * \param[in] srcPtr source tensor memory
-* \param[in] srcDescPtr source tensor descriptor
+* \param[in] srcDescPtr source tensor descriptor (Restrictions - numDims = 3, offsetInBytes >= 0, dataType = F32)
 * \param[out] dstPtr destination tensor memory
-* \param[in] dstDescPtr destination tensor descriptor
+* \param[in] dstDescPtr destination tensor descriptor (Restrictions - numDims = 3, offsetInBytes >= 0, dataType = F32)
 * \param[in] srcDims source tensor size (tensor of batchSize * 2 values)
 * \param[in] cutOffDB  minimum or cut-off ratio in dB
 * \param[in] multiplier factor by which the logarithm is multiplied
 * \param[in] referenceMagnitude Reference magnitude if not provided maximum value of input used as reference
-* \param[in] rppHandle HIP-handle for "_gpu" variants and Host-handle for "_host" variants
- * \return <tt> RppStatus enum</tt>.
- * \returns RPP_SUCCESS <tt>\ref RppStatus</tt> on successful completion.
- * Else return RPP_ERROR
- * \ingroup group_tensor_audio
- */
-
+* \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_to_decibels_host(RppPtr_t srcPtr, RpptDescPtr srcDescPtr, RppPtr_t dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr srcDims, Rpp32f cutOffDB, Rpp32f multiplier, Rpp32f referenceMagnitude, rppHandle_t rppHandle);
 
 #ifdef __cplusplus
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
deleted file mode 100644
index c1fe3122f..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0001.txt
+++ /dev/null
@@ -1,28960 +0,0 @@
--6.9632215499877929688
--7.6246194839477539062
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.4527692794799804688
--6.1345286369323730469
--5.9085717201232910156
--6.65953826904296875
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
deleted file mode 100644
index 3199cca58..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-134500-0004.txt
+++ /dev/null
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
deleted file mode 100644
index 966953134..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3980-0059.txt
+++ /dev/null
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
deleted file mode 100644
index 9330eb920..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0047.txt
+++ /dev/null
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt
deleted file mode 100644
index f01ae6a35..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68771-0017.txt
+++ /dev/null
@@ -1,38240 +0,0 @@
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From ce13b82f8c49b709b4be0dff9a8441a8ccfaaeae Mon Sep 17 00:00:00 2001
From: snehaa8 <snehaa@multicorewareinc.com>
Date: Thu, 16 Nov 2023 13:17:58 -0500
Subject: [PATCH 52/63] Fix build errors and qa tests in Audio Test suite

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp        | 10 +++++-----
 ...237-126133-0020.txt => to_decibels_ref_sample1.txt} |  2 +-
 ..._2830-3979-0005.txt => to_decibels_ref_sample2.txt} |  2 +-
 ...6829-68769-0045.txt => to_decibels_ref_sample3.txt} |  2 +-
 4 files changed, 8 insertions(+), 8 deletions(-)
 rename utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/{to_decibels_ref_237-126133-0020.txt => to_decibels_ref_sample1.txt} (99%)
 rename utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/{to_decibels_ref_2830-3979-0005.txt => to_decibels_ref_sample2.txt} (99%)
 rename utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/{to_decibels_ref_6829-68769-0045.txt => to_decibels_ref_sample3.txt} (99%)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index a67add9f5..12f219b37 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -95,6 +95,8 @@ int main(int argc, char **argv)
     // initialize the buffers for audio length and channels
     Rpp32s *srcLengthTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
     Rpp32s *channelsTensor = (Rpp32s *) calloc(batchSize, sizeof(Rpp32s));
+    RpptImagePatch *srcDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
+    RpptImagePatch *dstDims = (RpptImagePatch *) calloc(batchSize, sizeof(RpptImagePatch));
 
     // find max audio dimensions in the input dataset
     maxSrcHeight = 1;
@@ -169,11 +171,7 @@ int main(int argc, char **argv)
                     }
 
                     startWallTime = omp_get_wtime();
-                    startCpuTime = clock();
-                    if (inputBitDepth == 2)
-                        rppt_to_decibels_host(inputf32, srcDescPtr, outputf32, dstDescPtr, srcDims, cutOffDB, multiplier, referenceMagnitude, handle);
-                    else
-                        missingFuncFlag = 1;
+                    rppt_to_decibels_host(inputf32, srcDescPtr, outputf32, dstDescPtr, srcDims, cutOffDB, multiplier, referenceMagnitude, handle);
 
                     break;
                 }
@@ -238,6 +236,8 @@ int main(int argc, char **argv)
     // free memory
     free(srcLengthTensor);
     free(channelsTensor);
+    free(srcDims);
+    free(dstDims);
     free(inputf32);
     free(outputf32);
     return 0;
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
similarity index 99%
rename from utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt
rename to utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
index 8eb7e2fc3..c1aa22bb1 100644
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_237-126133-0020.txt
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
@@ -35837,4 +35837,4 @@
 -7.3061656951904296875
 -7.7581510543823242188
 -7.563995361328125
--8.1999835968017578125
+-8.1999835968017578125
\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
similarity index 99%
rename from utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt
rename to utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
index bf7826d22..03e39143e 100644
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_2830-3979-0005.txt
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
@@ -33677,4 +33677,4 @@
 -46.05170440673828125
 -46.05170440673828125
 -46.05170440673828125
--46.05170440673828125
+-46.05170440673828125
\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt
similarity index 99%
rename from utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt
rename to utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt
index 670c69552..118ae6fc4 100644
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_6829-68769-0045.txt
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt
@@ -34157,4 +34157,4 @@
 -6.9632215499877929688
 -6.8418602943420410156
 -46.05170440673828125
--46.05170440673828125
+-46.05170440673828125
\ No newline at end of file

From 783ee98284d80854a7e11ad25bbe8b530ce10635 Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Tue, 21 Nov 2023 19:12:36 -0500
Subject: [PATCH 53/63] Remove auto-merge repeated funcs

---
 utilities/test_suite/rpp_test_suite_common.h | 90 --------------------
 1 file changed, 90 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_common.h b/utilities/test_suite/rpp_test_suite_common.h
index 17e8c9929..68cfd3564 100644
--- a/utilities/test_suite/rpp_test_suite_common.h
+++ b/utilities/test_suite/rpp_test_suite_common.h
@@ -1088,95 +1088,6 @@ inline void compare_output(T* output, string funcName, RpptDescPtr srcDescPtr, R
     }
 }
 
-// Used to randomly swap values present in array of size n
-inline void randomize(unsigned int arr[], unsigned int n)
-{
-    // Use a different seed value each time
-    srand (time(NULL));
-    for (unsigned int i = n - 1; i > 0; i--)
-    {
-        // Pick a random index from 0 to i
-        unsigned int j = rand() % (i + 1);
-        std::swap(arr[i], arr[j]);
-    }
-}
-
-// Generates a random value between given min and max values
-int inline randrange(int min, int max)
-{
-    if(max < 0)
-        return -1;
-    return rand() % (max - min + 1) + min;
-}
-
-// RICAP Input Crop Region initializer for QA testing and golden output match
-void inline init_ricap_qa(int width, int height, int batchSize, Rpp32u *permutationTensor, RpptROIPtr roiPtrInputCropRegion)
-{
-    Rpp32u initialPermuteArray[batchSize], permutedArray[batchSize * 4];
-    int part0Width = 40; //Set part0 width around 1/3 of image width
-    int part0Height = 72; //Set part0 height around 1/2 of image height
-
-    for (uint i = 0; i < batchSize; i++)
-        initialPermuteArray[i] = i;
-
-    for(int i = 0; i < 4; i++)
-        memcpy(permutedArray + (batchSize * i), initialPermuteArray, batchSize * sizeof(Rpp32u));
-
-    for (uint i = 0, j = 0; j < batchSize * 4; i++, j += 4)
-    {
-        permutationTensor[j] = permutedArray[i];
-        permutationTensor[j + 1] = permutedArray[i + batchSize];
-        permutationTensor[j + 2] = permutedArray[i + (batchSize * 2)];
-        permutationTensor[j + 3] = permutedArray[i + (batchSize * 3)];
-    }
-
-    roiPtrInputCropRegion[0].xywhROI = {width - part0Width, 0, part0Width, part0Height};
-    roiPtrInputCropRegion[1].xywhROI = {part0Width, 0, width - part0Width, part0Height};
-    roiPtrInputCropRegion[2].xywhROI = {0, part0Height, part0Width, height - part0Height};
-    roiPtrInputCropRegion[3].xywhROI = {0, part0Height, width - part0Width, height - part0Height};
-}
-
-// RICAP Input Crop Region initializer for unit and performance testing
-void inline init_ricap(int width, int height, int batchSize, Rpp32u *permutationTensor, RpptROIPtr roiPtrInputCropRegion)
-{
-    Rpp32u initialPermuteArray[batchSize], permutedArray[batchSize * 4];
-    double randFromDist, randFromDist1;
-
-    for (uint i = 0; i < batchSize; i++)
-        initialPermuteArray[i] = i;
-
-    std::random_device rd;
-    std::mt19937 gen(rd()); // Pseudo random number generator
-    static std::uniform_real_distribution<double> unif(0.3, 0.7); // Generates a uniform real distribution between 0.3 and 0.7
-    double randVal = unif(gen);
-
-    std::random_device rd1;
-    std::mt19937 gen1(rd1());
-    static std::uniform_real_distribution<double> unif1(0.3, 0.7);
-    double randVal1 = unif1(gen1);
-
-    for(int i = 0; i < 4; i++)
-    {
-        randomize(initialPermuteArray, batchSize);
-        memcpy(permutedArray + (batchSize * i), initialPermuteArray, batchSize * sizeof(Rpp32u));
-    }
-
-    for (uint i = 0, j = 0; j < batchSize * 4; i++, j += 4)
-    {
-        permutationTensor[j] = permutedArray[i];
-        permutationTensor[j + 1] = permutedArray[i + batchSize];
-        permutationTensor[j + 2] = permutedArray[i + (batchSize * 2)];
-        permutationTensor[j + 3] = permutedArray[i + (batchSize * 3)];
-    }
-
-    int part0Width = std::round(randVal * width);
-    int part0Height = std::round(randVal1 * height);
-    roiPtrInputCropRegion[0].xywhROI = {randrange(0, width - part0Width - 8), randrange(0, height - part0Height), part0Width, part0Height}; // Subtracted x coordinate by 8 to avoid corruption when HIP processes 8 pixels at once
-    roiPtrInputCropRegion[1].xywhROI = {randrange(0, part0Width - 8), randrange(0, height - part0Height), width - part0Width, part0Height};
-    roiPtrInputCropRegion[2].xywhROI = {randrange(0, width - part0Width - 8), randrange(0, part0Height), part0Width, height - part0Height};
-    roiPtrInputCropRegion[3].xywhROI = {randrange(0, part0Width - 8), randrange(0, part0Height), width - part0Width, height - part0Height};
-}
-
 inline void compare_reduction_output(Rpp64u* output, string funcName, RpptDescPtr srcDescPtr, int testCase, string dst)
 {
     string func = funcName;
@@ -1332,7 +1243,6 @@ void inline init_ricap(int width, int height, int batchSize, Rpp32u *permutation
     for (uint i = 0; i < batchSize; i++)
         initialPermuteArray[i] = i;
 
-    float betaParam = 0.3;
     std::random_device rd;
     std::mt19937 gen(rd()); // Pseudo random number generator
     static std::uniform_real_distribution<double> unif(0.3, 0.7); // Generates a uniform real distribution between 0.3 and 0.7

From 2be82b12d74a3693d53471ee7e1c6eeab993a65b Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Tue, 21 Nov 2023 19:42:21 -0500
Subject: [PATCH 54/63] Improve clarity on header docs

---
 include/rppt_tensor_audio_augmentations.h | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/rppt_tensor_audio_augmentations.h b/include/rppt_tensor_audio_augmentations.h
index 90f34b08b..f8ce8899e 100644
--- a/include/rppt_tensor_audio_augmentations.h
+++ b/include/rppt_tensor_audio_augmentations.h
@@ -62,11 +62,11 @@ RppStatus rppt_non_silent_region_detection_host(RppPtr_t srcPtr, RpptDescPtr src
 
 /*! \brief To Decibels augmentation on HOST backend
  * \details To Decibels augmentation for 1D audio buffer converts magnitude values to decibel values
- * \param[in] srcPtr source tensor memory
+ * \param[in] srcPtr source tensor in HOST memory
  * \param[in] srcDescPtr source tensor descriptor (Restrictions - numDims = 3, offsetInBytes >= 0, dataType = F32)
- * \param[out] dstPtr destination tensor memory
+ * \param[out] dstPtr destination tensor in HOST memory
  * \param[in] dstDescPtr destination tensor descriptor (Restrictions - numDims = 3, offsetInBytes >= 0, dataType = F32)
- * \param[in] srcDims source tensor size (tensor of batchSize * 2 values)
+ * \param[in] srcDims source tensor sizes for each element in batch (2D tensor in HOST memory, of size batchSize * 2)
  * \param[in] cutOffDB  minimum or cut-off ratio in dB
  * \param[in] multiplier factor by which the logarithm is multiplied
  * \param[in] referenceMagnitude Reference magnitude if not provided maximum value of input used as reference

From 1875d856775b77c911dfec9ffad73f0bac3d7d8e Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Tue, 28 Nov 2023 08:44:33 +0000
Subject: [PATCH 55/63] made changes based on review comments

---
 src/modules/cpu/kernel/to_decibels.hpp | 24 ++++++++----------------
 1 file changed, 8 insertions(+), 16 deletions(-)

diff --git a/src/modules/cpu/kernel/to_decibels.hpp b/src/modules/cpu/kernel/to_decibels.hpp
index 4097dce86..9398da791 100644
--- a/src/modules/cpu/kernel/to_decibels.hpp
+++ b/src/modules/cpu/kernel/to_decibels.hpp
@@ -71,11 +71,7 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
             }
         }
 
-        // Avoid division by zero
-        if(!refMag)
-            refMag = 1.0f;
-
-        Rpp32f invReferenceMagnitude = 1.f / refMag;
+        Rpp32f invReferenceMagnitude = (refMag) ? (1.f / refMag) : 1.0f;
         // Interpret as 1D array
         if(width == 1)
         {
@@ -84,20 +80,16 @@ RppStatus to_decibels_host_tensor(Rpp32f *srcPtr,
         }
         else
         {
-            Rpp32f *srcPtrRow, *dstPtrRow;
-            srcPtrRow = srcPtrCurrent;
-            dstPtrRow = dstPtrCurrent;
             for(int i = 0; i < height; i++)
             {
-                Rpp32f *srcPtrTemp, *dstPtrTemp;
-                srcPtrTemp = srcPtrRow;
-                dstPtrTemp = dstPtrRow;
-                Rpp32s vectorLoopCount = 0;
-                for(; vectorLoopCount < width; vectorLoopCount++)
-                    *dstPtrTemp++ = multiplier * std::log2(std::max(minRatio, (*srcPtrTemp++) * invReferenceMagnitude));
+                Rpp32f *srcPtrRow, *dstPtrRow;
+                srcPtrRow = srcPtrCurrent;
+                dstPtrRow = dstPtrCurrent;
+                for(Rpp32s vectorLoopCount = 0; vectorLoopCount < width; vectorLoopCount++)
+                    *dstPtrRow++ = multiplier * std::log2(std::max(minRatio, (*srcPtrRow++) * invReferenceMagnitude));
 
-                srcPtrRow += srcDescPtr->strides.hStride;
-                dstPtrRow += dstDescPtr->strides.hStride;
+                srcPtrCurrent += srcDescPtr->strides.hStride;
+                dstPtrCurrent += dstDescPtr->strides.hStride;
             }
         }
     }

From 132eaa6d70583c0dfaa859435839f2b87c26153a Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 30 Nov 2023 04:10:58 -0800
Subject: [PATCH 56/63] stored golden outputs of to_decibels in binary file

removed golden output text files for non silent region
---
 ...t_region_detection_ref_237-126133-0020.txt |     2 -
 ...nt_region_detection_ref_2830-3979-0005.txt |     2 -
 ...t_region_detection_ref_6829-68769-0045.txt |     2 -
 .../to_decibels/to_decibels.bin               |   232 +
 .../to_decibels/to_decibels_ref_sample1.txt   | 35840 ----------------
 .../to_decibels/to_decibels_ref_sample2.txt   | 33680 ---------------
 .../to_decibels/to_decibels_ref_sample3.txt   | 34160 ---------------
 utilities/test_suite/rpp_test_suite_audio.h   |    33 +-
 8 files changed, 251 insertions(+), 103700 deletions(-)
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
 create mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels.bin
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
 delete mode 100644 utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt

diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
deleted file mode 100644
index 1d3d8c5da..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_237-126133-0020.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-35840
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
deleted file mode 100644
index d8aecd9b7..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_2830-3979-0005.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-33680
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
deleted file mode 100644
index 28d416ab6..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/non_silent_region_detection/non_silent_region_detection_ref_6829-68769-0045.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-0
-34160
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels.bin b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels.bin
new file mode 100644
index 000000000..9ab2f32dc
--- /dev/null
+++ b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels.bin
@@ -0,0 +1,232 @@
+ò48Âò48ŸÎÝÀ±ÉÀäØìÀò48Âò48Âò48Âö_èÀjäÎÀ3IëÀ@òÀ²¿À¿:ÊÀò48Âò48Âò48Âò48Âò48Âò48Â…ðÚÀ½À³1ÒÀò48´,Á…ðÚÀµšÁò48Âò48Âò48ÂÆBøÀÞ¡úÀò48Âò48Âò48Âò48ÂXEÎÀG¤ÆÀò48Âò48Âò48Âò48Â8ðÀ8ðÀ“ÁÞ¡úÀò48Âò48Âò48Âò48Âö_èÀûÂÀ¶ÒÞÀ”ƒ
Á8ðÀýÝÛÀZàÕÀ.ZÔÀç´åÀò48Âò48Âò48•
öÀZàÕÀÆBøÀ}îÀÌéÀò48Âò48Âò48ÂZàÕÀL©ÍÀýÝÛÀ…ðÚÀG¤ÆÀjäÎÀò48Âò48Âò48Âò48“Á.ZÔÀBÂÄÀ�ÂÀŸÎÝÀò48Âò48Â}îÀ"3ÁÞ¡úÀzµÁÀ­ì¾À…�ÑÀö_èÀÌéÀÙ�ÓÀjäÎÀò48Âò48ƒâÀ\ ÇÀ£†ÏÀç´åÀâüóÀz×ÀûÂÀRßßÀò48Âò48Âò48Âò48Âò48Â`úÿÀJ)ÙÀjãÀÀšÀÀõàÀò48Âò48Âò48Âò48Âò48ÂÖCÁ)ÆÀzµÁÀýÝÛÀ“Áò48Âò48Âò48Âò48Âò48›säÀv
¶À•¼«Àº¯ÅÀò48Âò48Â}îÀ¶ÒÞÀò48Âò48´,Áò48Âò48”ƒ
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diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
deleted file mode 100644
index c1aa22bb1..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample1.txt
+++ /dev/null
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\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
deleted file mode 100644
index 03e39143e..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample2.txt
+++ /dev/null
@@ -1,33680 +0,0 @@
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\ No newline at end of file
diff --git a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt b/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt
deleted file mode 100644
index 118ae6fc4..000000000
--- a/utilities/test_suite/REFERENCE_OUTPUTS_AUDIO/to_decibels/to_decibels_ref_sample3.txt
+++ /dev/null
@@ -1,34160 +0,0 @@
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--8.094623565673828125
--8.4512987136840820312
--7.563995361328125
--6.6360082626342773438
--6.4851851463317871094
--8.6054487228393554688
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--8.4512987136840820312
--46.05170440673828125
--46.05170440673828125
--7.4527692794799804688
--46.05170440673828125
--46.05170440673828125
--9.010913848876953125
--7.9993133544921875
--46.05170440673828125
--9.2985963821411132812
--6.445964813232421875
--7.1013712882995605469
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.3061656951904296875
--7.2617139816284179688
--7.21915435791015625
--7.9123015403747558594
--6.9960107803344726562
--8.094623565673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.9993133544921875
--7.0650038719177246094
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.2617139816284179688
--46.05170440673828125
--7.8322591781616210938
--7.0299124717712402344
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.7581510543823242188
--6.6360082626342773438
--6.9960107803344726562
--8.6054487228393554688
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.1783328056335449219
--6.5685667991638183594
--6.1631016731262207031
--6.3028635978698730469
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--9.7040615081787109375
--6.8708481788635253906
--6.5260071754455566406
--8.1999835968017578125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--6.1925153732299804688
--6.3028635978698730469
--6.9007005691528320312
--7.9993133544921875
--46.05170440673828125
--46.05170440673828125
--9.2985963821411132812
--7.4527692794799804688
--6.8418602943420410156
--8.1999835968017578125
--7.6246194839477539062
--6.3898749351501464844
--6.5470604896545410156
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--8.094623565673828125
--7.21915435791015625
--7.0299124717712402344
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--7.6246194839477539062
--46.05170440673828125
--46.05170440673828125
--7.9993133544921875
--46.05170440673828125
--46.05170440673828125
--46.05170440673828125
--9.2985963821411132812
--8.4512987136840820312
--6.733646392822265625
--7.21915435791015625
--46.05170440673828125
--46.05170440673828125
--6.2383251190185546875
--6.06647491455078125
--6.7596220970153808594
--46.05170440673828125
--46.05170440673828125
--8.1999835968017578125
--7.5068368911743164062
--8.1999835968017578125
--6.9632215499877929688
--6.8418602943420410156
--46.05170440673828125
--46.05170440673828125
\ No newline at end of file
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 62840cdf3..1e12dad84 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -134,40 +134,43 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     remove_substring(refPath, pattern);
     refPath = refPath + "REFERENCE_OUTPUTS_AUDIO/";
     int fileMatch = 0;
+
+    // read data from golden outputs
+    Rpp64u oBufferSize = dstDescPtr->n * dstDescPtr->strides.nStride;
+    Rpp32f *refOutput = static_cast<Rpp32f *>(malloc(oBufferSize * sizeof(float)));
+    string outFile = refPath + testCase + "/" + testCase + ".bin";
+    std::fstream fin(outFile, std::ios::in | std::ios::binary);
+    for(Rpp64u i = 0; i < oBufferSize ; i++)
+        fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
+
+    // iterate over all samples in a batch and compare with reference outputs
     for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)
     {
-        string currentFileName = audioNames[batchCount];
-        size_t lastIndex = currentFileName.find_last_of(".");
-        currentFileName = currentFileName.substr(0, lastIndex);  // Remove extension from file name
-        string outFile = refPath + testCase + "/" + testCase + "_ref_" + currentFileName + ".txt";
-        refFile.open(outFile, ios::in);
-        if (!refFile.is_open())
-        {
-            cout << "\n Unable to open the file specified! Please check the path of the file given as input" << endl;
-            break;
-        }
-        int matchedIndices = 0;
-        Rpp32f refVal, outVal;
         Rpp32f *dstPtrCurrent = dstPtr + batchCount * dstDescPtr->strides.nStride;
+        Rpp32f *refPtrCurrent = refOutput + batchCount * dstDescPtr->strides.nStride;
         Rpp32f *dstPtrRow = dstPtrCurrent;
+        Rpp32f *refPtrRow = refPtrCurrent;
         Rpp32u hStride = dstDescPtr->strides.hStride;
         if (dstDims[batchCount].width == 1)
             hStride = 1;
 
+        int matchedIndices = 0;
         for (int i = 0; i < dstDims[batchCount].height; i++)
         {
             Rpp32f *dstPtrTemp = dstPtrRow;
+            Rpp32f *refPtrTemp = refPtrRow;
             for (int j = 0; j < dstDims[batchCount].width; j++)
             {
-                refFile >> refVal;
+                Rpp32f refVal, outVal;
+                refVal = refPtrTemp[j];
                 outVal = dstPtrTemp[j];
                 bool invalidComparision = ((outVal == 0.0f) && (refVal != 0.0f));
                 if (!invalidComparision && abs(outVal - refVal) < 1e-20)
                     matchedIndices += 1;
             }
             dstPtrRow += hStride;
+            refPtrRow += hStride;
         }
-        refFile.close();
         if (matchedIndices == (dstDims[batchCount].width * dstDims[batchCount].height) && matchedIndices !=0)
             fileMatch++;
     }
@@ -190,6 +193,8 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
         qaResults << status << std::endl;
         qaResults.close();
     }
+
+    free(refOutput);
 }
 
 void verify_non_silent_region_detection(float *detectedIndex, float *detectionLength, string testCase, int bs, vector<string> audioNames, string dst)

From 9322cd0725163a18ef7fa70d98b1c54065012263 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 30 Nov 2023 12:14:52 +0000
Subject: [PATCH 57/63] removed unused parameter in verify_output function

---
 utilities/test_suite/HOST/Tensor_host_audio.cpp | 2 +-
 utilities/test_suite/rpp_test_suite_audio.h     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/utilities/test_suite/HOST/Tensor_host_audio.cpp b/utilities/test_suite/HOST/Tensor_host_audio.cpp
index 4ce8b6d02..46a47cdfe 100644
--- a/utilities/test_suite/HOST/Tensor_host_audio.cpp
+++ b/utilities/test_suite/HOST/Tensor_host_audio.cpp
@@ -202,7 +202,7 @@ int main(int argc, char **argv)
                 /* Run only if testCase is not 0
                 For testCase 0 verify_non_silent_region_detection function is used for QA testing */
                 if (testCase != 0)
-                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, audioNames, dst);
+                    verify_output(outputf32, dstDescPtr, dstDims, testCaseName, dst);
 
                 /* Dump the outputs to csv files for debugging
                 Runs only if
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 1e12dad84..0c6ca3543 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -126,7 +126,7 @@ void read_audio_batch_and_fill_dims(RpptDescPtr descPtr, Rpp32f *inputf32, vecto
     }
 }
 
-void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, vector<string> audioNames, string dst)
+void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dstDims, string testCase, string dst)
 {
     fstream refFile;
     string refPath = get_current_dir_name();

From b650f029afdc791ef2bd42e3e3d13389804736b2 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 30 Nov 2023 12:35:35 +0000
Subject: [PATCH 58/63] updated list of cases supported in python script

---
 utilities/test_suite/HOST/runAudioTests.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 8972ca295..5db570330 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -234,7 +234,7 @@ def rpp_test_suite_parser_and_validator():
         run_performance_test(loggingFolder, srcPath, case, numRuns, testType, batchSize, outFilePath)
 
 # print the results of qa tests
-supportedCaseList = ['0']
+supportedCaseList = ['0', '1']
 nonQACaseList = [] # Add cases present in supportedCaseList, but without QA support
 
 if testType == 0:

From f3d0a7d8d2d86fe8c36ba064deb38b3fd4635b35 Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 30 Nov 2023 12:49:05 +0000
Subject: [PATCH 59/63] added error handling for opening golden output file

---
 utilities/test_suite/HOST/runAudioTests.py  |  2 +-
 utilities/test_suite/rpp_test_suite_audio.h | 12 ++++++++++--
 2 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/utilities/test_suite/HOST/runAudioTests.py b/utilities/test_suite/HOST/runAudioTests.py
index 5db570330..cb78ae000 100644
--- a/utilities/test_suite/HOST/runAudioTests.py
+++ b/utilities/test_suite/HOST/runAudioTests.py
@@ -259,7 +259,7 @@ def rpp_test_suite_parser_and_validator():
         resultsInfo += "\n    - Total augmentations with golden output QA test support = " + str(len(supportedCaseList) - len(nonQACaseList))
         resultsInfo += "\n    - Total augmentations without golden ouput QA test support (due to randomization involved) = " + str(len(nonQACaseList))
         f.write(resultsInfo)
-    print("\n-------------------------------------------------------------------" + resultsInfo + "\n\n-------------------------------------------------------------------")
+        print("\n-------------------------------------------------------------------" + resultsInfo + "\n\n-------------------------------------------------------------------")
 
 # Performance tests
 if (testType == 1):
diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 0c6ca3543..09e03a9a0 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -140,8 +140,16 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     Rpp32f *refOutput = static_cast<Rpp32f *>(malloc(oBufferSize * sizeof(float)));
     string outFile = refPath + testCase + "/" + testCase + ".bin";
     std::fstream fin(outFile, std::ios::in | std::ios::binary);
-    for(Rpp64u i = 0; i < oBufferSize ; i++)
-        fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
+    if(fin.is_open())
+    {
+        for(Rpp64u i = 0; i < oBufferSize ; i++)
+            fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
+    }
+    else
+    {
+        std::cout<<"\nCould not open the reference output. Please check the path specified\n";
+        return;
+    }
 
     // iterate over all samples in a batch and compare with reference outputs
     for (int batchCount = 0; batchCount < dstDescPtr->n; batchCount++)

From 40f2cc9b69782b97e0381c9c43bfcda4a40ef09b Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Tue, 5 Dec 2023 08:40:26 -0500
Subject: [PATCH 60/63] Codacy fix and tests warning fix

---
 utilities/test_suite/rpp_test_suite_audio.h | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 09e03a9a0..2c060c280 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -92,7 +92,7 @@ inline void set_audio_max_dimensions(vector<string> audioFilesPath, int& maxWidt
 void read_audio_batch_and_fill_dims(RpptDescPtr descPtr, Rpp32f *inputf32, vector<string> audioFilesPath, int iterCount, Rpp32s *srcLengthTensor, Rpp32s *channelsTensor)
 {
     auto fileIndex = iterCount * descPtr->n;
-    for (int i = 0, j = fileIndex; i < descPtr->n, j < fileIndex + descPtr->n; i++, j++)
+    for (int i = 0, j = fileIndex; i < descPtr->n; i++, j++)
     {
         Rpp32f *inputTempF32;
         inputTempF32 = inputf32 + (i * descPtr->strides.nStride);
@@ -117,7 +117,7 @@ void read_audio_batch_and_fill_dims(RpptDescPtr descPtr, Rpp32f *inputf32, vecto
         readcount = (int) sf_read_float (infile, inputTempF32, bufferLength);
         if (readcount != bufferLength)
         {
-            std::cout << "Unable to read audio file: "<<audioFilesPath[j].c_str() << std::endl;
+            std::cout << "Unable to read audio file: "<< audioFilesPath[j].c_str() << std::endl;
             exit(0);
         }
 
@@ -143,7 +143,17 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     if(fin.is_open())
     {
         for(Rpp64u i = 0; i < oBufferSize ; i++)
-            fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
+        {
+            if(fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float)))
+            {
+                continue;
+            }
+            else
+            {
+                std::cout<<"\nFile read error encountered before reading all necessary elements\n";
+                return;
+            }
+        }
     }
     else
     {

From 5aa53cb8cfb7a1acc0f2af04c0a896fb93e2431b Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Tue, 5 Dec 2023 09:38:20 -0500
Subject: [PATCH 61/63] Codacy fix

---
 utilities/test_suite/rpp_test_suite_audio.h | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 2c060c280..220914854 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -144,13 +144,10 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     {
         for(Rpp64u i = 0; i < oBufferSize ; i++)
         {
-            if(fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float)))
+            ssize_t readRetVal = fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float))
+            if((readRetVal == -1 || readRetVal != sizeof(float))
             {
-                continue;
-            }
-            else
-            {
-                std::cout<<"\nFile read error encountered before reading all necessary elements\n";
+                std::cout<<"\nFile read error encountered before reading all necessary elements successfully!\n";
                 return;
             }
         }

From 8dc04bb7b57e3e51e859ea228a7a0c31b0dfe0dc Mon Sep 17 00:00:00 2001
From: r-abishek <abishek@multicorewareinc.com>
Date: Tue, 5 Dec 2023 10:04:57 -0500
Subject: [PATCH 62/63] Codacy fix trial

---
 utilities/test_suite/rpp_test_suite_audio.h | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 220914854..2982d939f 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -144,10 +144,18 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     {
         for(Rpp64u i = 0; i < oBufferSize ; i++)
         {
-            ssize_t readRetVal = fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float))
-            if((readRetVal == -1 || readRetVal != sizeof(float))
+            if(fin)
             {
-                std::cout<<"\nFile read error encountered before reading all necessary elements successfully!\n";
+                fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
+                // if (!fin)
+                // {
+                //     std::cout << "\nFile read error encountered before reading all necessary elements successfully!\n";
+                //     return;
+                // }
+            }
+            else
+            {
+                std::cout << "\nFile read error encountered before reading all necessary elements successfully!\n";
                 return;
             }
         }

From 4ec92c603d741aba61f5a661d9b24309aa16bb5f Mon Sep 17 00:00:00 2001
From: sampath1117 <sampath.rachumallu@multicorewareinc.com>
Date: Thu, 7 Dec 2023 09:54:58 +0000
Subject: [PATCH 63/63] codacy fix for checking boundaries of fstream

---
 utilities/test_suite/rpp_test_suite_audio.h | 13 +++----------
 1 file changed, 3 insertions(+), 10 deletions(-)

diff --git a/utilities/test_suite/rpp_test_suite_audio.h b/utilities/test_suite/rpp_test_suite_audio.h
index 2982d939f..9af277d55 100644
--- a/utilities/test_suite/rpp_test_suite_audio.h
+++ b/utilities/test_suite/rpp_test_suite_audio.h
@@ -142,20 +142,13 @@ void verify_output(Rpp32f *dstPtr, RpptDescPtr dstDescPtr, RpptImagePatchPtr dst
     std::fstream fin(outFile, std::ios::in | std::ios::binary);
     if(fin.is_open())
     {
-        for(Rpp64u i = 0; i < oBufferSize ; i++)
+        for(Rpp64u i = 0; i < oBufferSize; i++)
         {
-            if(fin)
-            {
+            if(!fin.eof())
                 fin.read(reinterpret_cast<char*>(&refOutput[i]), sizeof(float));
-                // if (!fin)
-                // {
-                //     std::cout << "\nFile read error encountered before reading all necessary elements successfully!\n";
-                //     return;
-                // }
-            }
             else
             {
-                std::cout << "\nFile read error encountered before reading all necessary elements successfully!\n";
+                std::cout<<"\nUnable to read all data from golden outputs\n";
                 return;
             }
         }