/*
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"

RppStatus contrast_u8_u8_host_tensor(Rpp8u *srcPtr,
                                     RpptDescPtr srcDescPtr,
                                     Rpp8u *dstPtr,
                                     RpptDescPtr dstDescPtr,
                                     Rpp32f *contrastFactorTensor,
                                     Rpp32f *contrastCenterTensor,
                                     RpptROIPtr roiTensorPtrSrc,
                                     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;
        RpptROIPtr roiPtrInput = &roiTensorPtrSrc[batchCount];
        compute_roi_validation_host(roiPtrInput, &roi, &roiDefault, roiType);

        Rpp32f contrastFactor = contrastFactorTensor[batchCount];
        Rpp32f contrastCenter = contrastCenterTensor[batchCount];

        Rpp8u *srcPtrImage, *dstPtrImage;
        srcPtrImage = srcPtr + batchCount * srcDescPtr->strides.nStride;
        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;

        Rpp32u bufferLength = roi.xywhROI.roiWidth * layoutParams.bufferMultiplier;

        Rpp8u *srcPtrChannel, *dstPtrChannel;
        srcPtrChannel = srcPtrImage + (roi.xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi.xywhROI.xy.x * layoutParams.bufferMultiplier);
        dstPtrChannel = dstPtrImage;

        Rpp32u alignedLength = (bufferLength / 48) * 48;
        Rpp32u vectorIncrement = 48;
        Rpp32u vectorIncrementPerChannel = 16;

        __m256 pContrastParams[2];
        pContrastParams[0] = _mm256_set1_ps(contrastFactor);
        pContrastParams[1] = _mm256_set1_ps(contrastCenter);

        // contrast with fused output-layout toggle (NHWC -> NCHW)
        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
        {
            Rpp8u *srcPtrRow, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
            srcPtrRow = srcPtrChannel;
            dstPtrRowR = dstPtrChannel;
            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp8u *srcPtrTemp, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
                srcPtrTemp = srcPtrRow;
                dstPtrTempR = dstPtrRowR;
                dstPtrTempG = dstPtrRowG;
                dstPtrTempB = dstPtrRowB;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrement)
                {
                    __m256 p[6];
                    rpp_simd_load(rpp_load48_u8pkd3_to_f32pln3_avx, srcPtrTemp, p);
                    compute_contrast_48_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store48_f32pln3_to_u8pln3_avx, dstPtrTempR, dstPtrTempG, dstPtrTempB, p);    // simd stores

                    srcPtrTemp += vectorIncrement;
                    dstPtrTempR += vectorIncrementPerChannel;
                    dstPtrTempG += vectorIncrementPerChannel;
                    dstPtrTempB += vectorIncrementPerChannel;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount += 3)
                {
                    *dstPtrTempR = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(srcPtrTemp[0]) - contrastCenter) * contrastFactor + contrastCenter));
                    *dstPtrTempG = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(srcPtrTemp[1]) - contrastCenter) * contrastFactor + contrastCenter));
                    *dstPtrTempB = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(srcPtrTemp[2]) - contrastCenter) * contrastFactor + contrastCenter));

                    srcPtrTemp += 3;
                    dstPtrTempR++;
                    dstPtrTempG++;
                    dstPtrTempB++;
                }

                srcPtrRow += srcDescPtr->strides.hStride;
                dstPtrRowR += dstDescPtr->strides.hStride;
                dstPtrRowG += dstDescPtr->strides.hStride;
                dstPtrRowB += dstDescPtr->strides.hStride;
            }
        }

        // contrast with fused output-layout toggle (NCHW -> NHWC)
        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
        {
            Rpp8u *srcPtrRowR, *srcPtrRowG, *srcPtrRowB, *dstPtrRow;
            srcPtrRowR = srcPtrChannel;
            srcPtrRowG = srcPtrRowR + srcDescPtr->strides.cStride;
            srcPtrRowB = srcPtrRowG + srcDescPtr->strides.cStride;
            dstPtrRow = dstPtrChannel;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp8u *srcPtrTempR, *srcPtrTempG, *srcPtrTempB, *dstPtrTemp;
                srcPtrTempR = srcPtrRowR;
                srcPtrTempG = srcPtrRowG;
                srcPtrTempB = srcPtrRowB;
                dstPtrTemp = dstPtrRow;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                {
                    __m256 p[6];
                    rpp_simd_load(rpp_load48_u8pln3_to_f32pln3_avx, srcPtrTempR, srcPtrTempG, srcPtrTempB, p);    // simd loads
                    compute_contrast_48_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store48_f32pln3_to_u8pkd3_avx, dstPtrTemp, p);    // simd stores

                    srcPtrTempR += vectorIncrementPerChannel;
                    srcPtrTempG += vectorIncrementPerChannel;
                    srcPtrTempB += vectorIncrementPerChannel;
                    dstPtrTemp += vectorIncrement;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                {
                    dstPtrTemp[0] = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(*srcPtrTempR) - contrastCenter) * contrastFactor + contrastCenter));
                    dstPtrTemp[1] = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(*srcPtrTempG) - contrastCenter) * contrastFactor + contrastCenter));
                    dstPtrTemp[2] = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(*srcPtrTempB) - contrastCenter) * contrastFactor + contrastCenter));

                    srcPtrTempR++;
                    srcPtrTempG++;
                    srcPtrTempB++;
                    dstPtrTemp += 3;
                }

                srcPtrRowR += srcDescPtr->strides.hStride;
                srcPtrRowG += srcDescPtr->strides.hStride;
                srcPtrRowB += srcDescPtr->strides.hStride;
                dstPtrRow += dstDescPtr->strides.hStride;
            }
        }

        // contrast without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
        else
        {
            Rpp32u alignedLength = bufferLength & ~15;
            for(int c = 0; c < layoutParams.channelParam; c++)
            {
                Rpp8u *srcPtrRow, *dstPtrRow;
                srcPtrRow = srcPtrChannel;
                dstPtrRow = dstPtrChannel;

                for(int i = 0; i < roi.xywhROI.roiHeight; i++)
                {
                    Rpp8u *srcPtrTemp, *dstPtrTemp;
                    srcPtrTemp = srcPtrRow;
                    dstPtrTemp = dstPtrRow;

                    int vectorLoopCount = 0;
                    for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                    {
                        __m256 p[2];
                        rpp_simd_load(rpp_load16_u8_to_f32_avx, srcPtrTemp, p);    // simd loads
                        compute_contrast_16_host(p, pContrastParams);  // contrast adjustment
                        rpp_simd_store(rpp_store16_f32_to_u8_avx, dstPtrTemp, p);    // simd stores
                        srcPtrTemp += vectorIncrementPerChannel;
                        dstPtrTemp += vectorIncrementPerChannel;
                    }
                    for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                    {
                        *dstPtrTemp = (Rpp8u) RPPPIXELCHECK(std::nearbyintf(((Rpp32f)(*srcPtrTemp) - contrastCenter) * contrastFactor + contrastCenter));
                        srcPtrTemp++;
                        dstPtrTemp++;
                    }

                    srcPtrRow += srcDescPtr->strides.hStride;
                    dstPtrRow += dstDescPtr->strides.hStride;
                }

                srcPtrChannel += srcDescPtr->strides.cStride;
                dstPtrChannel += dstDescPtr->strides.cStride;
            }
        }
    }

    return RPP_SUCCESS;
}

RppStatus contrast_f32_f32_host_tensor(Rpp32f *srcPtr,
                                       RpptDescPtr srcDescPtr,
                                       Rpp32f *dstPtr,
                                       RpptDescPtr dstDescPtr,
                                       Rpp32f *contrastFactorTensor,
                                       Rpp32f *contrastCenterTensor,
                                       RpptROIPtr roiTensorPtrSrc,
                                       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;
        RpptROIPtr roiPtrInput = &roiTensorPtrSrc[batchCount];
        compute_roi_validation_host(roiPtrInput, &roi, &roiDefault, roiType);

        Rpp32f contrastFactor = contrastFactorTensor[batchCount];
        Rpp32f contrastCenter = contrastCenterTensor[batchCount] * ONE_OVER_255;

        Rpp32f *srcPtrImage, *dstPtrImage;
        srcPtrImage = srcPtr + batchCount * srcDescPtr->strides.nStride;
        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;

        Rpp32u bufferLength = roi.xywhROI.roiWidth * layoutParams.bufferMultiplier;

        Rpp32f *srcPtrChannel, *dstPtrChannel;
        srcPtrChannel = srcPtrImage + (roi.xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi.xywhROI.xy.x * layoutParams.bufferMultiplier);
        dstPtrChannel = dstPtrImage;

        Rpp32u alignedLength = (bufferLength / 24) * 24;
        Rpp32u vectorIncrement = 24;
        Rpp32u vectorIncrementPerChannel = 8;

        __m256 pContrastParams[2];
        pContrastParams[0] = _mm256_set1_ps(contrastFactor);
        pContrastParams[1] = _mm256_set1_ps(contrastCenter);


        // contrast with fused output-layout toggle (NHWC -> NCHW)
        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
        {
            Rpp32f *srcPtrRow, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
            srcPtrRow = srcPtrChannel;
            dstPtrRowR = dstPtrChannel;
            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp32f *srcPtrTemp, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
                srcPtrTemp = srcPtrRow;
                dstPtrTempR = dstPtrRowR;
                dstPtrTempG = dstPtrRowG;
                dstPtrTempB = dstPtrRowB;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrement)
                {
                    __m256 p[3];
                    rpp_simd_load(rpp_load24_f32pkd3_to_f32pln3_avx, srcPtrTemp, p);    // simd loads
                    compute_contrast_24_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store24_f32pln3_to_f32pln3_avx, dstPtrTempR, dstPtrTempG, dstPtrTempB, p);    // simd stores

                    srcPtrTemp += vectorIncrement;
                    dstPtrTempR += vectorIncrementPerChannel;
                    dstPtrTempG += vectorIncrementPerChannel;
                    dstPtrTempB += vectorIncrementPerChannel;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount += 3)
                {
                    *dstPtrTempR = RPPPIXELCHECKF32((srcPtrTemp[0] - contrastCenter) * contrastFactor + contrastCenter);
                    *dstPtrTempG = RPPPIXELCHECKF32((srcPtrTemp[1] - contrastCenter) * contrastFactor + contrastCenter);
                    *dstPtrTempB = RPPPIXELCHECKF32((srcPtrTemp[2] - contrastCenter) * contrastFactor + contrastCenter);

                    srcPtrTemp += 3;
                    dstPtrTempR++;
                    dstPtrTempG++;
                    dstPtrTempB++;
                }

                srcPtrRow += srcDescPtr->strides.hStride;
                dstPtrRowR += dstDescPtr->strides.hStride;
                dstPtrRowG += dstDescPtr->strides.hStride;
                dstPtrRowB += dstDescPtr->strides.hStride;
            }
        }

        // contrast with fused output-layout toggle (NCHW -> NHWC)
        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
        {
            Rpp32f *srcPtrRowR, *srcPtrRowG, *srcPtrRowB, *dstPtrRow;
            srcPtrRowR = srcPtrChannel;
            srcPtrRowG = srcPtrRowR + srcDescPtr->strides.cStride;
            srcPtrRowB = srcPtrRowG + srcDescPtr->strides.cStride;
            dstPtrRow = dstPtrChannel;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp32f *srcPtrTempR, *srcPtrTempG, *srcPtrTempB, *dstPtrTemp;
                srcPtrTempR = srcPtrRowR;
                srcPtrTempG = srcPtrRowG;
                srcPtrTempB = srcPtrRowB;
                dstPtrTemp = dstPtrRow;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                {
                    __m256 p[3];
                    rpp_simd_load(rpp_load24_f32pln3_to_f32pln3_avx, srcPtrTempR, srcPtrTempG, srcPtrTempB, p);    // simd loads
                    compute_contrast_24_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store24_f32pln3_to_f32pkd3_avx, dstPtrTemp, p);    // simd stores

                    srcPtrTempR += vectorIncrementPerChannel;
                    srcPtrTempG += vectorIncrementPerChannel;
                    srcPtrTempB += vectorIncrementPerChannel;
                    dstPtrTemp += vectorIncrement;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                {
                    dstPtrTemp[0] = RPPPIXELCHECKF32((*srcPtrTempR - contrastCenter) * contrastFactor + contrastCenter);
                    dstPtrTemp[1] = RPPPIXELCHECKF32((*srcPtrTempG - contrastCenter) * contrastFactor + contrastCenter);
                    dstPtrTemp[2] = RPPPIXELCHECKF32((*srcPtrTempB - contrastCenter) * contrastFactor + contrastCenter);

                    srcPtrTempR++;
                    srcPtrTempG++;
                    srcPtrTempB++;
                    dstPtrTemp += 3;
                }

                srcPtrRowR += srcDescPtr->strides.hStride;
                srcPtrRowG += srcDescPtr->strides.hStride;
                srcPtrRowB += srcDescPtr->strides.hStride;
                dstPtrRow += dstDescPtr->strides.hStride;
            }
        }

        // contrast without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
        else
        {
            Rpp32u alignedLength = bufferLength & ~(vectorIncrementPerChannel-1);
            for(int c = 0; c < layoutParams.channelParam; c++)
            {
                Rpp32f *srcPtrRow, *dstPtrRow;
                srcPtrRow = srcPtrChannel;
                dstPtrRow = dstPtrChannel;

                for(int i = 0; i < roi.xywhROI.roiHeight; i++)
                {
                    Rpp32f *srcPtrTemp, *dstPtrTemp;
                    srcPtrTemp = srcPtrRow;
                    dstPtrTemp = dstPtrRow;

                    int vectorLoopCount = 0;
                    for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                    {
                        __m256 p[1];
                        rpp_simd_load(rpp_load8_f32_to_f32_avx, srcPtrTemp, p);    // simd loads
                        compute_contrast_8_host(p, pContrastParams);  // contrast adjustment
                        rpp_simd_store(rpp_store8_f32_to_f32_avx, dstPtrTemp, p);    // simd stores
                        srcPtrTemp += vectorIncrementPerChannel;
                        dstPtrTemp += vectorIncrementPerChannel;
                    }
                    for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                    {
                        *dstPtrTemp = RPPPIXELCHECKF32((*srcPtrTemp - contrastCenter) * contrastFactor + contrastCenter);
                        srcPtrTemp++;
                        dstPtrTemp++;
                    }

                    srcPtrRow += srcDescPtr->strides.hStride;
                    dstPtrRow += dstDescPtr->strides.hStride;
                }

                srcPtrChannel += srcDescPtr->strides.cStride;
                dstPtrChannel += dstDescPtr->strides.cStride;
            }
        }
    }

    return RPP_SUCCESS;
}

RppStatus contrast_f16_f16_host_tensor(Rpp16f *srcPtr,
                                       RpptDescPtr srcDescPtr,
                                       Rpp16f *dstPtr,
                                       RpptDescPtr dstDescPtr,
                                       Rpp32f *contrastFactorTensor,
                                       Rpp32f *contrastCenterTensor,
                                       RpptROIPtr roiTensorPtrSrc,
                                       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;
        RpptROIPtr roiPtrInput = &roiTensorPtrSrc[batchCount];
        compute_roi_validation_host(roiPtrInput, &roi, &roiDefault, roiType);

        Rpp32f contrastFactor = contrastFactorTensor[batchCount];
        Rpp32f contrastCenter = contrastCenterTensor[batchCount] * ONE_OVER_255;

        Rpp16f *srcPtrImage, *dstPtrImage;
        srcPtrImage = srcPtr + batchCount * srcDescPtr->strides.nStride;
        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;

        Rpp32u bufferLength = roi.xywhROI.roiWidth * layoutParams.bufferMultiplier;

        Rpp16f *srcPtrChannel, *dstPtrChannel;
        srcPtrChannel = srcPtrImage + (roi.xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi.xywhROI.xy.x * layoutParams.bufferMultiplier);
        dstPtrChannel = dstPtrImage;

        Rpp32u alignedLength = (bufferLength / 24) * 24;
        Rpp32u vectorIncrement = 24;
        Rpp32u vectorIncrementPerChannel = 8;

        __m256 pContrastParams[2];
        pContrastParams[0] = _mm256_set1_ps(contrastFactor);
        pContrastParams[1] = _mm256_set1_ps(contrastCenter);

        // contrast with fused output-layout toggle (NHWC -> NCHW)
        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
        {
            Rpp16f *srcPtrRow, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
            srcPtrRow = srcPtrChannel;
            dstPtrRowR = dstPtrChannel;
            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp16f *srcPtrTemp, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
                srcPtrTemp = srcPtrRow;
                dstPtrTempR = dstPtrRowR;
                dstPtrTempG = dstPtrRowG;
                dstPtrTempB = dstPtrRowB;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrement)
                {
                    Rpp32f srcPtrTemp_ps[24];
                    Rpp32f dstPtrTempR_ps[8], dstPtrTempG_ps[8], dstPtrTempB_ps[8];

                    for(int cnt = 0; cnt < vectorIncrement; cnt++)
                        srcPtrTemp_ps[cnt] = (Rpp32f) srcPtrTemp[cnt];

                    __m256 p[3];
                    rpp_simd_load(rpp_load24_f32pkd3_to_f32pln3_avx, srcPtrTemp_ps, p);    // simd loads
                    compute_contrast_24_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store24_f32pln3_to_f32pln3_avx, dstPtrTempR_ps, dstPtrTempG_ps, dstPtrTempB_ps, p);    // simd stores

                    for(int cnt = 0; cnt < vectorIncrementPerChannel; cnt++)
                    {
                        dstPtrTempR[cnt] = (Rpp16f) dstPtrTempR_ps[cnt];
                        dstPtrTempG[cnt] = (Rpp16f) dstPtrTempG_ps[cnt];
                        dstPtrTempB[cnt] = (Rpp16f) dstPtrTempB_ps[cnt];
                    }

                    srcPtrTemp += vectorIncrement;
                    dstPtrTempR += vectorIncrementPerChannel;
                    dstPtrTempG += vectorIncrementPerChannel;
                    dstPtrTempB += vectorIncrementPerChannel;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount += 3)
                {
                    *dstPtrTempR = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(srcPtrTemp[0]) - contrastCenter) * contrastFactor + contrastCenter);
                    *dstPtrTempG = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(srcPtrTemp[1]) - contrastCenter) * contrastFactor + contrastCenter);
                    *dstPtrTempB = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(srcPtrTemp[2]) - contrastCenter) * contrastFactor + contrastCenter);

                    srcPtrTemp += 3;
                    dstPtrTempR++;
                    dstPtrTempG++;
                    dstPtrTempB++;
                }

                srcPtrRow += srcDescPtr->strides.hStride;
                dstPtrRowR += dstDescPtr->strides.hStride;
                dstPtrRowG += dstDescPtr->strides.hStride;
                dstPtrRowB += dstDescPtr->strides.hStride;
            }
        }

        // contrast with fused output-layout toggle (NCHW -> NHWC)
        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
        {
            Rpp16f *srcPtrRowR, *srcPtrRowG, *srcPtrRowB, *dstPtrRow;
            srcPtrRowR = srcPtrChannel;
            srcPtrRowG = srcPtrRowR + srcDescPtr->strides.cStride;
            srcPtrRowB = srcPtrRowG + srcDescPtr->strides.cStride;
            dstPtrRow = dstPtrChannel;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp16f *srcPtrTempR, *srcPtrTempG, *srcPtrTempB, *dstPtrTemp;
                srcPtrTempR = srcPtrRowR;
                srcPtrTempG = srcPtrRowG;
                srcPtrTempB = srcPtrRowB;
                dstPtrTemp = dstPtrRow;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                {
                    Rpp32f srcPtrTempR_ps[8], srcPtrTempG_ps[8], srcPtrTempB_ps[8];
                    Rpp32f dstPtrTemp_ps[25];
                    for(int cnt = 0; cnt < vectorIncrementPerChannel; cnt++)
                    {
                        srcPtrTempR_ps[cnt] = (Rpp32f) srcPtrTempR[cnt];
                        srcPtrTempG_ps[cnt] = (Rpp32f) srcPtrTempG[cnt];
                        srcPtrTempB_ps[cnt] = (Rpp32f) srcPtrTempB[cnt];
                    }

                    __m256 p[3];
                    rpp_simd_load(rpp_load24_f32pln3_to_f32pln3_avx, srcPtrTempR_ps, srcPtrTempG_ps, srcPtrTempB_ps, p);    // simd loads
                    compute_contrast_24_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store24_f32pln3_to_f32pkd3_avx, dstPtrTemp_ps, p);    // simd stores

                    for(int cnt = 0; cnt < vectorIncrement; cnt++)
                        dstPtrTemp[cnt] = (Rpp16f) dstPtrTemp_ps[cnt];
                    srcPtrTempR += vectorIncrementPerChannel;
                    srcPtrTempG += vectorIncrementPerChannel;
                    srcPtrTempB += vectorIncrementPerChannel;
                    dstPtrTemp += vectorIncrement;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                {
                    dstPtrTemp[0] = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(*srcPtrTempR) - contrastCenter) * contrastFactor + contrastCenter);
                    dstPtrTemp[1] = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(*srcPtrTempG) - contrastCenter) * contrastFactor + contrastCenter);
                    dstPtrTemp[2] = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(*srcPtrTempB) - contrastCenter) * contrastFactor + contrastCenter);

                    srcPtrTempR++;
                    srcPtrTempG++;
                    srcPtrTempB++;
                    dstPtrTemp += 3;
                }

                srcPtrRowR += srcDescPtr->strides.hStride;
                srcPtrRowG += srcDescPtr->strides.hStride;
                srcPtrRowB += srcDescPtr->strides.hStride;
                dstPtrRow += dstDescPtr->strides.hStride;
            }
        }

        // contrast without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
        else
        {
            Rpp32u alignedLength = bufferLength & ~(vectorIncrementPerChannel-1);
            for(int c = 0; c < layoutParams.channelParam; c++)
            {
                Rpp16f *srcPtrRow, *dstPtrRow;
                srcPtrRow = srcPtrChannel;
                dstPtrRow = dstPtrChannel;

                for(int i = 0; i < roi.xywhROI.roiHeight; i++)
                {
                    Rpp16f *srcPtrTemp, *dstPtrTemp;
                    srcPtrTemp = srcPtrRow;
                    dstPtrTemp = dstPtrRow;

                    int vectorLoopCount = 0;
                    for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                    {
                        Rpp32f srcPtrTemp_ps[8], dstPtrTemp_ps[8];
                        for(int cnt = 0; cnt < vectorIncrementPerChannel; cnt++)
                            srcPtrTemp_ps[cnt] = (Rpp16f) srcPtrTemp[cnt];

                        __m256 p[1];

                        rpp_simd_load(rpp_load8_f32_to_f32_avx, srcPtrTemp_ps, p);    // simd loads
                        compute_contrast_8_host(p, pContrastParams);  // contrast adjustment
                        rpp_simd_store(rpp_store8_f32_to_f32_avx, dstPtrTemp_ps, p);    // simd stores

                        for(int cnt = 0; cnt < vectorIncrementPerChannel; cnt++)
                            dstPtrTemp[cnt] = (Rpp16f) dstPtrTemp_ps[cnt];

                        srcPtrTemp += vectorIncrementPerChannel;
                        dstPtrTemp += vectorIncrementPerChannel;
                    }
                    for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                    {
                        *dstPtrTemp = (Rpp16f) RPPPIXELCHECKF32(((Rpp32f)(*srcPtrTemp) - contrastCenter) * contrastFactor + contrastCenter);
                        srcPtrTemp++;
                        dstPtrTemp++;
                    }

                    srcPtrRow += srcDescPtr->strides.hStride;
                    dstPtrRow += dstDescPtr->strides.hStride;
                }

                srcPtrChannel += srcDescPtr->strides.cStride;
                dstPtrChannel += dstDescPtr->strides.cStride;
            }
        }
    }

    return RPP_SUCCESS;
}

RppStatus contrast_i8_i8_host_tensor(Rpp8s *srcPtr,
                                     RpptDescPtr srcDescPtr,
                                     Rpp8s *dstPtr,
                                     RpptDescPtr dstDescPtr,
                                     Rpp32f *contrastFactorTensor,
                                     Rpp32f *contrastCenterTensor,
                                     RpptROIPtr roiTensorPtrSrc,
                                     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;
        RpptROIPtr roiPtrInput = &roiTensorPtrSrc[batchCount];
        compute_roi_validation_host(roiPtrInput, &roi, &roiDefault, roiType);

        Rpp32f contrastFactor = contrastFactorTensor[batchCount];
        Rpp32f contrastCenter = contrastCenterTensor[batchCount];

        Rpp8s *srcPtrImage, *dstPtrImage;
        srcPtrImage = srcPtr + batchCount * srcDescPtr->strides.nStride;
        dstPtrImage = dstPtr + batchCount * dstDescPtr->strides.nStride;

        Rpp32u bufferLength = roi.xywhROI.roiWidth * layoutParams.bufferMultiplier;

        Rpp8s *srcPtrChannel, *dstPtrChannel;
        srcPtrChannel = srcPtrImage + (roi.xywhROI.xy.y * srcDescPtr->strides.hStride) + (roi.xywhROI.xy.x * layoutParams.bufferMultiplier);
        dstPtrChannel = dstPtrImage;

        Rpp32u alignedLength = (bufferLength / 48) * 48;
        Rpp32u vectorIncrement = 48;
        Rpp32u vectorIncrementPerChannel = 16;

        __m256 pContrastParams[2];
        pContrastParams[0] = _mm256_set1_ps(contrastFactor);
        pContrastParams[1] = _mm256_set1_ps(contrastCenter);

        // contrast with fused output-layout toggle (NHWC -> NCHW)
        if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NHWC) && (dstDescPtr->layout == RpptLayout::NCHW))
        {
            Rpp8s *srcPtrRow, *dstPtrRowR, *dstPtrRowG, *dstPtrRowB;
            srcPtrRow = srcPtrChannel;
            dstPtrRowR = dstPtrChannel;
            dstPtrRowG = dstPtrRowR + dstDescPtr->strides.cStride;
            dstPtrRowB = dstPtrRowG + dstDescPtr->strides.cStride;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp8s *srcPtrTemp, *dstPtrTempR, *dstPtrTempG, *dstPtrTempB;
                srcPtrTemp = srcPtrRow;
                dstPtrTempR = dstPtrRowR;
                dstPtrTempG = dstPtrRowG;
                dstPtrTempB = dstPtrRowB;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrement)
                {
                    __m256 p[6];
                    rpp_simd_load(rpp_load48_i8pkd3_to_f32pln3_avx, srcPtrTemp, p);
                    compute_contrast_48_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store48_f32pln3_to_i8pln3_avx, dstPtrTempR, dstPtrTempG, dstPtrTempB, p);    // simd stores

                    srcPtrTemp += vectorIncrement;
                    dstPtrTempR += vectorIncrementPerChannel;
                    dstPtrTempG += vectorIncrementPerChannel;
                    dstPtrTempB += vectorIncrementPerChannel;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount += 3)
                {
                    *dstPtrTempR = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(srcPtrTemp[0]) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);
                    *dstPtrTempG = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(srcPtrTemp[1]) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);
                    *dstPtrTempB = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(srcPtrTemp[2]) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);

                    srcPtrTemp += 3;
                    dstPtrTempR++;
                    dstPtrTempG++;
                    dstPtrTempB++;
                }

                srcPtrRow += srcDescPtr->strides.hStride;
                dstPtrRowR += dstDescPtr->strides.hStride;
                dstPtrRowG += dstDescPtr->strides.hStride;
                dstPtrRowB += dstDescPtr->strides.hStride;
            }
        }

        // contrast with fused output-layout toggle (NCHW -> NHWC)
        else if ((srcDescPtr->c == 3) && (srcDescPtr->layout == RpptLayout::NCHW) && (dstDescPtr->layout == RpptLayout::NHWC))
        {
            Rpp8s *srcPtrRowR, *srcPtrRowG, *srcPtrRowB, *dstPtrRow;
            srcPtrRowR = srcPtrChannel;
            srcPtrRowG = srcPtrRowR + srcDescPtr->strides.cStride;
            srcPtrRowB = srcPtrRowG + srcDescPtr->strides.cStride;
            dstPtrRow = dstPtrChannel;

            for(int i = 0; i < roi.xywhROI.roiHeight; i++)
            {
                Rpp8s *srcPtrTempR, *srcPtrTempG, *srcPtrTempB, *dstPtrTemp;
                srcPtrTempR = srcPtrRowR;
                srcPtrTempG = srcPtrRowG;
                srcPtrTempB = srcPtrRowB;
                dstPtrTemp = dstPtrRow;

                int vectorLoopCount = 0;
                for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                {
                    __m256 p[6];
                    rpp_simd_load(rpp_load48_i8pln3_to_f32pln3_avx, srcPtrTempR, srcPtrTempG, srcPtrTempB, p);    // simd loads
                    compute_contrast_48_host(p, pContrastParams);  // contrast adjustment
                    rpp_simd_store(rpp_store48_f32pln3_to_i8pkd3_avx, dstPtrTemp, p);    // simd stores

                    srcPtrTempR += vectorIncrementPerChannel;
                    srcPtrTempG += vectorIncrementPerChannel;
                    srcPtrTempB += vectorIncrementPerChannel;
                    dstPtrTemp += vectorIncrement;
                }
                for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                {
                    //contrastCenter) * contrastFactor
                    dstPtrTemp[0] = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(*srcPtrTempR) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);
                    dstPtrTemp[1] = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(*srcPtrTempG) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);
                    dstPtrTemp[2] = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f)(*srcPtrTempB) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);

                    srcPtrTempR++;
                    srcPtrTempG++;
                    srcPtrTempB++;
                    dstPtrTemp += 3;
                }

                srcPtrRowR += srcDescPtr->strides.hStride;
                srcPtrRowG += srcDescPtr->strides.hStride;
                srcPtrRowB += srcDescPtr->strides.hStride;
                dstPtrRow += dstDescPtr->strides.hStride;
            }
        }

        // contrast without fused output-layout toggle (NHWC -> NHWC or NCHW -> NCHW)
        else
        {
            Rpp32u alignedLength = bufferLength & ~15;
            for(int c = 0; c < layoutParams.channelParam; c++)
            {
                Rpp8s *srcPtrRow, *dstPtrRow;
                srcPtrRow = srcPtrChannel;
                dstPtrRow = dstPtrChannel;

                for(int i = 0; i < roi.xywhROI.roiHeight; i++)
                {
                    Rpp8s *srcPtrTemp, *dstPtrTemp;
                    srcPtrTemp = srcPtrRow;
                    dstPtrTemp = dstPtrRow;

                    int vectorLoopCount = 0;
                    for (; vectorLoopCount < alignedLength; vectorLoopCount += vectorIncrementPerChannel)
                    {
                        __m256 p[2];
                        rpp_simd_load(rpp_load16_i8_to_f32_avx, srcPtrTemp, p);    // simd loads
                        compute_contrast_16_host(p, pContrastParams);  // contrast adjustment
                        rpp_simd_store(rpp_store16_f32_to_i8_avx, dstPtrTemp, p);    // simd stores
                        srcPtrTemp += vectorIncrementPerChannel;
                        dstPtrTemp += vectorIncrementPerChannel;
                    }
                    for (; vectorLoopCount < bufferLength; vectorLoopCount++)
                    {
                        *dstPtrTemp = (Rpp8s) RPPPIXELCHECKI8(((Rpp32f) (*srcPtrTemp) + 128 - contrastCenter) * contrastFactor + contrastCenter - 128);
                        srcPtrTemp++;
                        dstPtrTemp++;
                    }

                    srcPtrRow += srcDescPtr->strides.hStride;
                    dstPtrRow += dstDescPtr->strides.hStride;
                }

                srcPtrChannel += srcDescPtr->strides.cStride;
                dstPtrChannel += dstDescPtr->strides.cStride;
            }
        }
    }

    return RPP_SUCCESS;
}
