/*
MIT License

Copyright (c) 2019 - 2025 Advanced Micro Devices, Inc.

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 <hip/hip_runtime.h>
#include "rpp_hip_host_decls.hpp"

#define saturate_8u(value) ((value) > 255 ? 255 : ((value) < 0 ? 0 : (value)))

extern "C" __global__ void resize_pln(unsigned char *srcPtr,
                                      unsigned char *dstPtr,
                                      const unsigned int source_height,
                                      const unsigned int source_width,
                                      const unsigned int dest_height,
                                      const unsigned int dest_width,
                                      const unsigned int channel)
{
    int A, B, C, D, x, y, index, pixVal;
    float x_ratio = ((float)(source_width - 1 )) / dest_width ;
    float y_ratio = ((float)(source_height - 1 )) / dest_height;
    float x_diff, y_diff, ya, yb;

    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    if (id_x >= dest_width || id_y >= dest_height || id_z >= channel)
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    unsigned int pixId;

    pixId = id_x + id_y * dest_width + id_z * dest_width * dest_height;

    A = srcPtr[x + y * source_width + id_z * source_height * source_width];
    B = srcPtr[x + 1  + y * source_width + id_z * source_height * source_width];
    C = srcPtr[x + (y + 1) * source_width + id_z * source_height * source_width];
    D = srcPtr[(x+1) + (y+1) * source_width + id_z * source_height * source_width];

    pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                   B * (x_diff) * (1 - y_diff) +
                   C * (y_diff) * (1 - x_diff) +
                   D * (x_diff * y_diff));

    dstPtr[pixId] = saturate_8u(pixVal);
}

extern "C" __global__ void resize_pkd(unsigned char *srcPtr,
                                      unsigned char *dstPtr,
                                      const unsigned int source_height,
                                      const unsigned int source_width,
                                      const unsigned int dest_height,
                                      const unsigned int dest_width,
                                      const unsigned int channel)
{
    int A, B, C, D, x, y, index, pixVal;
    float x_ratio = ((float)(source_width -1 )) / dest_width;
    float y_ratio = ((float)(source_height -1 )) / dest_height;
    float x_diff, y_diff, ya, yb;

    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    if (id_x >= dest_width || id_y >= dest_height || id_z >= channel)
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    unsigned int pixId;
    pixId = id_x * channel + id_y * dest_width * channel + id_z;

    A = srcPtr[x * channel + y * source_width * channel + id_z];
    B = srcPtr[(x + 1) * channel + y * source_width * channel + id_z];
    C = srcPtr[x * channel + (y + 1) * source_width * channel + id_z];
    D = srcPtr[(x + 1) * channel + (y + 1) * source_width * channel + id_z];

    pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                   B * (x_diff) * (1 - y_diff) +
                   C * (y_diff) * (1 - x_diff) +
                   D * (x_diff * y_diff));

    dstPtr[pixId] = saturate_8u(pixVal);
}

extern "C" __global__ void resize_crop_pln(unsigned char *srcPtr,
                                           unsigned char *dstPtr,
                                           const unsigned int source_height,
                                           const unsigned int source_width,
                                           const unsigned int dest_height,
                                           const unsigned int dest_width,
                                           const unsigned int x1,
                                           const unsigned int y1,
                                           const unsigned int x2,
                                           const unsigned int y2,
                                           const unsigned int padding,
                                           const unsigned int type,
                                           const unsigned int channel)
{
    int A, B, C, D, x, y, index, pixVal;
    float x_ratio = ((float)(x2 - x1 )) / dest_width;
    float y_ratio = ((float)(y2 - y1 )) / dest_height;
    float x_diff, y_diff, ya, yb;
    A = B = C = D = 0;

    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    if (id_x >= dest_width || id_y >= dest_height || id_z >= channel)
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    unsigned int pixId;

    if(type == 0)
    {
        pixId = id_x + id_y * dest_width + id_z * dest_width * dest_height;
    }
    else
    {
        pixId = id_x + id_y * dest_width + id_z * dest_width * dest_height + ((dest_width + padding * 2) * padding) + (id_y * padding * 2) + (padding);
    }

    A = srcPtr[(x + x1) + (y + y1) * source_width + id_z * source_height * source_width];
    B = srcPtr[(x + x1 + 1)  + (y + y1) * source_width + id_z * source_height * source_width];
    C = srcPtr[(x + x1) + (y + y1 + 1) * source_width + id_z * source_height * source_width];
    D = srcPtr[(x + x1 + 1) + (y + y1 + 1) * source_width + id_z * source_height * source_width];

    pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                   B * (x_diff) * (1 - y_diff) +
                   C * (y_diff) * (1 - x_diff) +
                   D * (x_diff * y_diff));

    dstPtr[pixId] = saturate_8u(pixVal);
}

extern "C" __global__ void resize_crop_pkd(unsigned char *srcPtr,
                                           unsigned char *dstPtr,
                                           const unsigned int source_height,
                                           const unsigned int source_width,
                                           const unsigned int dest_height,
                                           const unsigned int dest_width,
                                           const unsigned int x1,
                                           const unsigned int y1,
                                           const unsigned int x2,
                                           const unsigned int y2,
                                           const unsigned int padding,
                                           const unsigned int type,
                                           const unsigned int channel)
{
    int A, B, C, D, x, y, index, pixVal;
    float x_ratio = ((float)(x2 - x1 )) / dest_width;
    float y_ratio = ((float)(y2 - y1 )) / dest_height;
    float x_diff, y_diff, ya, yb;
    A = B = C = D = 0;

    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    if (id_x >= dest_width || id_y >= dest_height || id_z >= channel)
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    unsigned int pixId;

    if(type == 0)
    {
        pixId = id_x * channel + id_y * dest_width * channel + id_z;
    }
    else
    {
        pixId = id_x * channel + id_y * dest_width * channel + id_z + ((dest_width + padding * 2) * channel * padding) + (id_y * padding * 2 * channel) + (padding * channel);
    }

    A = srcPtr[(x + x1) * channel + (y + y1) * source_width * channel + id_z];
    B = srcPtr[(x + x1 + 1) * channel + (y + y1) * source_width * channel + id_z];
    C = srcPtr[(x + x1) * channel + (y + y1 + 1) * source_width * channel + id_z];
    D = srcPtr[(x + x1 + 1) * channel + (y + y1 + 1) * source_width * channel + id_z];

    pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                   B * (x_diff) * (1 - y_diff) +
                   C * (y_diff) * (1 - x_diff) +
                   D * (x_diff * y_diff));

    dstPtr[pixId] = saturate_8u(pixVal);
}

extern "C" __global__ void resize_batch(unsigned char *srcPtr,
                                        unsigned char *dstPtr,
                                        unsigned int *source_height,
                                        unsigned int *source_width,
                                        unsigned int *dest_height,
                                        unsigned int *dest_width,
                                        unsigned int *max_source_width,
                                        unsigned int *max_dest_width,
                                        unsigned long *source_batch_index,
                                        unsigned long *dest_batch_index,
                                        const unsigned int channel,
                                        unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                        unsigned int *dest_inc,
                                        const int plnpkdindex) // use 1 pln 3 for pkd
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    float x_ratio = ((float)(source_width[id_z] -1 )) / dest_width[id_z];
    float y_ratio = ((float)(source_height[id_z] -1 )) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    int x = (int)(x_ratio * id_x);
    int y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * plnpkdindex;

    for(int indextmp = 0; indextmp < channel; indextmp++)
    {
        int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * plnpkdindex + indextmp * source_inc[id_z]];
        int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * plnpkdindex + indextmp * source_inc[id_z]];
        int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * plnpkdindex + indextmp * source_inc[id_z]];
        int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * plnpkdindex + indextmp * source_inc[id_z]];

        int pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                           B * (x_diff) * (1 - y_diff) +
                           C * (y_diff) * (1 - x_diff) +
                           D * (x_diff * y_diff));

        dstPtr[dst_pixIdx] = saturate_8u(pixVal);
        dst_pixIdx += dest_inc[id_z];
    }
}

extern "C" __global__ void resize_crop_batch(unsigned char *srcPtr,
                                             unsigned char *dstPtr,
                                             unsigned int *source_height,
                                             unsigned int *source_width,
                                             unsigned int *dest_height,
                                             unsigned int *dest_width,
                                             unsigned int *max_source_width,
                                             unsigned int *max_dest_width,
                                             unsigned int *xroi_begin,
                                             unsigned int *xroi_end,
                                             unsigned int *yroi_begin,
                                             unsigned int *yroi_end,
                                             unsigned long long *source_batch_index,
                                             unsigned long long *dest_batch_index,
                                             const unsigned int channel,
                                             unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                             unsigned int *dest_inc,
                                             const unsigned int padding,
                                             const unsigned int type,
                                             const int in_plnpkdind, // use 1 pln 3 for pkd
                                             const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            int pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                               B * (x_diff) * (1 - y_diff) +
                               C * (y_diff) * (1 - x_diff) +
                               D * (x_diff * y_diff));

            dstPtr[dst_pixIdx] = saturate_8u(pixVal);
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

extern "C" __global__ void resize_crop_batch_int8(signed char *srcPtr,
                                                  signed char *dstPtr,
                                                  unsigned int *source_height,
                                                  unsigned int *source_width,
                                                  unsigned int *dest_height,
                                                  unsigned int *dest_width,
                                                  unsigned int *max_source_width,
                                                  unsigned int *max_dest_width,
                                                  unsigned int *xroi_begin,
                                                  unsigned int *xroi_end,
                                                  unsigned int *yroi_begin,
                                                  unsigned int *yroi_end,
                                                  unsigned long long *source_batch_index,
                                                  unsigned long long *dest_batch_index,
                                                  const unsigned int channel,
                                                  unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                  unsigned int *dest_inc,
                                                  const unsigned int padding,
                                                  const unsigned int type,
                                                  const int in_plnpkdind, // use 1 pln 3 for pkd
                                                  const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;

        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            signed char pixVal = (signed char)(A * (1 - x_diff) * (1 - y_diff) +
                                               B * (x_diff) * (1 - y_diff) +
                                               C * (y_diff) * (1 - x_diff) +
                                               D * (x_diff * y_diff));

            dstPtr[dst_pixIdx] = pixVal;
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}


// extern "C" __global__ void resize_crop_batch_fp16(
//     half *srcPtr, half *dstPtr,
//     unsigned int *source_height, unsigned int *source_width,
//     unsigned int *dest_height, unsigned int *dest_width,
//     unsigned int *max_source_width,
//     unsigned int *max_dest_width, int *xroi_begin,
//     int *xroi_end, int *yroi_begin, int *yroi_end,
//     unsigned long *source_batch_index,
//     unsigned long *dest_batch_index, const unsigned int channel,
//     unsigned int
//         *source_inc, // use width * height for pln and 1 for pkd
//     unsigned int *dest_inc, const unsigned int padding,
//     const unsigned int type,
//     const int in_plnpkdind, const int out_plnpkdind  // use 1 pln 3 for pkd
// ) {
//   int id_x = hipBlockIdx_x *hipBlockDim_x + hipThreadIdx_x, id_y = hipBlockIdx_y *hipBlockDim_y + hipThreadIdx_y, id_z = hipBlockIdx_z *hipBlockDim_z + hipThreadIdx_z;
//   int x, y;
//   float x_ratio =
//       ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
//   float y_ratio =
//       ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
//   float x_diff, y_diff, ya, yb;

//   unsigned long dst_pixIdx = 0;

//   if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
//     return;

//   x = (int)(x_ratio * id_x);
//   y = (int)(y_ratio * id_y);

//   x_diff = (x_ratio * id_x) - x;
//   y_diff = (y_ratio * id_y) - y;

//   x = xroi_begin[id_z] + x;
//   y = yroi_begin[id_z] + y;

//   if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z]) {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       float A = srcPtr[source_batch_index[id_z] +
//                  (x + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float B = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float C = srcPtr[source_batch_index[id_z] +
//                  (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float D = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];

//       float pixVal = A * (1 - x_diff) * (1 - y_diff) + B * (x_diff) * (1 - y_diff) +
//                C * (y_diff) * (1 - x_diff) + D * (x_diff * y_diff);
//       dstPtr[dst_pixIdx] = (half)pixVal;
//       dst_pixIdx += dest_inc[id_z];
//     }
//   } else {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       dstPtr[dst_pixIdx] = 0;
//       dst_pixIdx += dest_inc[id_z];
//     }
//   }
// }

extern "C" __global__ void resize_crop_batch_fp32(float *srcPtr,
                                                  float *dstPtr,
                                                  unsigned int *source_height,
                                                  unsigned int *source_width,
                                                  unsigned int *dest_height,
                                                  unsigned int *dest_width,
                                                  unsigned int *max_source_width,
                                                  unsigned int *max_dest_width,
                                                  unsigned int *xroi_begin,
                                                  unsigned int *xroi_end,
                                                  unsigned int *yroi_begin,
                                                  unsigned int *yroi_end,
                                                  unsigned long long *source_batch_index,
                                                  unsigned long long *dest_batch_index,
                                                  const unsigned int channel,
                                                  unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                  unsigned int *dest_inc,
                                                  const unsigned int padding,
                                                  const unsigned int type,
                                                  const int in_plnpkdind, // use 1 pln 3 for pkd
                                                  const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            float A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            float pixVal = A * (1 - x_diff) * (1 - y_diff) +
                        B * (x_diff) * (1 - y_diff) +
                        C * (y_diff) * (1 - x_diff) +
                        D * (x_diff * y_diff);

            dstPtr[dst_pixIdx] = pixVal;
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

extern "C" __global__ void resize_crop_batch_u8_fp32(unsigned char *srcPtr,
                                                     float *dstPtr,
                                                     unsigned int *source_height,
                                                     unsigned int *source_width,
                                                     unsigned int *dest_height,
                                                     unsigned int *dest_width,
                                                     unsigned int *max_source_width,
                                                     unsigned int *max_dest_width,
                                                     unsigned int *xroi_begin,
                                                     unsigned int *xroi_end,
                                                     unsigned int *yroi_begin,
                                                     unsigned int *yroi_end,
                                                     unsigned long long *source_batch_index,
                                                     unsigned long long *dest_batch_index,
                                                     const unsigned int channel,
                                                     unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                     unsigned int *dest_inc,
                                                     const unsigned int padding,
                                                     const unsigned int type,
                                                     const int in_plnpkdind, // use 1 pln 3 for pkd
                                                     const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y, index;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if(id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            float A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            float pixVal = A * (1 - x_diff) * (1 - y_diff) +
                        B * (x_diff) * (1 - y_diff) +
                        C * (y_diff) * (1 - x_diff) +
                        D * (x_diff * y_diff);

            dstPtr[dst_pixIdx] = pixVal / 255.0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

// extern "C" __global__ void resize_crop_batch_u8_fp16(
//     unsigned char *srcPtr, half *dstPtr,
//     unsigned int *source_height, unsigned int *source_width,
//     unsigned int *dest_height, unsigned int *dest_width,
//     unsigned int *max_source_width,
//     unsigned int *max_dest_width, int *xroi_begin,
//     int *xroi_end, int *yroi_begin, int *yroi_end,
//     unsigned long *source_batch_index,
//     unsigned long *dest_batch_index, const unsigned int channel,
//     unsigned int *source_inc, unsigned int *dest_inc, // use width * height for pln and 1 for pkd
//     const unsigned int padding, const unsigned int type,
//     const int in_plnpkdind, const int out_plnpkdind // use 1 pln 3 for pkd
// ) {
//   int id_x = hipBlockIdx_x *hipBlockDim_x + hipThreadIdx_x, id_y = hipBlockIdx_y *hipBlockDim_y + hipThreadIdx_y, id_z = hipBlockIdx_z *hipBlockDim_z + hipThreadIdx_z;
//   int x, y, index;
//   float x_ratio =
//       ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
//   float y_ratio =
//       ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
//   float x_diff, y_diff, ya, yb;

//   unsigned long dst_pixIdx = 0;

//   if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
//     return;

//   x = (int)(x_ratio * id_x);
//   y = (int)(y_ratio * id_y);

//   x_diff = (x_ratio * id_x) - x;
//   y_diff = (y_ratio * id_y) - y;

//   x = xroi_begin[id_z] + x;
//   y = yroi_begin[id_z] + y;

//   if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z]) {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       half A = srcPtr[source_batch_index[id_z] +
//                  (x + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       half B = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       half C = srcPtr[source_batch_index[id_z] +
//                  (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       half D = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];

//       half pixVal = A * (1 - x_diff) * (1 - y_diff) + B * (x_diff) * (1 - y_diff) +
//                C * (y_diff) * (1 - x_diff) + D * (x_diff * y_diff);
//       dstPtr[dst_pixIdx] = (half)(pixVal/255.0);
//       dst_pixIdx += dest_inc[id_z];
//     }
//   } else {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       dstPtr[dst_pixIdx] = 0;
//       dst_pixIdx += dest_inc[id_z];
//     }
//   }
// }

extern "C" __global__ void resize_crop_batch_u8_int8(unsigned char *srcPtr,
                                                     signed char *dstPtr,
                                                     unsigned int *source_height,
                                                     unsigned int *source_width,
                                                     unsigned int *dest_height,
                                                     unsigned int *dest_width,
                                                     unsigned int *max_source_width,
                                                     unsigned int *max_dest_width,
                                                     unsigned int *xroi_begin,
                                                     unsigned int *xroi_end,
                                                     unsigned int *yroi_begin,
                                                     unsigned int *yroi_end,
                                                     unsigned long long *source_batch_index,
                                                     unsigned long long *dest_batch_index,
                                                     const unsigned int channel,
                                                     unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                     unsigned int *dest_inc,
                                                     const unsigned int padding,
                                                     const unsigned int type,
                                                     const int in_plnpkdind, // use 1 pln 3 for pkd
                                                     const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y, index;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;

        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            float A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            float pixVal = A * (1 - x_diff) * (1 - y_diff) +
                           B * (x_diff) * (1 - y_diff) +
                           C * (y_diff) * (1 - x_diff) +
                           D * (x_diff * y_diff);

            dstPtr[dst_pixIdx] = (signed char)(pixVal - 128);
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = -128;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

extern "C" __global__ void resize_crop_mirror_batch(unsigned char *srcPtr,
                                                    unsigned char *dstPtr,
                                                    unsigned int *source_height,
                                                    unsigned int *source_width,
                                                    unsigned int *dest_height,
                                                    unsigned int *dest_width,
                                                    unsigned int *max_source_width,
                                                    unsigned int *max_dest_width,
                                                    unsigned int *xroi_begin,
                                                    unsigned int *xroi_end,
                                                    unsigned int *yroi_begin,
                                                    unsigned int *yroi_end,
                                                    unsigned int *mirror,
                                                    unsigned long long *source_batch_index,
                                                    unsigned long long *dest_batch_index,
                                                    const unsigned int channel,
                                                    unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                    unsigned int *dest_inc,
                                                    const int in_plnpkdind, // use 1 pln 3 for pkd
                                                    const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + ((dest_width[id_z] - 1 - id_x) + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            int pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                               B * (x_diff) * (1 - y_diff) +
                               C * (y_diff) * (1 - x_diff) +
                               D * (x_diff * y_diff));

            dstPtr[dst_pixIdx] = saturate_8u(pixVal);
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

extern "C" __global__ void resize_crop_mirror_batch_int8(signed char *srcPtr,
                                                         signed char *dstPtr,
                                                         unsigned int *source_height,
                                                         unsigned int *source_width,
                                                         unsigned int *dest_height,
                                                         unsigned int *dest_width,
                                                         unsigned int *max_source_width,
                                                         unsigned int *max_dest_width,
                                                         unsigned int *xroi_begin,
                                                         unsigned int *xroi_end,
                                                         unsigned int *yroi_begin,
                                                         unsigned int *yroi_end,
                                                         unsigned int *mirror,
                                                         unsigned long long *source_batch_index,
                                                         unsigned long long *dest_batch_index,
                                                         const unsigned int channel,
                                                         unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                         unsigned int *dest_inc,
                                                         const int in_plnpkdind, // use 1 pln 3 for pkd
                                                         const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + ((dest_width[id_z] - 1 - id_x) + id_y * max_dest_width[id_z]) * out_plnpkdind;

        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            int pixVal = (signed char)(A * (1 - x_diff) * (1 - y_diff) +
                                B * (x_diff) * (1 - y_diff) +
                                C * (y_diff) * (1 - x_diff) +
                                D * (x_diff * y_diff));

            dstPtr[dst_pixIdx] = pixVal;
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = -128;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

// extern "C" __global__ void resize_crop_mirror_batch_fp16(
//     half *srcPtr, half *dstPtr,
//     unsigned int *source_height, unsigned int *source_width,
//     unsigned int *dest_height, unsigned int *dest_width,
//     unsigned int *max_source_width,
//     unsigned int *max_dest_width, int *xroi_begin,
//     int *xroi_end, int *yroi_begin, int *yroi_end,
//     int *mirror, unsigned long *source_batch_index,
//     unsigned long *dest_batch_index, const unsigned int channel,
//     unsigned int
//         *source_inc, // use width * height for pln and 1 for pkd
//     unsigned int *dest_inc,
//     const int in_plnpkdind, const int out_plnpkdind  // use 1 pln 3 for pkd
// ) {
//   int id_x = hipBlockIdx_x *hipBlockDim_x + hipThreadIdx_x, id_y = hipBlockIdx_y *hipBlockDim_y + hipThreadIdx_y, id_z = hipBlockIdx_z *hipBlockDim_z + hipThreadIdx_z;
//   int x, y, index;
//   float x_ratio =
//       ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
//   float y_ratio =
//       ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
//   float x_diff, y_diff, ya, yb;

//   unsigned long dst_pixIdx = 0;

//   if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
//     return;

//   x = (int)(x_ratio * id_x);
//   y = (int)(y_ratio * id_y);

//   x_diff = (x_ratio * id_x) - x;
//   y_diff = (y_ratio * id_y) - y;

//   x = xroi_begin[id_z] + x;
//   y = yroi_begin[id_z] + y;

//   if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z]) {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  ((dest_width[id_z] - 1 - id_x) + id_y * max_dest_width[id_z]) *
//                      out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       float A = srcPtr[source_batch_index[id_z] +
//                  (x + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float B = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float C = srcPtr[source_batch_index[id_z] +
//                  (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];
//       float D = srcPtr[source_batch_index[id_z] +
//                  ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind +
//                  indextmp * source_inc[id_z]];

//       float pixVal = A * (1 - x_diff) * (1 - y_diff) + B * (x_diff) * (1 - y_diff) +
//                C * (y_diff) * (1 - x_diff) + D * (x_diff * y_diff);
//       dstPtr[dst_pixIdx] = (half)pixVal;
//       dst_pixIdx += dest_inc[id_z];
//     }
//   } else {
//     dst_pixIdx = dest_batch_index[id_z] +
//                  (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
//     for (int indextmp = 0; indextmp < channel; indextmp++) {
//       dstPtr[dst_pixIdx] = 0;
//       dst_pixIdx += dest_inc[id_z];
//     }
//   }
// }

extern "C" __global__ void resize_crop_mirror_batch_fp32(float *srcPtr,
                                                         float *dstPtr,
                                                         unsigned int *source_height,
                                                         unsigned int *source_width,
                                                         unsigned int *dest_height,
                                                         unsigned int *dest_width,
                                                         unsigned int *max_source_width,
                                                         unsigned int *max_dest_width,
                                                         unsigned int *xroi_begin,
                                                         unsigned int *xroi_end,
                                                         unsigned int *yroi_begin,
                                                         unsigned int *yroi_end,
                                                         unsigned int *mirror,
                                                         unsigned long long *source_batch_index,
                                                         unsigned long long *dest_batch_index,
                                                         const unsigned int channel,
                                                         unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                         unsigned int *dest_inc,
                                                         const int in_plnpkdind, // use 1 pln 3 for pkd
                                                         const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    int x, y, index;
    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    unsigned long dst_pixIdx = 0;

    if (id_x >= dest_width[id_z] || id_y >= dest_height[id_z])
    {
        return;
    }

    x = (int)(x_ratio * id_x);
    y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + ((dest_width[id_z] - 1 - id_x) + id_y * max_dest_width[id_z]) * out_plnpkdind;

        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            float A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            float D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            float pixVal = A * (1 - x_diff) * (1 - y_diff) +
                           B * (x_diff) * (1 - y_diff) +
                           C * (y_diff) * (1 - x_diff) +
                           D * (x_diff * y_diff);

            dstPtr[dst_pixIdx] = pixVal;
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (int indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

extern "C" __global__ void random_crop_letterbox_batch(unsigned char *srcPtr,
                                                       unsigned char *dstPtr,
                                                       unsigned int *source_height,
                                                       unsigned int *source_width,
                                                       unsigned int *dest_height,
                                                       unsigned int *dest_width,
                                                       unsigned int *max_source_width,
                                                       unsigned int *max_dest_width,
                                                       unsigned int *xroi_begin,
                                                       unsigned int *xroi_end,
                                                       unsigned int *yroi_begin,
                                                       unsigned int *yroi_end,
                                                       unsigned long long *source_batch_index,
                                                       unsigned long long *dest_batch_index,
                                                       const unsigned int channel,
                                                       unsigned int *source_inc, // use width * height for pln and 1 for pkd
                                                       unsigned int *dest_inc,
                                                       unsigned int padding,
                                                       const unsigned int type,
                                                       const int in_plnpkdind, // use 1 pln 3 for pkd
                                                       const int out_plnpkdind)
{
    int id_x = hipBlockIdx_x * hipBlockDim_x + hipThreadIdx_x;
    int id_y = hipBlockIdx_y * hipBlockDim_y + hipThreadIdx_y;
    int id_z = hipBlockIdx_z * hipBlockDim_z + hipThreadIdx_z;

    float x_ratio = ((float)(xroi_end[id_z] - xroi_begin[id_z] - 1)) / dest_width[id_z];
    float y_ratio = ((float)(yroi_end[id_z] - yroi_begin[id_z] - 1)) / dest_height[id_z];
    float x_diff, y_diff, ya, yb;

    int indextmp = 0;
    unsigned long dst_pixIdx = 0;
    unsigned int minVal = ((dest_height[id_z] < dest_width[id_z]) ? dest_height[id_z] : dest_width[id_z]);
    padding = (5 * minVal / 100);

    if (id_x >= dest_width[id_z] - padding || id_y >= dest_height[id_z] - padding || id_x < padding || id_y < padding)
    {
        return;
    }

    int x = (int)(x_ratio * id_x);
    int y = (int)(y_ratio * id_y);

    x_diff = (x_ratio * id_x) - x;
    y_diff = (y_ratio * id_y) - y;

    x = xroi_begin[id_z] + x;
    y = yroi_begin[id_z] + y;

    if ((x + 1) < source_width[id_z] && (y + 1) < source_height[id_z])
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (indextmp = 0; indextmp < channel; indextmp++)
        {
            int A = srcPtr[source_batch_index[id_z] + (x + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int B = srcPtr[source_batch_index[id_z] + ((x + 1) + y * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int C = srcPtr[source_batch_index[id_z] + (x + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];
            int D = srcPtr[source_batch_index[id_z] + ((x + 1) + (y + 1) * max_source_width[id_z]) * in_plnpkdind + indextmp * source_inc[id_z]];

            int pixVal = (int)(A * (1 - x_diff) * (1 - y_diff) +
                               B * (x_diff) * (1 - y_diff) +
                               C * (y_diff) * (1 - x_diff) +
                               D * (x_diff * y_diff));

            dstPtr[dst_pixIdx] = saturate_8u(pixVal);
            dst_pixIdx += dest_inc[id_z];
        }
    }
    else
    {
        dst_pixIdx = dest_batch_index[id_z] + (id_x + id_y * max_dest_width[id_z]) * out_plnpkdind;
        for (indextmp = 0; indextmp < channel; indextmp++)
        {
            dstPtr[dst_pixIdx] = 0;
            dst_pixIdx += dest_inc[id_z];
        }
    }
}

RppStatus hip_exec_resize_crop_batch(Rpp8u *srcPtr, Rpp8u *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    Rpp32u *x, *roiWidth, *y, *roiHeight;
    if (type == 0)
    {
        x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
        roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
        y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
        roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    }
    else if (type == 1)
    {
        x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
        roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
        y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
        roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    }

    hipLaunchKernelGGL(resize_crop_batch,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       x,
                       roiWidth,
                       y,
                       roiHeight,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_u8_fp16(Rpp8u *srcPtr, Rpp16f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    // int localThreads_x = 16;
    // int localThreads_y = 16;
    // int localThreads_z = 1;
    // int globalThreads_x = max_width;
    // int globalThreads_y = max_height;
    // int globalThreads_z = handle.GetBatchSize();

    // Rpp32u *x, *roiWidth, *y, *roiHeight;
    // if (type == 0)
    // {
    //     x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
    //     roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
    //     y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
    //     roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    // }
    // else if (type == 1)
    // {
    //     x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
    //     roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
    //     y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
    //     roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    // }

    // hipLaunchKernelGGL(resize_crop_batch_u8_fp16,
    //                    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,
    //                    dstPtr,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
    //                    x,
    //                    roiWidth,
    //                    y,
    //                    roiHeight,
    //                    handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
    //                    handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
    //                    tensor_info._in_channels,
    //                    handle.GetInitHandle()->mem.mgpu.inc,
    //                    handle.GetInitHandle()->mem.mgpu.dstInc,
    //                    padding,
    //                    type,
    //                    in_plnpkdind,
    //                    out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_u8_fp32(Rpp8u *srcPtr, Rpp32f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    Rpp32u *x, *roiWidth, *y, *roiHeight;
    if (type == 0)
    {
        x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
        roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
        y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
        roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    }
    else if (type == 1)
    {
        x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
        roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
        y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
        roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    }

    hipLaunchKernelGGL(resize_crop_batch_u8_fp32,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       x,
                       roiWidth,
                       y,
                       roiHeight,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_u8_int8(Rpp8u *srcPtr, Rpp8s *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    Rpp32u *x, *roiWidth, *y, *roiHeight;
    if (type == 0)
    {
        x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
        roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
        y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
        roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    }
    else if (type == 1)
    {
        x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
        roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
        y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
        roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    }

    hipLaunchKernelGGL(resize_crop_batch_u8_int8,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       x,
                       roiWidth,
                       y,
                       roiHeight,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_fp16(Rpp16f *srcPtr, Rpp16f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    // int localThreads_x = 16;
    // int localThreads_y = 16;
    // int localThreads_z = 1;
    // int globalThreads_x = max_width;
    // int globalThreads_y = max_height;
    // int globalThreads_z = handle.GetBatchSize();

    // Rpp32u *x, *roiWidth, *y, *roiHeight;
    // if (type == 0)
    // {
    //     x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
    //     roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
    //     y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
    //     roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    // }
    // else if (type == 1)
    // {
    //     x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
    //     roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
    //     y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
    //     roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    // }

    // hipLaunchKernelGGL(resize_crop_batch_fp16,
    //                    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,
    //                    dstPtr,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
    //                    x,
    //                    roiWidth,
    //                    y,
    //                    roiHeight,
    //                    handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
    //                    handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
    //                    tensor_info._in_channels,
    //                    handle.GetInitHandle()->mem.mgpu.inc,
    //                    handle.GetInitHandle()->mem.mgpu.dstInc,
    //                    padding,
    //                    type,
    //                    in_plnpkdind,
    //                    out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_fp32(Rpp32f *srcPtr, Rpp32f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    Rpp32u *x, *roiWidth, *y, *roiHeight;
    if (type == 0)
    {
        x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
        roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
        y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
        roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    }
    else if (type == 1)
    {
        x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
        roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
        y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
        roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    }

    hipLaunchKernelGGL(resize_crop_batch_fp32,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       x,
                       roiWidth,
                       y,
                       roiHeight,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_batch_int8(Rpp8s *srcPtr, Rpp8s *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32u padding, Rpp32u type, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    Rpp32u *x, *roiWidth, *y, *roiHeight;
    if (type == 0)
    {
        x = handle.GetInitHandle()->mem.mgpu.roiPoints.x;
        roiWidth = handle.GetInitHandle()->mem.mgpu.roiPoints.roiWidth;
        y = handle.GetInitHandle()->mem.mgpu.roiPoints.y;
        roiHeight = handle.GetInitHandle()->mem.mgpu.roiPoints.roiHeight;
    }
    else if (type == 1)
    {
        x = handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem;
        roiWidth = handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem;
        y = handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem;
        roiHeight = handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem;
    }

    hipLaunchKernelGGL(resize_crop_batch_int8,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       x,
                       roiWidth,
                       y,
                       roiHeight,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_mirror_batch(Rpp8u *srcPtr, Rpp8u *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    hipLaunchKernelGGL(resize_crop_mirror_batch,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[4].uintmem,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_mirror_batch_fp16(Rpp16f *srcPtr, Rpp16f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    // int localThreads_x = 16;
    // int localThreads_y = 16;
    // int localThreads_z = 1;
    // int globalThreads_x = max_width;
    // int globalThreads_y = max_height;
    // int globalThreads_z = handle.GetBatchSize();

    // hipLaunchKernelGGL(resize_crop_mirror_batch_fp16,
    //                    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,
    //                    dstPtr,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.srcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.height,
    //                    handle.GetInitHandle()->mem.mgpu.dstSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
    //                    handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem,
    //                    handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem,
    //                    handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem,
    //                    handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem,
    //                    handle.GetInitHandle()->mem.mgpu.uintArr[4].uintmem,
    //                    handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
    //                    handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
    //                    tensor_info._in_channels,
    //                    handle.GetInitHandle()->mem.mgpu.inc,
    //                    handle.GetInitHandle()->mem.mgpu.dstInc,
    //                    in_plnpkdind,
    //                    out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_mirror_batch_fp32(Rpp32f *srcPtr, Rpp32f *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    hipLaunchKernelGGL(resize_crop_mirror_batch_fp32,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[4].uintmem,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_resize_crop_mirror_batch_int8(Rpp8s *srcPtr, Rpp8s *dstPtr, rpp::Handle& handle, RPPTensorFunctionMetaData &tensor_info, Rpp32s in_plnpkdind, Rpp32s out_plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 16;
    int localThreads_y = 16;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    hipLaunchKernelGGL(resize_crop_mirror_batch_int8,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[4].uintmem,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       tensor_info._in_channels,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       in_plnpkdind,
                       out_plnpkdind);

    return RPP_SUCCESS;
}

RppStatus hip_exec_random_crop_letterbox_batch(Rpp8u *srcPtr, Rpp8u *dstPtr, rpp::Handle& handle, RppiChnFormat chnFormat, Rpp32u channel, Rpp32u padding, Rpp32u type, Rpp32s plnpkdind, Rpp32u max_height, Rpp32u max_width)
{
    int localThreads_x = 32;
    int localThreads_y = 32;
    int localThreads_z = 1;
    int globalThreads_x = max_width;
    int globalThreads_y = max_height;
    int globalThreads_z = handle.GetBatchSize();

    hipLaunchKernelGGL(random_crop_letterbox_batch,
                       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,
                       dstPtr,
                       handle.GetInitHandle()->mem.mgpu.srcSize.height,
                       handle.GetInitHandle()->mem.mgpu.srcSize.width,
                       handle.GetInitHandle()->mem.mgpu.dstSize.height,
                       handle.GetInitHandle()->mem.mgpu.dstSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxSrcSize.width,
                       handle.GetInitHandle()->mem.mgpu.maxDstSize.width,
                       handle.GetInitHandle()->mem.mgpu.uintArr[0].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[1].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[2].uintmem,
                       handle.GetInitHandle()->mem.mgpu.uintArr[3].uintmem,
                       handle.GetInitHandle()->mem.mgpu.srcBatchIndex,
                       handle.GetInitHandle()->mem.mgpu.dstBatchIndex,
                       channel,
                       handle.GetInitHandle()->mem.mgpu.inc,
                       handle.GetInitHandle()->mem.mgpu.dstInc,
                       padding,
                       type,
                       plnpkdind,
                       plnpkdind);

    return RPP_SUCCESS;
}
