/* ************************************************************************
* Copyright (C) 2020-2023 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.
*
* ************************************************************************ */

#pragma once

#include "common.h"

// General GEBSRMV that works for any GEBSR block dimensions
template <unsigned int BLOCKSIZE, unsigned int WFSIZE, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_general_device(rocsparse_direction dir,
                                                  T                   alpha,
                                                  const rocsparse_int* __restrict__ bsr_row_ptr,
                                                  const rocsparse_int* __restrict__ bsr_col_ind,
                                                  const T* __restrict__ bsr_val,
                                                  rocsparse_int row_block_dim,
                                                  rocsparse_int col_block_dim,
                                                  const T* __restrict__ x,
                                                  T beta,
                                                  T* __restrict__ y,
                                                  rocsparse_index_base idx_base)
{
    // Lane id
    rocsparse_int lid = hipThreadIdx_x & (WFSIZE - 1);

    // Wavefront id
    rocsparse_int wid = hipThreadIdx_x / WFSIZE;

    // Each thread block processes a BSR row
    rocsparse_int row = hipBlockIdx_x;

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // Each wavefront processes a row of the BSR block.
    // If the number of BSR block rows exceed the number of wavefronts, each wavefront
    // processes multiple rows. 'bi' is the row index into the BSR block and 'bj' is
    // the column index.
    // BLOCKSIZE must be the square of WFSIZE.

    // Loop over the rows of the BSR block in chunks of WFSIZE, such that each
    // wavefront will process a row
    for(rocsparse_int bi = wid; bi < row_block_dim; bi += BLOCKSIZE / WFSIZE)
    {
        // BSR block row accumulator
        T sum = static_cast<T>(0);

        // Loop over all BSR blocks in the current row
        for(rocsparse_int j = row_begin; j < row_end; ++j)
        {
            // BSR column index
            rocsparse_int col = bsr_col_ind[j] - idx_base;

            // Loop over the columns of the BSR block in chunks of WFSIZE, such that
            // each lane will process a single value of the BSR block
            for(rocsparse_int bj = lid; bj < col_block_dim; bj += WFSIZE)
            {
                // Each lane computes the sum of a specific entry over all BSR blocks in
                // the current row
                sum = rocsparse_fma(
                    bsr_val[GEBSR_IND(j, bi, bj, dir)], x[col_block_dim * col + bj], sum);
            }
        }

        // Each wavefront accumulates its BSR block row sum
        sum = rocsparse_wfreduce_sum<WFSIZE>(sum);

        // Last lane of each wavefront writes its result to global memory
        if(lid == WFSIZE - 1)
        {
            if(beta != static_cast<T>(0))
            {
                y[row * row_block_dim + bi]
                    = rocsparse_fma(beta, y[row * row_block_dim + bi], alpha * sum);
            }
            else
            {
                y[row * row_block_dim + bi] = alpha * sum;
            }
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of 1 x n
template <unsigned int BLOCKSIZE, unsigned int COLBSRDIM, unsigned int WFSIZE, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_1xn_device(rocsparse_int       mb,
                                              rocsparse_direction dir,
                                              T                   alpha,
                                              const rocsparse_int* __restrict__ bsr_row_ptr,
                                              const rocsparse_int* __restrict__ bsr_col_ind,
                                              const T* __restrict__ bsr_val,
                                              const T* __restrict__ x,
                                              T beta,
                                              T* __restrict__ y,
                                              rocsparse_index_base idx_base)
{
    // Lane id
    rocsparse_int lid = hipThreadIdx_x & (WFSIZE - 1);

    // Wavefront id
    rocsparse_int wid = hipThreadIdx_x / WFSIZE;

    // Each thread block processes (BLOCKSIZE / WFSIZE) BSR rows
    rocsparse_int row = hipBlockIdx_x * (BLOCKSIZE / WFSIZE) + wid;

    // Do not run out of bounds
    if(row >= mb)
    {
        return;
    }

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block
    for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
    {
        // Do not exceed the row
        // Column index into x vector
        rocsparse_int col = (bsr_col_ind[j] - idx_base) * COLBSRDIM;

        // Compute the sum of the two rows within the BSR blocks of the current
        // BSR row
        for(unsigned int k = 0; k < COLBSRDIM; k++)
        {
            sum = rocsparse_fma(bsr_val[COLBSRDIM * j + k], x[col + k], sum);
        }
    }

    // Each wavefront accumulates its BSR block row sum
    sum = rocsparse_wfreduce_sum<WFSIZE>(sum);

    // Last lane of each wavefront writes the two row sums to global memory
    if(lid == WFSIZE - 1)
    {
        if(beta != static_cast<T>(0))
        {
            y[row] = rocsparse_fma(beta, y[row], alpha * sum);
        }
        else
        {
            y[row] = alpha * sum;
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of 2 x n
template <unsigned int BLOCKSIZE, unsigned int COLBSRDIM, unsigned int WFSIZE, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_2xn_device(rocsparse_int       mb,
                                              rocsparse_direction dir,
                                              T                   alpha,
                                              const rocsparse_int* __restrict__ bsr_row_ptr,
                                              const rocsparse_int* __restrict__ bsr_col_ind,
                                              const T* __restrict__ bsr_val,
                                              const T* __restrict__ x,
                                              T beta,
                                              T* __restrict__ y,
                                              rocsparse_index_base idx_base)
{
    // GEBSR block dimension
    static constexpr int ROWBSRDIM = 2;

    // Lane id
    rocsparse_int lid = hipThreadIdx_x & (WFSIZE - 1);

    // Wavefront id
    rocsparse_int wid = hipThreadIdx_x / WFSIZE;

    // Each thread block processes (BLOCKSIZE / WFSIZE) BSR rows
    rocsparse_int row = hipBlockIdx_x * (BLOCKSIZE / WFSIZE) + wid;

    // Do not run out of bounds
    if(row >= mb)
    {
        return;
    }

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum0 = static_cast<T>(0);
    T sum1 = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block
    if(dir == rocsparse_direction_row)
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(
                    bsr_val[ROWBSRDIM * COLBSRDIM * j + k], x[COLBSRDIM * col + k], sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum1);
            }
        }
    }
    else
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k],
                                     x[COLBSRDIM * col + k],
                                     sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 1],
                                     x[COLBSRDIM * col + k],
                                     sum1);
            }
        }
    }
    // Each wavefront accumulates its BSR block row sum
    sum0 = rocsparse_wfreduce_sum<WFSIZE>(sum0);
    sum1 = rocsparse_wfreduce_sum<WFSIZE>(sum1);

    // Last lane of each wavefront writes the two row sums to global memory
    if(lid == WFSIZE - 1)
    {
        if(beta != static_cast<T>(0))
        {
            y[row * ROWBSRDIM + 0] = rocsparse_fma(beta, y[row * ROWBSRDIM + 0], alpha * sum0);
            y[row * ROWBSRDIM + 1] = rocsparse_fma(beta, y[row * ROWBSRDIM + 1], alpha * sum1);
        }
        else
        {
            y[row * ROWBSRDIM + 0] = alpha * sum0;
            y[row * ROWBSRDIM + 1] = alpha * sum1;
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of 3 x n
template <unsigned int BLOCKSIZE, unsigned int COLBSRDIM, unsigned int WFSIZE, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_3xn_device(rocsparse_int       mb,
                                              rocsparse_direction dir,
                                              T                   alpha,
                                              const rocsparse_int* __restrict__ bsr_row_ptr,
                                              const rocsparse_int* __restrict__ bsr_col_ind,
                                              const T* __restrict__ bsr_val,
                                              const T* __restrict__ x,
                                              T beta,
                                              T* __restrict__ y,
                                              rocsparse_index_base idx_base)
{
    // GEBSR block dimension
    static constexpr int ROWBSRDIM = 3;

    // Lane id
    rocsparse_int lid = hipThreadIdx_x & (WFSIZE - 1);

    // Wavefront id
    rocsparse_int wid = hipThreadIdx_x / WFSIZE;

    // Each thread block processes (BLOCKSIZE / WFSIZE) BSR rows
    rocsparse_int row = hipBlockIdx_x * (BLOCKSIZE / WFSIZE) + wid;

    // Do not run out of bounds
    if(row >= mb)
    {
        return;
    }

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum0 = static_cast<T>(0);
    T sum1 = static_cast<T>(0);
    T sum2 = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block
    if(dir == rocsparse_direction_row)
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(
                    bsr_val[ROWBSRDIM * COLBSRDIM * j + k], x[COLBSRDIM * col + k], sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum1);
                sum2 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + 2 * COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum2);
            }
        }
    }
    else
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k],
                                     x[COLBSRDIM * col + k],
                                     sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 1],
                                     x[COLBSRDIM * col + k],
                                     sum1);
                sum2 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 2],
                                     x[COLBSRDIM * col + k],
                                     sum2);
            }
        }
    }

    // Each wavefront accumulates its BSR block row sum
    sum0 = rocsparse_wfreduce_sum<WFSIZE>(sum0);
    sum1 = rocsparse_wfreduce_sum<WFSIZE>(sum1);
    sum2 = rocsparse_wfreduce_sum<WFSIZE>(sum2);

    // Last lane of each wavefront writes the two row sums to global memory
    if(lid == WFSIZE - 1)
    {
        if(beta != static_cast<T>(0))
        {
            y[row * ROWBSRDIM + 0] = rocsparse_fma(beta, y[row * ROWBSRDIM + 0], alpha * sum0);
            y[row * ROWBSRDIM + 1] = rocsparse_fma(beta, y[row * ROWBSRDIM + 1], alpha * sum1);
            y[row * ROWBSRDIM + 2] = rocsparse_fma(beta, y[row * ROWBSRDIM + 2], alpha * sum2);
        }
        else
        {
            y[row * ROWBSRDIM + 0] = alpha * sum0;
            y[row * ROWBSRDIM + 1] = alpha * sum1;
            y[row * ROWBSRDIM + 2] = alpha * sum2;
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of 4 x n
template <unsigned int BLOCKSIZE, unsigned int COLBSRDIM, unsigned int WFSIZE, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_4xn_device(rocsparse_int       mb,
                                              rocsparse_direction dir,
                                              T                   alpha,
                                              const rocsparse_int* __restrict__ bsr_row_ptr,
                                              const rocsparse_int* __restrict__ bsr_col_ind,
                                              const T* __restrict__ bsr_val,
                                              const T* __restrict__ x,
                                              T beta,
                                              T* __restrict__ y,
                                              rocsparse_index_base idx_base)
{
    // GEBSR block dimension
    static constexpr int ROWBSRDIM = 4;

    // Lane id
    rocsparse_int lid = hipThreadIdx_x & (WFSIZE - 1);

    // Wavefront id
    rocsparse_int wid = hipThreadIdx_x / WFSIZE;

    // Each thread block processes (BLOCKSIZE / WFSIZE) BSR rows
    rocsparse_int row = hipBlockIdx_x * (BLOCKSIZE / WFSIZE) + wid;

    // Do not run out of bounds
    if(row >= mb)
    {
        return;
    }

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum0 = static_cast<T>(0);
    T sum1 = static_cast<T>(0);
    T sum2 = static_cast<T>(0);
    T sum3 = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block
    if(dir == rocsparse_direction_row)
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(
                    bsr_val[ROWBSRDIM * COLBSRDIM * j + k], x[COLBSRDIM * col + k], sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum1);
                sum2 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + 2 * COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum2);
                sum3 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + 3 * COLBSRDIM + k],
                                     x[COLBSRDIM * col + k],
                                     sum3);
            }
        }
    }
    else
    {
        for(rocsparse_int j = row_begin + lid; j < row_end; j += WFSIZE)
        {
            // Do not exceed the row
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[j] - idx_base);

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            for(unsigned int k = 0; k < COLBSRDIM; k++)
            {
                sum0 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k],
                                     x[COLBSRDIM * col + k],
                                     sum0);
                sum1 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 1],
                                     x[COLBSRDIM * col + k],
                                     sum1);
                sum2 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 2],
                                     x[COLBSRDIM * col + k],
                                     sum2);
                sum3 = rocsparse_fma(bsr_val[ROWBSRDIM * COLBSRDIM * j + ROWBSRDIM * k + 3],
                                     x[COLBSRDIM * col + k],
                                     sum3);
            }
        }
    }

    // Each wavefront accumulates its BSR block row sum
    sum0 = rocsparse_wfreduce_sum<WFSIZE>(sum0);
    sum1 = rocsparse_wfreduce_sum<WFSIZE>(sum1);
    sum2 = rocsparse_wfreduce_sum<WFSIZE>(sum2);
    sum3 = rocsparse_wfreduce_sum<WFSIZE>(sum3);

    // Last lane of each wavefront writes the two row sums to global memory
    if(lid == WFSIZE - 1)
    {
        if(beta != static_cast<T>(0))
        {
            y[row * ROWBSRDIM + 0] = rocsparse_fma(beta, y[row * ROWBSRDIM + 0], alpha * sum0);
            y[row * ROWBSRDIM + 1] = rocsparse_fma(beta, y[row * ROWBSRDIM + 1], alpha * sum1);
            y[row * ROWBSRDIM + 2] = rocsparse_fma(beta, y[row * ROWBSRDIM + 2], alpha * sum2);
            y[row * ROWBSRDIM + 3] = rocsparse_fma(beta, y[row * ROWBSRDIM + 3], alpha * sum3);
        }
        else
        {
            y[row * ROWBSRDIM + 0] = alpha * sum0;
            y[row * ROWBSRDIM + 1] = alpha * sum1;
            y[row * ROWBSRDIM + 2] = alpha * sum2;
            y[row * ROWBSRDIM + 3] = alpha * sum3;
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of m x n where m and n <= 8
template <unsigned int BLOCKSIZE, unsigned int ROWBSRDIM, unsigned int COLBSRDIM, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_mxn_device(rocsparse_int       mb,
                                              rocsparse_direction dir,
                                              T                   alpha,
                                              const rocsparse_int* __restrict__ bsr_row_ptr,
                                              const rocsparse_int* __restrict__ bsr_col_ind,
                                              const T* __restrict__ bsr_val,
                                              const T* __restrict__ x,
                                              T beta,
                                              T* __restrict__ y,
                                              rocsparse_index_base idx_base)
{
    // BSR block lane id
    rocsparse_int lid = hipThreadIdx_x % COLBSRDIM;

    // Each thread block processes a single BSR row
    rocsparse_int row = hipBlockIdx_x;

    // Offset into x vector
    rocsparse_int idx
        = (dir == rocsparse_direction_column) ? ((hipThreadIdx_x / ROWBSRDIM) % COLBSRDIM) : lid;

    // Number of BSR blocks processed at the same time
    constexpr unsigned int NBLOCKS = BLOCKSIZE / (ROWBSRDIM * COLBSRDIM);

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block value
    for(rocsparse_int j = row_begin; j < row_end; j += NBLOCKS)
    {
        rocsparse_int k = j + hipThreadIdx_x / (ROWBSRDIM * COLBSRDIM);

        // Do not exceed the row
        if(k < row_end)
        {
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[k] - idx_base) * COLBSRDIM;

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            sum = rocsparse_fma(
                bsr_val[j * ROWBSRDIM * COLBSRDIM + hipThreadIdx_x], x[col + idx], sum);
        }
    }

    // Accumulate each row sum of the BSR block
    __shared__ T sdata[ROWBSRDIM * COLBSRDIM * NBLOCKS];

    sdata[hipThreadIdx_x] = sum;

    __syncthreads();

    // Handle case when NBLOCKS is not power of 2 when accumulating the row sum for different blocks
    if((NBLOCKS & (NBLOCKS - 1)) != 0)
    {
        // Find highest power of 2 less than NBLOCKS
        unsigned int POW2 = NBLOCKS;
        POW2--;
        POW2 |= POW2 >> 1;
        POW2 |= POW2 >> 2;
        POW2 |= POW2 >> 4;
        POW2 |= POW2 >> 8;
        POW2++;
        POW2 >>= 1;

        if(hipThreadIdx_x < NBLOCKS * ROWBSRDIM * COLBSRDIM - POW2 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + POW2 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }

    // Finish accumulating the row sum for different blocks
    if(NBLOCKS >= 8)
    {
        if(hipThreadIdx_x < 4 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 4 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }
    if(NBLOCKS >= 4)
    {
        if(hipThreadIdx_x < 2 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 2 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }
    if(NBLOCKS >= 2)
    {
        if(hipThreadIdx_x < 1 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 1 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }

    if(dir == rocsparse_direction_column)
    {
        // Handle case when COLBSRDIM is not power of 2 when reducing the intra block row sum
        if((COLBSRDIM & (COLBSRDIM - 1)) != 0)
        {
            // Find highest power of 2 less than COLBSRDIM
            unsigned int POW2 = COLBSRDIM;
            POW2--;
            POW2 |= POW2 >> 1;
            POW2 |= POW2 >> 2;
            POW2 |= POW2 >> 4;
            POW2 |= POW2 >> 8;
            POW2++;
            POW2 >>= 1;

            if(hipThreadIdx_x < ROWBSRDIM * COLBSRDIM - ROWBSRDIM * POW2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * POW2];
            __threadfence_block();
        }

        // Finish reducing the intra block row sum
        if(COLBSRDIM >= 8)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 4)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 4];
            __threadfence_block();
        }
        if(COLBSRDIM >= 4)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 2];
            __threadfence_block();
        }
        if(COLBSRDIM >= 2)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 1)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 1];
            __threadfence_block();
        }
        if(COLBSRDIM >= 1)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 1)
                sum = sdata[hipThreadIdx_x];
        }
    }
    else
    {
        // Handle case when COLBSRDIM is not power of 2 when reducing the intra block row sum
        if((COLBSRDIM & (COLBSRDIM - 1)) != 0)
        {
            // Find highest power of 2 less than COLBSRDIM
            unsigned int POW2 = COLBSRDIM;
            POW2--;
            POW2 |= POW2 >> 1;
            POW2 |= POW2 >> 2;
            POW2 |= POW2 >> 4;
            POW2 |= POW2 >> 8;
            POW2++;
            POW2 >>= 1;

            if(lid < COLBSRDIM - POW2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + POW2];
            __threadfence_block();
        }

        // Finish reducing the intra block row sum
        if(COLBSRDIM >= 8)
        {
            if(lid < 4)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 4];
            __threadfence_block();
        }
        if(COLBSRDIM >= 4)
        {
            if(lid < 2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 2];
            __threadfence_block();
        }
        if(COLBSRDIM >= 2)
        {
            if(lid < 1)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 1];
            __threadfence_block();
        }
        if(COLBSRDIM >= 1)
        {
            if(hipThreadIdx_x < ROWBSRDIM)
                sum = sdata[hipThreadIdx_x * COLBSRDIM];
        }
    }

    // First 8 threads write row sums to global memory
    if(hipThreadIdx_x < ROWBSRDIM)
    {
        if(beta != static_cast<T>(0))
        {
            y[row * ROWBSRDIM + hipThreadIdx_x]
                = rocsparse_fma(beta, y[row * ROWBSRDIM + hipThreadIdx_x], alpha * sum);
        }
        else
        {
            y[row * ROWBSRDIM + hipThreadIdx_x] = alpha * sum;
        }
    }
}

// GEBSRMV kernel for GEBSR block dimension of m x n where m and n <= 16
template <unsigned int BLOCKSIZE, unsigned int ROWBSRDIM, unsigned int COLBSRDIM, typename T>
ROCSPARSE_DEVICE_ILF void gebsrmvn_mxn_16_device(rocsparse_int       mb,
                                                 rocsparse_direction dir,
                                                 T                   alpha,
                                                 const rocsparse_int* __restrict__ bsr_row_ptr,
                                                 const rocsparse_int* __restrict__ bsr_col_ind,
                                                 const T* __restrict__ bsr_val,
                                                 const T* __restrict__ x,
                                                 T beta,
                                                 T* __restrict__ y,
                                                 rocsparse_index_base idx_base)
{
    // BSR block lane id
    rocsparse_int lid = hipThreadIdx_x % COLBSRDIM;

    // Each thread block processes a single BSR row
    rocsparse_int row = hipBlockIdx_x;

    // Offset into x vector
    rocsparse_int idx
        = (dir == rocsparse_direction_column) ? ((hipThreadIdx_x / ROWBSRDIM) % COLBSRDIM) : lid;

    // Number of BSR blocks processed at the same time
    constexpr unsigned int NBLOCKS = BLOCKSIZE / (ROWBSRDIM * COLBSRDIM);

    // BSR row entry and exit point
    rocsparse_int row_begin = bsr_row_ptr[row] - idx_base;
    rocsparse_int row_end   = bsr_row_ptr[row + 1] - idx_base;

    // BSR block row accumulator
    T sum = static_cast<T>(0);

    // Loop over all BSR blocks in the current row where each lane
    // processes a BSR block value
    for(rocsparse_int j = row_begin; j < row_end; j += NBLOCKS)
    {
        rocsparse_int k = j + hipThreadIdx_x / (ROWBSRDIM * COLBSRDIM);

        // Do not exceed the row
        if(k < row_end)
        {
            // Column index into x vector
            rocsparse_int col = (bsr_col_ind[k] - idx_base) * COLBSRDIM;

            // Compute the sum of the two rows within the BSR blocks of the current
            // BSR row
            sum = rocsparse_fma(
                bsr_val[j * ROWBSRDIM * COLBSRDIM + hipThreadIdx_x], x[col + idx], sum);
        }
    }

    // Accumulate each row sum of the BSR block
    __shared__ T sdata[ROWBSRDIM * COLBSRDIM * NBLOCKS];

    sdata[hipThreadIdx_x] = sum;

    __syncthreads();

    // Handle case when NBLOCKS is not power of 2 when accumulating the row sum for different blocks
    if((NBLOCKS & (NBLOCKS - 1)) != 0)
    {
        // Find highest power of 2 less than NBLOCKS
        unsigned int POW2 = NBLOCKS;
        POW2--;
        POW2 |= POW2 >> 1;
        POW2 |= POW2 >> 2;
        POW2 |= POW2 >> 4;
        POW2 |= POW2 >> 8;
        POW2++;
        POW2 >>= 1;

        if(hipThreadIdx_x < NBLOCKS * ROWBSRDIM * COLBSRDIM - POW2 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + POW2 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }

    // Finish accumulating the row sum for different blocks
    if(NBLOCKS >= 8)
    {
        if(hipThreadIdx_x < 4 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 4 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }
    if(NBLOCKS >= 4)
    {
        if(hipThreadIdx_x < 2 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 2 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }
    if(NBLOCKS >= 2)
    {
        if(hipThreadIdx_x < 1 * ROWBSRDIM * COLBSRDIM)
            sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 1 * ROWBSRDIM * COLBSRDIM];
        __syncthreads();
    }

    if(dir == rocsparse_direction_column)
    {
        // Handle case when COLBSRDIM is not power of 2 when reducing the intra block row sum
        if((COLBSRDIM & (COLBSRDIM - 1)) != 0)
        {
            // Find highest power of 2 less than COLBSRDIM
            unsigned int POW2 = COLBSRDIM;
            POW2--;
            POW2 |= POW2 >> 1;
            POW2 |= POW2 >> 2;
            POW2 |= POW2 >> 4;
            POW2 |= POW2 >> 8;
            POW2++;
            POW2 >>= 1;

            if(hipThreadIdx_x < ROWBSRDIM * COLBSRDIM - ROWBSRDIM * POW2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * POW2];
            __syncthreads();
        }

        // Finish reducing the intra block row sum
        if(COLBSRDIM >= 16)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 8)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 8];
            __syncthreads();
        }
        if(COLBSRDIM >= 8)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 4)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 4];
            __syncthreads();
        }
        if(COLBSRDIM >= 4)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 2];
            __threadfence_block();
        }
        if(COLBSRDIM >= 2)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 1)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + ROWBSRDIM * 1];
            __threadfence_block();
        }
        if(COLBSRDIM >= 1)
        {
            if(hipThreadIdx_x < ROWBSRDIM * 1)
                sum = sdata[hipThreadIdx_x];
        }
    }
    else
    {
        // Handle case when COLBSRDIM is not power of 2 when reducing the intra block row sum
        if((COLBSRDIM & (COLBSRDIM - 1)) != 0)
        {
            // Find highest power of 2 less than COLBSRDIM
            unsigned int POW2 = COLBSRDIM;
            POW2--;
            POW2 |= POW2 >> 1;
            POW2 |= POW2 >> 2;
            POW2 |= POW2 >> 4;
            POW2 |= POW2 >> 8;
            POW2++;
            POW2 >>= 1;

            if(lid < COLBSRDIM - POW2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + POW2];
            __syncthreads();
        }

        // Finish reducing the intra block row sum
        if(COLBSRDIM >= 16)
        {
            if(lid < 8)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 8];
            __syncthreads();
        }
        if(COLBSRDIM >= 8)
        {
            if(lid < 4)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 4];
            __syncthreads();
        }
        if(COLBSRDIM >= 4)
        {
            if(lid < 2)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 2];
            __syncthreads();
        }
        if(COLBSRDIM >= 2)
        {
            if(lid < 1)
                sdata[hipThreadIdx_x] += sdata[hipThreadIdx_x + 1];
            __syncthreads();
        }
        if(COLBSRDIM >= 1)
        {
            if(hipThreadIdx_x < ROWBSRDIM)
                sum = sdata[hipThreadIdx_x * COLBSRDIM];
        }
    }

    // First 16 threads write row sums to global memory
    if(hipThreadIdx_x < ROWBSRDIM)
    {
        if(beta != static_cast<T>(0))
        {
            y[row * ROWBSRDIM + hipThreadIdx_x]
                = rocsparse_fma(beta, y[row * ROWBSRDIM + hipThreadIdx_x], alpha * sum);
        }
        else
        {
            y[row * ROWBSRDIM + hipThreadIdx_x] = alpha * sum;
        }
    }
}
