arm_conv_partial_q7.c

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/* ----------------------------------------------------------------------   
* Copyright (C) 2010-2014 ARM Limited. All rights reserved.   
*   
* $Date:        19. March 2015
* $Revision:    V.1.4.5
*   
* Project:      CMSIS DSP Library   
* Title:        arm_conv_partial_q7.c   
*   
* Description:  Partial convolution of Q7 sequences.   
*   
* Target Processor: Cortex-M4/Cortex-M3/Cortex-M0
*  
* Redistribution and use in source and binary forms, with or without 
* modification, are permitted provided that the following conditions
* are met:
*   - Redistributions of source code must retain the above copyright
*     notice, this list of conditions and the following disclaimer.
*   - Redistributions in binary form must reproduce the above copyright
*     notice, this list of conditions and the following disclaimer in
*     the documentation and/or other materials provided with the 
*     distribution.
*   - Neither the name of ARM LIMITED nor the names of its contributors
*     may be used to endorse or promote products derived from this
*     software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE 
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.    
* -------------------------------------------------------------------- */

#include "arm_math.h"

arm_status arm_conv_partial_q7(
  q7_t * pSrcA,
  uint32_t srcALen,
  q7_t * pSrcB,
  uint32_t srcBLen,
  q7_t * pDst,
  uint32_t firstIndex,
  uint32_t numPoints)
{


#ifndef ARM_MATH_CM0_FAMILY

  /* Run the below code for Cortex-M4 and Cortex-M3 */

  q7_t *pIn1;                                    /* inputA pointer */
  q7_t *pIn2;                                    /* inputB pointer */
  q7_t *pOut = pDst;                             /* output pointer */
  q7_t *px;                                      /* Intermediate inputA pointer */
  q7_t *py;                                      /* Intermediate inputB pointer */
  q7_t *pSrc1, *pSrc2;                           /* Intermediate pointers */
  q31_t sum, acc0, acc1, acc2, acc3;             /* Accumulator */
  q31_t input1, input2;
  q15_t in1, in2;
  q7_t x0, x1, x2, x3, c0, c1;
  uint32_t j, k, count, check, blkCnt;
  int32_t blockSize1, blockSize2, blockSize3;    /* loop counter */
  arm_status status;


  /* Check for range of output samples to be calculated */
  if((firstIndex + numPoints) > ((srcALen + (srcBLen - 1u))))
  {
    /* Set status as ARM_MATH_ARGUMENT_ERROR */
    status = ARM_MATH_ARGUMENT_ERROR;
  }
  else
  {

    /* The algorithm implementation is based on the lengths of the inputs. */
    /* srcB is always made to slide across srcA. */
    /* So srcBLen is always considered as shorter or equal to srcALen */
    if(srcALen >= srcBLen)
    {
      /* Initialization of inputA pointer */
      pIn1 = pSrcA;

      /* Initialization of inputB pointer */
      pIn2 = pSrcB;
    }
    else
    {
      /* Initialization of inputA pointer */
      pIn1 = pSrcB;

      /* Initialization of inputB pointer */
      pIn2 = pSrcA;

      /* srcBLen is always considered as shorter or equal to srcALen */
      j = srcBLen;
      srcBLen = srcALen;
      srcALen = j;
    }

    /* Conditions to check which loopCounter holds   
     * the first and last indices of the output samples to be calculated. */
    check = firstIndex + numPoints;
    blockSize3 = ((int32_t)check > (int32_t)srcALen) ? (int32_t)check - (int32_t)srcALen : 0;
    blockSize3 = ((int32_t)firstIndex > (int32_t)srcALen - 1) ? blockSize3 - (int32_t)firstIndex + (int32_t)srcALen : blockSize3;
    blockSize1 = (((int32_t) srcBLen - 1) - (int32_t) firstIndex);
    blockSize1 = (blockSize1 > 0) ? ((check > (srcBLen - 1u)) ? blockSize1 :
                                     (int32_t) numPoints) : 0;
    blockSize2 = (int32_t) check - ((blockSize3 + blockSize1) +
                                    (int32_t) firstIndex);
    blockSize2 = (blockSize2 > 0) ? blockSize2 : 0;

    /* conv(x,y) at n = x[n] * y[0] + x[n-1] * y[1] + x[n-2] * y[2] + ...+ x[n-N+1] * y[N -1] */
    /* The function is internally   
     * divided into three stages according to the number of multiplications that has to be   
     * taken place between inputA samples and inputB samples. In the first stage of the   
     * algorithm, the multiplications increase by one for every iteration.   
     * In the second stage of the algorithm, srcBLen number of multiplications are done.   
     * In the third stage of the algorithm, the multiplications decrease by one   
     * for every iteration. */

    /* Set the output pointer to point to the firstIndex   
     * of the output sample to be calculated. */
    pOut = pDst + firstIndex;

    /* --------------------------   
     * Initializations of stage1   
     * -------------------------*/

    /* sum = x[0] * y[0]   
     * sum = x[0] * y[1] + x[1] * y[0]   
     * ....   
     * sum = x[0] * y[srcBlen - 1] + x[1] * y[srcBlen - 2] +...+ x[srcBLen - 1] * y[0]   
     */

    /* In this stage the MAC operations are increased by 1 for every iteration.   
       The count variable holds the number of MAC operations performed.   
       Since the partial convolution starts from from firstIndex   
       Number of Macs to be performed is firstIndex + 1 */
    count = 1u + firstIndex;

    /* Working pointer of inputA */
    px = pIn1;

    /* Working pointer of inputB */
    pSrc2 = pIn2 + firstIndex;
    py = pSrc2;

    /* ------------------------   
     * Stage1 process   
     * ----------------------*/

    /* The first stage starts here */
    while(blockSize1 > 0)
    {
      /* Accumulator is made zero for every iteration */
      sum = 0;

      /* Apply loop unrolling and compute 4 MACs simultaneously. */
      k = count >> 2u;

      /* First part of the processing with loop unrolling.  Compute 4 MACs at a time.   
       ** a second loop below computes MACs for the remaining 1 to 3 samples. */
      while(k > 0u)
      {
        /* x[0] , x[1] */
        in1 = (q15_t) * px++;
        in2 = (q15_t) * px++;
        input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* y[srcBLen - 1] , y[srcBLen - 2] */
        in1 = (q15_t) * py--;
        in2 = (q15_t) * py--;
        input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* x[0] * y[srcBLen - 1] */
        /* x[1] * y[srcBLen - 2] */
        sum = __SMLAD(input1, input2, sum);

        /* x[2] , x[3] */
        in1 = (q15_t) * px++;
        in2 = (q15_t) * px++;
        input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* y[srcBLen - 3] , y[srcBLen - 4] */
        in1 = (q15_t) * py--;
        in2 = (q15_t) * py--;
        input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* x[2] * y[srcBLen - 3] */
        /* x[3] * y[srcBLen - 4] */
        sum = __SMLAD(input1, input2, sum);

        /* Decrement the loop counter */
        k--;
      }

      /* If the count is not a multiple of 4, compute any remaining MACs here.   
       ** No loop unrolling is used. */
      k = count % 0x4u;

      while(k > 0u)
      {
        /* Perform the multiply-accumulates */
        sum += ((q31_t) * px++ * *py--);

        /* Decrement the loop counter */
        k--;
      }

      /* Store the result in the accumulator in the destination buffer. */
      *pOut++ = (q7_t) (__SSAT(sum >> 7, 8));

      /* Update the inputA and inputB pointers for next MAC calculation */
      py = ++pSrc2;
      px = pIn1;

      /* Increment the MAC count */
      count++;

      /* Decrement the loop counter */
      blockSize1--;
    }

    /* --------------------------   
     * Initializations of stage2   
     * ------------------------*/

    /* sum = x[0] * y[srcBLen-1] + x[1] * y[srcBLen-2] +...+ x[srcBLen-1] * y[0]   
     * sum = x[1] * y[srcBLen-1] + x[2] * y[srcBLen-2] +...+ x[srcBLen] * y[0]   
     * ....   
     * sum = x[srcALen-srcBLen-2] * y[srcBLen-1] + x[srcALen] * y[srcBLen-2] +...+ x[srcALen-1] * y[0]   
     */

    /* Working pointer of inputA */
    if((int32_t)firstIndex - (int32_t)srcBLen + 1 > 0)
    {
      px = pIn1 + firstIndex - srcBLen + 1;
    }
    else
    {
      px = pIn1;
    }

    /* Working pointer of inputB */
    pSrc2 = pIn2 + (srcBLen - 1u);
    py = pSrc2;

    /* count is index by which the pointer pIn1 to be incremented */
    count = 0u;

    /* -------------------   
     * Stage2 process   
     * ------------------*/

    /* Stage2 depends on srcBLen as in this stage srcBLen number of MACS are performed.   
     * So, to loop unroll over blockSize2,   
     * srcBLen should be greater than or equal to 4 */
    if(srcBLen >= 4u)
    {
      /* Loop unroll over blockSize2, by 4 */
      blkCnt = ((uint32_t) blockSize2 >> 2u);

      while(blkCnt > 0u)
      {
        /* Set all accumulators to zero */
        acc0 = 0;
        acc1 = 0;
        acc2 = 0;
        acc3 = 0;

        /* read x[0], x[1], x[2] samples */
        x0 = *(px++);
        x1 = *(px++);
        x2 = *(px++);

        /* Apply loop unrolling and compute 4 MACs simultaneously. */
        k = srcBLen >> 2u;

        /* First part of the processing with loop unrolling.  Compute 4 MACs at a time.   
         ** a second loop below computes MACs for the remaining 1 to 3 samples. */
        do
        {
          /* Read y[srcBLen - 1] sample */
          c0 = *(py--);
          /* Read y[srcBLen - 2] sample */
          c1 = *(py--);

          /* Read x[3] sample */
          x3 = *(px++);

          /* x[0] and x[1] are packed */
          in1 = (q15_t) x0;
          in2 = (q15_t) x1;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* y[srcBLen - 1]   and y[srcBLen - 2] are packed */
          in1 = (q15_t) c0;
          in2 = (q15_t) c1;

          input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc0 += x[0] * y[srcBLen - 1] + x[1] * y[srcBLen - 2]  */
          acc0 = __SMLAD(input1, input2, acc0);

          /* x[1] and x[2] are packed */
          in1 = (q15_t) x1;
          in2 = (q15_t) x2;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc1 += x[1] * y[srcBLen - 1] + x[2] * y[srcBLen - 2]  */
          acc1 = __SMLAD(input1, input2, acc1);

          /* x[2] and x[3] are packed */
          in1 = (q15_t) x2;
          in2 = (q15_t) x3;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc2 += x[2] * y[srcBLen - 1] + x[3] * y[srcBLen - 2]  */
          acc2 = __SMLAD(input1, input2, acc2);

          /* Read x[4] sample */
          x0 = *(px++);

          /* x[3] and x[4] are packed */
          in1 = (q15_t) x3;
          in2 = (q15_t) x0;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc3 += x[3] * y[srcBLen - 1] + x[4] * y[srcBLen - 2]  */
          acc3 = __SMLAD(input1, input2, acc3);

          /* Read y[srcBLen - 3] sample */
          c0 = *(py--);
          /* Read y[srcBLen - 4] sample */
          c1 = *(py--);

          /* Read x[5] sample */
          x1 = *(px++);

          /* x[2] and x[3] are packed */
          in1 = (q15_t) x2;
          in2 = (q15_t) x3;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* y[srcBLen - 3] and y[srcBLen - 4] are packed */
          in1 = (q15_t) c0;
          in2 = (q15_t) c1;

          input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc0 += x[2] * y[srcBLen - 3] + x[3] * y[srcBLen - 4]  */
          acc0 = __SMLAD(input1, input2, acc0);

          /* x[3] and x[4] are packed */
          in1 = (q15_t) x3;
          in2 = (q15_t) x0;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc1 += x[3] * y[srcBLen - 3] + x[4] * y[srcBLen - 4]  */
          acc1 = __SMLAD(input1, input2, acc1);

          /* x[4] and x[5] are packed */
          in1 = (q15_t) x0;
          in2 = (q15_t) x1;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc2 += x[4] * y[srcBLen - 3] + x[5] * y[srcBLen - 4]  */
          acc2 = __SMLAD(input1, input2, acc2);

          /* Read x[6] sample */
          x2 = *(px++);

          /* x[5] and x[6] are packed */
          in1 = (q15_t) x1;
          in2 = (q15_t) x2;

          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* acc3 += x[5] * y[srcBLen - 3] + x[6] * y[srcBLen - 4]  */
          acc3 = __SMLAD(input1, input2, acc3);

        } while(--k);

        /* If the srcBLen is not a multiple of 4, compute any remaining MACs here.   
         ** No loop unrolling is used. */
        k = srcBLen % 0x4u;

        while(k > 0u)
        {
          /* Read y[srcBLen - 5] sample */
          c0 = *(py--);

          /* Read x[7] sample */
          x3 = *(px++);

          /* Perform the multiply-accumulates */
          /* acc0 +=  x[4] * y[srcBLen - 5] */
          acc0 += ((q31_t) x0 * c0);
          /* acc1 +=  x[5] * y[srcBLen - 5] */
          acc1 += ((q31_t) x1 * c0);
          /* acc2 +=  x[6] * y[srcBLen - 5] */
          acc2 += ((q31_t) x2 * c0);
          /* acc3 +=  x[7] * y[srcBLen - 5] */
          acc3 += ((q31_t) x3 * c0);

          /* Reuse the present samples for the next MAC */
          x0 = x1;
          x1 = x2;
          x2 = x3;

          /* Decrement the loop counter */
          k--;
        }

        /* Store the result in the accumulator in the destination buffer. */
        *pOut++ = (q7_t) (__SSAT(acc0 >> 7, 8));
        *pOut++ = (q7_t) (__SSAT(acc1 >> 7, 8));
        *pOut++ = (q7_t) (__SSAT(acc2 >> 7, 8));
        *pOut++ = (q7_t) (__SSAT(acc3 >> 7, 8));

        /* Increment the pointer pIn1 index, count by 4 */
        count += 4u;

        /* Update the inputA and inputB pointers for next MAC calculation */
        px = pIn1 + count;
        py = pSrc2;


        /* Decrement the loop counter */
        blkCnt--;
      }

      /* If the blockSize2 is not a multiple of 4, compute any remaining output samples here.   
       ** No loop unrolling is used. */
      blkCnt = (uint32_t) blockSize2 % 0x4u;

      while(blkCnt > 0u)
      {
        /* Accumulator is made zero for every iteration */
        sum = 0;

        /* Apply loop unrolling and compute 4 MACs simultaneously. */
        k = srcBLen >> 2u;

        /* First part of the processing with loop unrolling.  Compute 4 MACs at a time.   
         ** a second loop below computes MACs for the remaining 1 to 3 samples. */
        while(k > 0u)
        {

          /* Reading two inputs of SrcA buffer and packing */
          in1 = (q15_t) * px++;
          in2 = (q15_t) * px++;
          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* Reading two inputs of SrcB buffer and packing */
          in1 = (q15_t) * py--;
          in2 = (q15_t) * py--;
          input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* Perform the multiply-accumulates */
          sum = __SMLAD(input1, input2, sum);

          /* Reading two inputs of SrcA buffer and packing */
          in1 = (q15_t) * px++;
          in2 = (q15_t) * px++;
          input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* Reading two inputs of SrcB buffer and packing */
          in1 = (q15_t) * py--;
          in2 = (q15_t) * py--;
          input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

          /* Perform the multiply-accumulates */
          sum = __SMLAD(input1, input2, sum);

          /* Decrement the loop counter */
          k--;
        }

        /* If the srcBLen is not a multiple of 4, compute any remaining MACs here.   
         ** No loop unrolling is used. */
        k = srcBLen % 0x4u;

        while(k > 0u)
        {
          /* Perform the multiply-accumulates */
          sum += ((q31_t) * px++ * *py--);

          /* Decrement the loop counter */
          k--;
        }

        /* Store the result in the accumulator in the destination buffer. */
        *pOut++ = (q7_t) (__SSAT(sum >> 7, 8));

        /* Increment the pointer pIn1 index, count by 1 */
        count++;

        /* Update the inputA and inputB pointers for next MAC calculation */
        px = pIn1 + count;
        py = pSrc2; 

        /* Decrement the loop counter */
        blkCnt--;
      }
    }
    else
    {
      /* If the srcBLen is not a multiple of 4,   
       * the blockSize2 loop cannot be unrolled by 4 */
      blkCnt = (uint32_t) blockSize2;

      while(blkCnt > 0u)
      {
        /* Accumulator is made zero for every iteration */
        sum = 0;

        /* srcBLen number of MACS should be performed */
        k = srcBLen;

        while(k > 0u)
        {
          /* Perform the multiply-accumulate */
          sum += ((q31_t) * px++ * *py--);

          /* Decrement the loop counter */
          k--;
        }

        /* Store the result in the accumulator in the destination buffer. */
        *pOut++ = (q7_t) (__SSAT(sum >> 7, 8));

        /* Increment the MAC count */
        count++;

        /* Update the inputA and inputB pointers for next MAC calculation */
        px = pIn1 + count;
        py = pSrc2;

        /* Decrement the loop counter */
        blkCnt--;
      }
    }


    /* --------------------------   
     * Initializations of stage3   
     * -------------------------*/

    /* sum += x[srcALen-srcBLen+1] * y[srcBLen-1] + x[srcALen-srcBLen+2] * y[srcBLen-2] +...+ x[srcALen-1] * y[1]   
     * sum += x[srcALen-srcBLen+2] * y[srcBLen-1] + x[srcALen-srcBLen+3] * y[srcBLen-2] +...+ x[srcALen-1] * y[2]   
     * ....   
     * sum +=  x[srcALen-2] * y[srcBLen-1] + x[srcALen-1] * y[srcBLen-2]   
     * sum +=  x[srcALen-1] * y[srcBLen-1]   
     */

    /* In this stage the MAC operations are decreased by 1 for every iteration.   
       The count variable holds the number of MAC operations performed */
    count = srcBLen - 1u;

    /* Working pointer of inputA */
    pSrc1 = (pIn1 + srcALen) - (srcBLen - 1u);
    px = pSrc1;

    /* Working pointer of inputB */
    pSrc2 = pIn2 + (srcBLen - 1u);
    py = pSrc2;

    /* -------------------   
     * Stage3 process   
     * ------------------*/

    while(blockSize3 > 0)
    {
      /* Accumulator is made zero for every iteration */
      sum = 0;

      /* Apply loop unrolling and compute 4 MACs simultaneously. */
      k = count >> 2u;

      /* First part of the processing with loop unrolling.  Compute 4 MACs at a time.   
       ** a second loop below computes MACs for the remaining 1 to 3 samples. */
      while(k > 0u)
      {
        /* Reading two inputs, x[srcALen - srcBLen + 1] and x[srcALen - srcBLen + 2] of SrcA buffer and packing */
        in1 = (q15_t) * px++;
        in2 = (q15_t) * px++;
        input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* Reading two inputs, y[srcBLen - 1] and y[srcBLen - 2] of SrcB buffer and packing */
        in1 = (q15_t) * py--;
        in2 = (q15_t) * py--;
        input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* sum += x[srcALen - srcBLen + 1] * y[srcBLen - 1] */
        /* sum += x[srcALen - srcBLen + 2] * y[srcBLen - 2] */
        sum = __SMLAD(input1, input2, sum);

        /* Reading two inputs, x[srcALen - srcBLen + 3] and x[srcALen - srcBLen + 4] of SrcA buffer and packing */
        in1 = (q15_t) * px++;
        in2 = (q15_t) * px++;
        input1 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* Reading two inputs, y[srcBLen - 3] and y[srcBLen - 4] of SrcB buffer and packing */
        in1 = (q15_t) * py--;
        in2 = (q15_t) * py--;
        input2 = ((q31_t) in1 & 0x0000FFFF) | ((q31_t) in2 << 16);

        /* sum += x[srcALen - srcBLen + 3] * y[srcBLen - 3] */
        /* sum += x[srcALen - srcBLen + 4] * y[srcBLen - 4] */
        sum = __SMLAD(input1, input2, sum);

        /* Decrement the loop counter */
        k--;
      }

      /* If the count is not a multiple of 4, compute any remaining MACs here.   
       ** No loop unrolling is used. */
      k = count % 0x4u;

      while(k > 0u)
      {
        /* Perform the multiply-accumulates */
        /* sum +=  x[srcALen-1] * y[srcBLen-1] */
        sum += ((q31_t) * px++ * *py--);

        /* Decrement the loop counter */
        k--;
      }

      /* Store the result in the accumulator in the destination buffer. */
      *pOut++ = (q7_t) (__SSAT(sum >> 7, 8));

      /* Update the inputA and inputB pointers for next MAC calculation */
      px = ++pSrc1;
      py = pSrc2;

      /* Decrement the MAC count */
      count--;

      /* Decrement the loop counter */
      blockSize3--;

    }

    /* set status as ARM_MATH_SUCCESS */
    status = ARM_MATH_SUCCESS;
  }

  /* Return to application */
  return (status);

#else

  /* Run the below code for Cortex-M0 */

  q7_t *pIn1 = pSrcA;                            /* inputA pointer */
  q7_t *pIn2 = pSrcB;                            /* inputB pointer */
  q31_t sum;                                     /* Accumulator */
  uint32_t i, j;                                 /* loop counters */
  arm_status status;                             /* status of Partial convolution */

  /* Check for range of output samples to be calculated */
  if((firstIndex + numPoints) > ((srcALen + (srcBLen - 1u))))
  {
    /* Set status as ARM_ARGUMENT_ERROR */
    status = ARM_MATH_ARGUMENT_ERROR;
  }
  else
  {
    /* Loop to calculate convolution for output length number of values */
    for (i = firstIndex; i <= (firstIndex + numPoints - 1); i++)
    {
      /* Initialize sum with zero to carry on MAC operations */
      sum = 0;

      /* Loop to perform MAC operations according to convolution equation */
      for (j = 0; j <= i; j++)
      {
        /* Check the array limitations */
        if(((i - j) < srcBLen) && (j < srcALen))
        {
          /* z[i] += x[i-j] * y[j] */
          sum += ((q15_t) pIn1[j] * (pIn2[i - j]));
        }
      }

      /* Store the output in the destination buffer */
      pDst[i] = (q7_t) __SSAT((sum >> 7u), 8u);
    }
    /* set status as ARM_SUCCESS as there are no argument errors */
    status = ARM_MATH_SUCCESS;
  }
  return (status);

#endif /*  #ifndef ARM_MATH_CM0_FAMILY */

}