Matrix Multiplication
[Matrix Functions]

Floating-point matrix multiplication.

Parameters:

[in]	*pSrcA	points to the first input matrix structure
[in]	*pSrcB	points to the second input matrix structure
[out]	*pDst	points to output matrix structure

Returns:

The function returns either ARM_MATH_SIZE_MISMATCH or ARM_MATH_SUCCESS based on the outcome of size checking.

Definition at line 70 of file arm_mat_mult_f32.c.

Q15 matrix multiplication (fast variant)

Parameters:

[in]	*pSrcA	points to the first input matrix structure
[in]	*pSrcB	points to the second input matrix structure
[out]	*pDst	points to output matrix structure
[in]	*pState	points to the array for storing intermediate results

Returns:

The function returns either ARM_MATH_SIZE_MISMATCH or ARM_MATH_SUCCESS based on the outcome of size checking.

Scaling and Overflow Behavior:

The difference between the function arm_mat_mult_q15() and this fast variant is that the fast variant use a 32-bit rather than a 64-bit accumulator. The result of each 1.15 x 1.15 multiplication is truncated to 2.30 format. These intermediate results are accumulated in a 32-bit register in 2.30 format. Finally, the accumulator is saturated and converted to a 1.15 result.

The fast version has the same overflow behavior as the standard version but provides less precision since it discards the low 16 bits of each multiplication result. In order to avoid overflows completely the input signals must be scaled down. Scale down one of the input matrices by log2(numColsA) bits to avoid overflows, as a total of numColsA additions are computed internally for each output element.

See arm_mat_mult_q15() for a slower implementation of this function which uses 64-bit accumulation to provide higher precision.

Definition at line 71 of file arm_mat_mult_fast_q15.c.

Q31 matrix multiplication (fast variant)

Parameters:

[in]	*pSrcA	points to the first input matrix structure
[in]	*pSrcB	points to the second input matrix structure
[out]	*pDst	points to output matrix structure

Returns:

The function returns either ARM_MATH_SIZE_MISMATCH or ARM_MATH_SUCCESS based on the outcome of size checking.

Scaling and Overflow Behavior:

The difference between the function arm_mat_mult_q31() and this fast variant is that the fast variant use a 32-bit rather than a 64-bit accumulator. The result of each 1.31 x 1.31 multiplication is truncated to 2.30 format. These intermediate results are accumulated in a 32-bit register in 2.30 format. Finally, the accumulator is saturated and converted to a 1.31 result.

The fast version has the same overflow behavior as the standard version but provides less precision since it discards the low 32 bits of each multiplication result. In order to avoid overflows completely the input signals must be scaled down. Scale down one of the input matrices by log2(numColsA) bits to avoid overflows, as a total of numColsA additions are computed internally for each output element.

See arm_mat_mult_q31() for a slower implementation of this function which uses 64-bit accumulation to provide higher precision.

Definition at line 69 of file arm_mat_mult_fast_q31.c.

Q15 matrix multiplication.

Parameters:

[in]	*pSrcA	points to the first input matrix structure
[in]	*pSrcB	points to the second input matrix structure
[out]	*pDst	points to output matrix structure
[in]	*pState	points to the array for storing intermediate results

Returns:

The function returns either ARM_MATH_SIZE_MISMATCH or ARM_MATH_SUCCESS based on the outcome of size checking.

Scaling and Overflow Behavior:

The function is implemented using a 64-bit internal accumulator. The inputs to the multiplications are in 1.15 format and multiplications yield a 2.30 result. The 2.30 intermediate results are accumulated in a 64-bit accumulator in 34.30 format. This approach provides 33 guard bits and there is no risk of overflow. The 34.30 result is then truncated to 34.15 format by discarding the low 15 bits and then saturated to 1.15 format.

Refer to arm_mat_mult_fast_q15() for a faster but less precise version of this function.

Definition at line 71 of file arm_mat_mult_q15.c.

Q31 matrix multiplication.

Parameters:

[in]	*pSrcA	points to the first input matrix structure
[in]	*pSrcB	points to the second input matrix structure
[out]	*pDst	points to output matrix structure

Returns:

The function returns either ARM_MATH_SIZE_MISMATCH or ARM_MATH_SUCCESS based on the outcome of size checking.

Scaling and Overflow Behavior:

The function is implemented using an internal 64-bit accumulator. The accumulator has a 2.62 format and maintains full precision of the intermediate multiplication results but provides only a single guard bit. There is no saturation on intermediate additions. Thus, if the accumulator overflows it wraps around and distorts the result. The input signals should be scaled down to avoid intermediate overflows. The input is thus scaled down by log2(numColsA) bits to avoid overflows, as a total of numColsA additions are performed internally. The 2.62 accumulator is right shifted by 31 bits and saturated to 1.31 format to yield the final result.

See arm_mat_mult_fast_q31() for a faster but less precise implementation of this function.

Definition at line 70 of file arm_mat_mult_q31.c.