sigmoid_array Module Function

  module function sigmoid_array(a) result(c)
    !! Sigmoid function for autodiff arrays
    implicit none
    class(array_type), intent(in), target :: a
    type(array_type), pointer :: c

    c => a%create_result()
    c%val = 1.0_real32 / (1.0_real32 + exp(-a%val))

    c%get_partial_left => get_partial_sigmoid
    c%get_partial_left_val => get_partial_sigmoid_val
    if(a%requires_grad) then
       c%requires_grad = .true.
       c%is_forward = a%is_forward
       c%operation = 'sigmoid'
       c%left_operand => a
       c%owns_left_operand = a%is_temporary
    end if
  end function sigmoid_array