Swish activation function
| Type | Intent | Optional | Attributes | Name | ||
|---|---|---|---|---|---|---|
| class(array_type), | intent(in), | target | :: | input | ||
| real(kind=real32), | intent(in) | :: | beta |
module function swish_array(input, beta) result(output) !! Swish activation function implicit none ! Arguments class(array_type), intent(in), target :: input real(real32), intent(in) :: beta type(array_type), pointer :: output type(array_type), pointer :: b_array output => input%create_result() output%val = input%val * (1._real32 / (1._real32 + exp(-beta * input%val))) output%get_partial_left => get_partial_swish output%get_partial_left_val => get_partial_swish_val if(input%requires_grad)then output%requires_grad = .true. output%is_forward = input%is_forward output%operation = 'swish' output%left_operand => input output%owns_left_operand = input%is_temporary end if allocate(b_array) b_array%is_sample_dependent = .false. b_array%is_scalar = .true. b_array%requires_grad = .false. call b_array%allocate(array_shape=[1, 1]) b_array%val(1,1) = beta output%right_operand => b_array output%owns_right_operand = .true. end function swish_array