Huber loss function
| Type | Intent | Optional | Attributes | Name | ||
|---|---|---|---|---|---|---|
| class(array_type), | intent(in), | target | :: | delta | ||
| real(kind=real32), | intent(in) | :: | gamma |
module function huber_array(delta, gamma) result( output ) !! Huber loss function implicit none class(array_type), intent(in), target :: delta real(real32), intent(in) :: gamma type(array_type), pointer :: output type(array_type), pointer :: b_array output => delta%create_result() where (abs(delta%val) .le. gamma) output%val = 0.5_real32 * (delta%val)**2._real32 elsewhere output%val = gamma * (abs(delta%val) - 0.5_real32 * gamma) end where output%get_partial_left => get_partial_huber output%get_partial_left_val => get_partial_huber_val if(delta%requires_grad)then output%requires_grad = .true. output%is_forward = delta%is_forward output%operation = 'huber' output%left_operand => delta output%owns_left_operand = delta%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) = gamma output%right_operand => b_array output%owns_right_operand = .true. end function huber_array