A System object™ is a specialized MATLAB® object that is optimized for iterative processing. Use System objects when you need to run an object multiple times or process data in a loop. When defining your own System object, use the following suggestions to help your System object run more quickly.
Define all one-time calculations in the setupImpl
method and cache the results in a private
property. Use the stepImpl
method for repeated calculations.
Specify Boolean values using true
or false
instead of 1
or 0
, respectively.
If the variables in a method do not need to retain their values between calls, use local scope for those variables in that method.
Some methods use the stepImpl
algorithm inputs as their inputs, such as
setupImpl
, updateImpl
, validateInputsImpl
,
isInputDirectFeedThroughImpl
, and processInputSizeChangeImpl
. The inputs must match
the order of inputs to stepImpl
, but do not need to match the number of inputs. If your
implementation does not require any of the inputs to the System object, you can leave them all off.
For the getNumInputsImpl
and getNumOutputsImpl
methods, if you set the return
argument from an object property, that object property must have the Nontunable
attribute.
All methods, except static methods, expect the System object handle as the first input argument. You can use any name for your System object handle. The code inserted by the MATLAB Editor menu uses obj
.
In many examples, instead of passing in the object handle, ~
is used to indicate that the object
handle is not used in the function. Using ~ instead of an object handle prevents warnings about unused variables.
For properties that do not change, define them in as Nontunable
properties.
Tunable
properties have slower access times than Nontunable
properties
Whenever possible, use the protected
or private
attribute instead of the
public
attribute for a property. Some public
properties have slower access times
than protected
and private
properties.
If properties are accessed more than once in the stepImpl
method, cache those properties as local
variables inside the method. A typical example of multiple property access is a loop. Iterative calculations using
cached local variables run faster than calculations that must access the properties of an object. When the
calculations for the method complete, you can save the local cached results back to the properties of that System object. Copy frequently used tunable properties into private properties. This best practice also applies to the
updateImpl
and outputImpl
methods.
For example, in this code k
is accessed multiple times in each loop iteration, but is saved to
the object property only once.
function y = stepImpl(obj,x) k = obj.MyProp; for p=1:100 y = k * x; k = k + 0.1; end obj.MyProp = k; end
Default values of properties are shared across all instances of an object. Two instances of a class can access the same default value if that property has not been overwritten by either instance.
Do not use character vector comparisons or character vector-based switch statements in the stepImpl
method. Instead, create a method handle in setupImpl
. This handle points to a method in the same class
definition file. Use that handle in a loop in stepImpl
.
This example shows how to use method handles and cached local variables in a loop to implement an efficient object. In
setupImpl
, choose myMethod1
or myMethod2
based on a character
vector comparison and assign the method handle to the pMethodHandle
property. Because there is a loop
in stepImpl
, assign the pMethodHandle
property to a local method handle,
myFun
, and then use myFun
inside the loop.
classdef MyClass < matlab.System function setupImpl(obj) if strcmp(obj.Method, 'Method1') obj.pMethodHandle = @myMethod1; else obj.pMethodHandle = @myMethod2; end end function y = stepImpl(obj,x) myFun = obj.pMethodHandle; for p=1:1000 y = myFun(obj,x) end end end function y = myMethod1(x) y = x+1; end function y = myMethod2(x) y = x-1; end end
For System objects being included in Simulink, add the StrictDefaults
attribute. This attribute
sets all the MutableImpl
methods to return false by default.
For information about System objects and code generation, see System Objects in MATLAB Code Generation (MATLAB Coder).