Tips for Defining System Objects
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.
General
Define all one-time calculations in the
setupImpl
method and cache the results in a private property. Use thestepImpl
method for repeated calculations.Specify Boolean values using
true
orfalse
instead of1
or0
, 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.
Inputs and Outputs
Some methods use the
stepImpl
algorithm inputs as their inputs, such assetupImpl
,updateImpl
,validateInputsImpl
,isInputDirectFeedThroughImpl
, andprocessInputSpecificationChangeImpl
. The inputs must match the order of inputs tostepImpl
, 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
andgetNumOutputsImpl
methods, if you set the return argument from an object property, that object property must have theNontunable
attribute.
Using ~ as an Input Argument in Method Definitions
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.
Properties
For properties that do not change, define them in as
Nontunable
properties.Tunable
properties have slower access times thanNontunable
propertiesWhenever possible, use the
protected
orprivate
attribute instead of thepublic
attribute for a property. Somepublic
properties have slower access times thanprotected
andprivate
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 theupdateImpl
andoutputImpl
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.
Text Comparisons
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
Simulink
For System objects being included in Simulink, add the StrictDefaults
attribute. This attribute sets all the MutableImpl
methods to return
false by default.
Code Generation
For information about System objects and code generation, see System Objects in MATLAB Code Generation (MATLAB Coder).