The code generator attempts to generate code for functions,
even if they are not supported for C code generation. The software
detects calls to many common visualization functions, such as plot
, disp
,
and figure
. The software treats these functions
like extrinsic functions but you do not have to declare them extrinsic
using coder.extrinsic
. During simulation, the
code generator produces code for these functions, but does not generate
their internal code. During standalone code generation, the code generator
attempts to determine whether the visualization function affects the
output of the function in which it is called. Provided that the output
does not change, the code generator proceeds with code generation,
but excludes the visualization function from the generated code. Otherwise,
compilation errors occur.
For example, you might want to call plot
to
visualize your results in the MATLAB® environment. If you generate
a MEX function from a function that calls plot
and
then run the generated MEX function, the code generator dispatches
calls to the plot
function to MATLAB. If
you generate a library or executable, the generated code does not
contain calls to the plot
function. The code
generation report highlights calls from your MATLAB code to extrinsic
functions so that it is easy to determine which functions are supported
only in the MATLAB environment.
For unsupported functions other than common visualization functions, you must declare the functions to be extrinsic (see Resolution of Function Calls for Code Generation). Extrinsic functions are not compiled, but instead executed in MATLAB during simulation (see Resolution of Extrinsic Functions During Simulation).
There are two ways to declare a function to be extrinsic:
Use the coder.extrinsic
construct
in main functions or local functions (see Declaring MATLAB Functions as Extrinsic Functions).
Call the function indirectly using feval
(see Calling MATLAB Functions Using feval).
To declare a MATLAB function to be extrinsic, add the coder.extrinsic
construct
at the top of the main function or a local function:
coder.extrinsic('function_name_1', ... , 'function_name_n');
The following code declares the MATLAB patch
function extrinsic in the local
function create_plot
. You do not have to declare axis
as
extrinsic because axis
is one of the common visualization
functions that the code generator automatically treats as extrinsic.
function c = pythagoras(a,b,color) %#codegen % Calculates the hypotenuse of a right triangle % and displays the triangle. c = sqrt(a^2 + b^2); create_plot(a, b, color); function create_plot(a, b, color) %Declare patch as extrinsic coder.extrinsic('patch'); x = [0;a;a]; y = [0;0;b]; patch(x, y, color); axis('equal');
The code generator does not produce code for patch
and axis
,
but instead dispatches them to MATLAB for execution.
To test the function, follow these steps:
Convert pythagoras
to a MEX function
by executing this command at the MATLAB prompt:
codegen -report pythagoras -args {1, 1, [.3 .3 .3]}
Click the link to the code generation report and then,
in the report, view the MATLAB code for create_plot
.
The report highlights the patch
and axis
functions
to indicate that they are supported only within the MATLAB environment.
Run the MEX function by executing this command:
pythagoras_mex(3, 4, [1.0 0.0 0.0]);
MATLAB displays a plot of the right triangle as a red patch object:
Use the coder.extrinsic
construct to:
Call MATLAB functions that do not produce output during simulation, without generating unnecessary code (see Resolution of Extrinsic Functions During Simulation).
Make your code self-documenting and easier to debug.
You can scan the source code for coder.extrinsic
statements
to isolate calls to MATLAB functions, which can potentially create
and propagate mxArrays
(see Working with mxArrays).
Save typing. With one coder.extrinsic
statement,
each subsequent function call is extrinsic, as long as the call and
the statement are in the same scope (see Scope of Extrinsic Function Declarations).
Declare the MATLAB function(s) extrinsic throughout
the calling function scope (see Scope of Extrinsic Function Declarations). To narrow the
scope, use feval
(see Calling MATLAB Functions Using feval).
Observe the following rules when declaring functions extrinsic for code generation:
Declare the function extrinsic before you call it.
Do not use the extrinsic declaration in conditional statements.
The coder.extrinsic
construct has function
scope. For example, consider the following code:
function y = foo %#codegen coder.extrinsic('rat','min'); [N D] = rat(pi); y = 0; y = min(N, D);
In this example, rat
and min
as
treated as extrinsic every time they are called in the main function foo
.
There are two ways to narrow the scope of an extrinsic declaration
inside the main function:
Declare the MATLAB function extrinsic in a local function, as in this example:
function y = foo %#codegen coder.extrinsic('rat'); [N D] = rat(pi); y = 0; y = mymin(N, D); function y = mymin(a,b) coder.extrinsic('min'); y = min(a,b);
Here, the function rat
is extrinsic every
time it is called inside the main function foo
,
but the function min
is extrinsic only when called
inside the local function mymin
.
Call the MATLAB function using feval
, as described in Calling MATLAB Functions Using feval.
The function feval
is
automatically interpreted as an extrinsic function during code generation.
Therefore, you can use feval
to conveniently
call functions that you want to execute in the MATLAB environment,
rather than compiled to generated code.
Consider the following example:
function y = foo coder.extrinsic('rat'); [N D] = rat(pi); y = 0; y = feval('min', N, D);
Because feval
is extrinsic, the statement feval('min',
N, D)
is evaluated by MATLAB — not compiled
— which has the same result as declaring the function min
extrinsic
for just this one call. By contrast, the function rat
is
extrinsic throughout the function foo
.
The code generator resolves calls to extrinsic functions — functions that do not support code generation — as follows:
During simulation, the code generator produces code for the call to an extrinsic function, but does not generate the internal code for the function. Therefore, you can run the simulation only on platforms where you install MATLAB software.
During code generation, the code generator attempts to
determine whether the extrinsic function affects the output of the
function in which it is called — for example by returning mxArrays
to
an output variable (see Working with mxArrays). Provided that the output does
not change, code generation proceeds, but the extrinsic function is
excluded from the generated code. Otherwise, the code generator issues
a compiler error.
The output of an extrinsic function is an mxArray
—
also called a MATLAB array. The only valid operations for mxArrays
are:
Storing mxArrays
in variables
Passing mxArrays
to functions and
returning them from functions
Converting mxArrays
to known types
at run time
To use mxArrays
returned by extrinsic functions
in other operations, you must first convert them to known types, as
described in Converting mxArrays to Known Types.
To convert an mxArray
to a known type, assign
the mxArray
to a variable whose type is defined.
At run time, the mxArray
is converted to the type
of the variable assigned to it. However, if the data in the mxArray
is
not consistent with the type of the variable, you get a run-time error.
For example, consider this code:
function y = foo %#codegen coder.extrinsic('rat'); [N D] = rat(pi); y = min(N, D);
Here, the top-level function foo
calls
the extrinsic MATLAB function rat
, which
returns two mxArrays
representing the numerator N
and
denominator D
of the rational fraction approximation
of pi
. Although you can pass these mxArrays
to
another MATLAB function — in this case, min
—
you cannot assign the mxArray
returned by min
to
the output y
.
If you run this function foo
in a MATLAB Function
block in a Simulink® model, the code generates the following error
during simulation:
Function output 'y' cannot be of MATLAB type.
To fix this problem, define y
to be the type
and size of the value that you expect min
to return
— in this case, a scalar double — as follows:
function y = foo %#codegen coder.extrinsic('rat'); [N D] = rat(pi); y = 0; % Define y as a scalar of type double y = min(N,D);
The full MATLAB run-time environment is not supported during code generation. Therefore, the following restrictions apply when calling MATLAB functions extrinsically:
MATLAB functions that inspect the caller, or read or write to the caller workspace do not work during code generation. Such functions include:
The MATLAB debugger cannot inspect variables defined in extrinsic functions.
Functions in generated code can produce unpredictable results if your extrinsic function performs the following actions at run time:
Change folders
Change the MATLAB path
Delete or add MATLAB files
Change warning states
Change MATLAB preferences
Change Simulink parameters