Use MATLAB Engine to Execute a Function Call in Generated Code
When processing a call to a function foo
in your MATLAB® code, the code generator finds the definition of
foo
and generates code for its body. In some cases, you might
want to bypass code generation and instead use the MATLAB engine to execute the call. Use
coder.extrinsic('foo')
to declare that calls to
foo
do not generate code and instead use the MATLAB engine for execution. In this context, foo
is
referred to as an extrinsic function. This functionality is available only when the
MATLAB engine is available during execution. Examples of such situations
include execution of MEX functions, Simulink® simulations, or function calls at the time of code generation (also
known as compile time).
If you generate standalone code for a function that calls foo
and includes coder.extrinsic('foo')
, the code generator attempts
to determine whether foo
affects the output. If foo
does not affect the output, the code generator
proceeds with code generation, but excludes foo
from the
generated code. Otherwise, the code generator produces a compilation error.
Including the coder.extrinsic('foo')
directive inside a certain
MATLAB function declares all calls to
foo
inside that MATLAB function as extrinsic. Alternatively, you might want to narrow the
scope of extrinsic declaration to just one call to foo
. See Call MATLAB Functions Using feval.
When To Declare a Function as Extrinsic
These are some common situations in which you might consider declaring a MATLAB function as extrinsic:
The function performs display or logging actions. Such functions are useful primarily during simulation and are not used in embedded systems.
In your MEX execution or Simulink simulation, you want to use a MATLAB function that is not supported for code generation. This workflow does not apply to non-simulation targets.
You instruct the code generator to constant fold a function call by using
coder.const
. In such situations, the function is called only during code generation when the MATLAB engine is available for executing the call.
Use the coder.extrinsic
Construct
To declare a function foo
as extrinsic, include this statement
in your MATLAB code.
coder.extrinsic('foo')
When declaring functions as extrinsic for code generation, adhere to these rules:
Declare the function as extrinsic before you call it.
Do not use the extrinsic declaration in conditional statements.
Assign the return value of an extrinsic function to a known type. See Working with mxArrays.
For additional information and examples, see coder.extrinsic
.
The code generator automatically treats many common MATLAB visualization functions, such as plot
,
disp
, and figure
, as extrinsic. You do
not have to explicitly declare them as extrinsic functions by using
coder.extrinsic
. 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 the
MATLAB engine. If you generate a library or executable, the generated code
does not contain calls to the plot
function.
If you generate MEX or standalone C/C++ code by using MATLAB Coder™, the code generation report highlights calls from your MATLAB code to extrinsic functions. By inspecting the report, you can determine which functions are supported only in the MATLAB environment.
Scope of Extrinsic Function Declarations
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 functionfoo
, but the functionmin
is extrinsic only when called inside the local functionmymin
.Instead of using the
coder.extrinsic
construct, call the MATLAB function usingfeval
. This approach is described in the next section.
Extrinsic Declaration for Nonstatic Methods
Suppose that you define a class myClass
that has a
nonstatic method foo
, and then create an instance
obj
of this class. If you want to declare the method
obj.foo
as extrinsic in your MATLAB code that you intend for code generation, follow these rules:
Write the call to
foo
as a function call. Do not write the call by using the dot notation.Declare
foo
to be extrinsic by using the syntaxcoder.extrinsic('foo')
.
For example, define myClass
as:
classdef myClass properties prop = 1 end methods function y = foo(obj,x) y = obj.prop + x; end end end
Here is an example MATLAB function that declares foo
as extrinsic.
function y = myFunction(x) %#codegen coder.extrinsic('foo'); obj = myClass; y = foo(obj,x); end
Nonstatic methods are also known as ordinary methods. See Method Syntax.
Additional Uses
Use the coder.extrinsic
construct to:
Call MATLAB functions that do not produce output during simulation without generating unnecessary code.
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 propagatemxArrays
. See Working with mxArrays.
Call MATLAB Functions Using feval
To narrow the scope of extrinsic declaration to just one function call, use
the function feval
.
feval
is automatically interpreted as an extrinsic
function during code generation. So, you can use feval
to
call functions that you want to execute in the MATLAB environment, rather than compile to generated code.
Consider this 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 does not support the use of feval
to
call local functions or functions that are located in a private folder.
Working with mxArrays
The run-time output of an extrinsic function is an mxArray
,
also known as a MATLAB array. The only valid operations for mxArrays
are:
Storing an
mxArray
in a variable.Passing an
mxArray
to an extrinsic function.Returning an
mxArray
from a function back to MATLAB.Converting an
mxArray
to a known type at run time. Assign themxArray
to a variable whose type is already defined by a prior assignment. See the following example.
To use an mxArray
returned by an extrinsic function in
other operations (for example, returning it from a MATLAB
Function block to Simulink execution), you must first convert it to a known type.
If the input arguments of a function are mxArrays
, the code
generator automatically treats the function as extrinsic.
Convert 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 that it is assigned to. 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
. You can pass these
mxArrays
to another MATLAB function, in this case, min
. Because the
inputs passed to min
are mxArrays
, the
code generator automatically treats min
as an extrinsic
function. As a result, min
returns an
mxArray
.
While generating a MEX function by using MATLAB
Coder, you can directly assign this mxArray
returned by min
to the output y
because the MEX function returns its output to MATLAB.
codegen foo
Code generation successful.
But if you put foo
in a MATLAB Function
block in a Simulink model and then update or run the model, you get this
error:
Code generation does not support mxArray output from this function in this context. Preinitialize output variable 'y' with a known type.
This error occurs because returning an mxArray
back to
Simulink is not supported. To fix this issue, define
y
to be the type and size of the value that you
expect min
to return, in this case, a scalar
double:
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);
In this example, the output of the extrinsic function
min
affects the
output y
of the entry-point function
foo
for which you are generating code. If you attempt
to generate standalone code (for example, a static library) for
foo
, the code generator is unable to ignore the
extrinsic function call and produces a code generation error.
codegen -config:lib foo
??? The extrinsic function 'min' is not available for standalone code generation. It must be eliminated for stand-alone code to be generated. It could not be eliminated because its outputs appear to influence the calling function. Fix this error by not using 'min' or by ensuring that its outputs are unused. Error in ==> foo Line: 4 Column: 5 Code generation failed: View Error Report Error using codegen
Restrictions on Using Extrinsic Functions
The full MATLAB run-time environment is not supported during code generation. Therefore, the following restrictions apply when calling MATLAB functions extrinsically:
Some MATLAB functions that inspect the caller, or that read or write to the caller workspace, are not supported for code generation. Such functions include:
Functions in generated code can produce unpredictable results if your extrinsic function performs these actions at run time:
Changes folders
Changes the MATLAB path
Deletes or adds MATLAB files
Changes warning states
Changes MATLAB preferences
Changes Simulink parameters
The code generator does not support the use of
coder.extrinsic
to call functions that are located in a private folder.The code generator does not support the use of
coder.extrinsic
to call local functions.Code generation does not support values passed to or returned from an extrinsic function that are or contain:
handle classes
function handles
opaque values (see
coder.opaque
)
You can call extrinsic functions with up to 64 inputs and 64 outputs.