This example shows how to detect overflows using the MATLAB® Coder™ app. At the numerical testing stage in the conversion process, you choose to simulate the fixed-point code using scaled doubles. The app then reports which expressions in the generated code produce values that overflow the fixed-point data type.
This example requires the following products:
Create a New Folder and Copy Relevant Files
Create a local working folder, for example,
Change to the
docroot\toolbox\fixpoint\examplesfolder. At the MATLAB command line, enter:
cd(fullfile(docroot, 'toolbox', 'fixpoint', 'examples'))
overflow_test.mfiles to your local working folder.
Type Name Description Function code
Entry-point MATLAB function Test file
MATLAB script that tests
Open the MATLAB Coder App
Navigate to the work folder that contains the file for this example.
On the MATLAB Toolstrip Apps tab, under Code Generation, click the app icon.
Select Source Files
To add the entry-point function
the project, browse to the file
then click Open. By default, the app saves
information and settings for this project in the current folder in
a file named
Enable Fixed-Point Conversion
Set Numeric Conversion to
Convert to fixed point.
Click Next to go to the Define Input Types step.
The app screens
overflow.mfor code violations and code generation readiness issues. The app does not find issues in
Define Input Types
On the Define Input Types page, to add
overflow_testas a test file, browse to
overflow_test.m, and then click Open.
Click Autodefine Input Types.
The test file runs. The app determines from the test file that the input type of
Click Next to go to the Check for Run-Time Issues step.
Check for Run-Time Issues
The Check for Run-Time Issues step generates
instrumented MEX. It runs the test file
overflow with calls to the generated
MEX function. If the app finds issues, it provides warning and error
messages. You can click a message to highlight the problematic code
in a pane where you can edit the code.
On the Check for Run-Time Issues page, the app populates the test file field with
overflow_test, the test file that you used to define the input types.
Click Check for Issues.
The app does not detect issues.
Click Next to go to the Convert to Fixed Point step.
Convert to Fixed Point
The app displays compiled information — type, size, and complexity — for variables in your code. For more information, see View and Modify Variable Information.
On the Function Replacements tab the app displays functions that are not supported for fixed-point conversion. See Running a Simulation.
To view the fimath settings, click the Settings arrow . Set the fimath Product mode and Sum mode to
KeepLSB. These settings model the behavior of integer operations in the C language.
The test file,
overflow_test, runs. The app displays simulation minimum and maximum ranges on the Variables tab. Using the simulation range data, the software proposes fixed-point types for each variable based on the default type proposal settings, and displays them in the Proposed Type column.
To convert the floating-point algorithm to fixed point, click Convert.
The software validates the proposed types and generates a fixed-point version of the entry-point function.
If errors and warnings occur during validation, the app displays them on the Output tab. See Validating Types.
Test Numerics and Check for Overflows
Click the Test arrow . Verify that the test file is
overflow_test.m. Select Use scaled doubles to detect overflows, and then click Test.
The app runs the test file that you used to define input types to test the fixed-point MATLAB code. Because you selected to detect overflows, it also runs the simulation using scaled double versions of the proposed fixed-point types. Scaled doubles store their data in double-precision floating-point, so they carry out arithmetic in full range. Because they retain their fixed-point settings, they can report when a computation goes out of the range of the fixed-point type.
The simulation runs. The app detects an overflow. The app reports the overflow on the Overflow tab. To highlight the expression that overflowed, click the overflow.
Determine whether it was the sum or the multiplication that overflowed.
In the fimath settings, set Product mode to
FullPrecision, and then repeat the conversion and test the fixed-point code again.
The overflow still occurs, indicating that it is the addition in the expression that is overflowing.