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Scalar Operator Code Replacement

This example shows how to develop a code replacement library to optimize the performance of scalar operators by providing information on how to define code replacement for a multiply operation. To develop a code replacement library use either the interactive or programmatic approach. For more information, see Develop a Code Replacement Library.

Interactively Develop a Code Replacement Library

  1. Open the Code Replacement Tool (crtool), from the MATLAB command line with the following command:

    >>crtool
  2. Create a table.

    1. From the crtool context menu, select File > New Table.

    2. In the right pane, name the table crl_table_scalar. Click Apply.

  3. Create an entry. From the crtool context menu, select File > New entry > Math Operation.

  4. Create entry parameters. In the Operation drop-down list, select Multiply.

  5. Create the conceptual representation. The conceptual representation describes the signature of the function that you want to replace. In the Conceptual function subsection of the crtool, specify the return argument, y1, and the input arguments, u1 and u2 with the Data Type of uint8 and the Argument Type of Scalar.

  6. Create the implementation representation. The implementation representation describes the signature of the optimization function. For this example, to specify that the implementation arguments have the same order and properties as the conceptual arguments, select the Make conceptual and implementation argument types the same check box.

    Specify a Name for the replacement function under Function prototype.

  7. Specify build information. Click the Build Information tab to open the build requirements pane. Specify the files (source, header, object) that the code generator requires for code replacement. For this example, you do not need to specify build information.

  8. Validate and save the table. In the Mapping Information tab, click Validate entry. In the crtool context menu, select File > Save table > Save.

  9. Register a code replacement library. Registration creates a library composed of the tables that you specify. Select File > Generate registration file. In the Generate registration file dialog box, fill out these fields:

    To use your code replacement library, refresh your current MATLAB session with the command:

    >>sl_refresh_customizations

  10. Verify the code replacement library. From the MATLAB command line, open the library by using the Code Replacement Viewer and verify that the table and entry are correctly specified. For more information, see Verify Code Replacement Library. Configure your model to use the code replacement library, generate code, and verify that replacement occurs as expected. If unexpected behavior occurs, examine the hit and miss logs to troubleshoot the issues.

Programmatically Develop a Code Replacement Library

  1. Open the programmatic interface from the MATLAB menu by selecting New > Function.

  2. Create a table.

    1. Create a function to call your code replacement library table. The function should not have arguments and return a table object.

    2. Create a table object by calling RTW.TflTable.

    function hTable = crl_table_scalar()
    % Create a function to call the code replacement library table 
    
    %% Create a table object
    hTable = RTW.TflTable;
    
  3. Create an entry. Because this example replaces a function, create a code replacement entry in your table by calling the entry function RTW.TflCOperationEntry.

    function hTable = crl_table_scalar()
    % Create a code replacement library table 
    
    %% Create a table object
    hTable = RTW.TflTable;
    
    %% Create an entry
    hEntry = RTW.TflCOperationEntry;
    
  4. Create entry parameters. Because this examples replaces a function, create entry parameters by calling the function setTflCFunctionEntryParameters.

    function hTable = crl_table_scalar()
    % Create a code replacement library table 
    
    %% Create a table object
    hTable = RTW.TflTable;
    
    %% Create an entry
    hEntry = RTW.TflCOperationEntry;
    
    
    %% Create entry parameters
    hEntry.setTflCOperationEntryParameters(...
                        'Key',                      'RTW_OP_MUL', ...
                        'Priority',                 90, ...
                        'SaturationMode',           'RTW_SATURATE_ON_OVERFLOW', ...
                        'RoundingModes',            {'RTW_ROUND_UNSPECIFIED'}, ...
                        'ImplementationName',       'u8_mul_u8_u8', ...
                        'ImplementationHeaderFile', 'u8_mul_u8_u8.h', ...
                        'ImplementationSourceFile', 'u8_mul_u8_u8.c' );
  5. Create the conceptual representation. The conceptual representation describes the signature of the function that you want to replace. To explicitly specify argument properties, call the function getTflArgFromString.

    function hTable = crl_table_scalar()
    % Create a code replacement library table 
    
    %% Create a table object
    hTable = RTW.TflTable;
    
    %% Create an entry
    hEntry = RTW.TflCOperationEntry;
    
    
    %% Create entry parameters
    hEntry.setTflCOperationEntryParameters(...
                        'Key',                      'RTW_OP_MUL', ...
                        'Priority',                 90, ...
                        'SaturationMode',           'RTW_SATURATE_ON_OVERFLOW', ...
                        'RoundingModes',            {'RTW_ROUND_UNSPECIFIED'}, ...
                        'ImplementationName',       'u8_mul_u8_u8', ...
                        'ImplementationHeaderFile', 'u8_mul_u8_u8.h', ...
                        'ImplementationSourceFile', 'u8_mul_u8_u8.c' );
    
    %% Create the conceptual representation
    arg = getTflArgFromString(hTable, 'y1', 'uint8');
    arg.IOType = 'RTW_IO_OUTPUT';
    addConceptualArg(hEntry, arg);
    
    arg = getTflArgFromString(hTable, 'u1', 'uint8');
    addConceptualArg(hEntry, arg );
    
    arg = getTflArgFromString(hTable, 'u2', 'uint8');
    addConceptualArg(hEntry, arg );
  6. Create the implementation representation. The implementation representation describes the signature of the optimization function. To specify that the implementation arguments have the same order and properties as the conceptual arguments, call the function copyConceptualArgsToImplementation. Add the complete entry to the table by calling the function addEntry.

    function hTable = crl_table_scalar()
    % Create a code replacement library table 
    
    %% Create a table object
    hTable = RTW.TflTable;
    
    %% Create an entry
    hEntry = RTW.TflCOperationEntry;
    
    
    %% Create entry parameters
    hEntry.setTflCOperationEntryParameters(...
                        'Key',                      'RTW_OP_MUL', ...
                        'Priority',                 90, ...
                        'SaturationMode',           'RTW_SATURATE_ON_OVERFLOW', ...
                        'RoundingModes',            {'RTW_ROUND_UNSPECIFIED'}, ...
                        'ImplementationName',       'u8_mul_u8_u8', ...
                        'ImplementationHeaderFile', 'u8_mul_u8_u8.h', ...
                        'ImplementationSourceFile', 'u8_mul_u8_u8.c' );
    
    %% Create the conceptual representation
    arg = getTflArgFromString(hTable, 'y1', 'uint8');
    arg.IOType = 'RTW_IO_OUTPUT';
    addConceptualArg(hEntry, arg);
    
    arg = getTflArgFromString(hTable, 'u1', 'uint8');
    addConceptualArg(hEntry, arg );
    
    arg = getTflArgFromString(hTable, 'u2', 'uint8');
    addConceptualArg(hEntry, arg );
    
    %% Create the Implementation Representation
    copyConceptualArgsToImplementation(hEntry);
    
    %% Add the entry to the table
    hTable.addEntry(hEntry);
    
  7. Specify build information. In the entry parameters, specify files (header, source, object) that the code generator needs for code replacement. For this example, build information is not required.

  8. Validate and save the customization file. From the MATLAB menu, save this customization file by selecting File > Save. From the command line, validate the code replacement library table by calling it:

    >> hTable = crl_table_scalar
  9. Create a registration file for the code replacement library with these specifications:

    function rtwTargetInfo(cm)
     
    cm.registerTargetInfo(@loc_register_crl);
    end
     
    function this = loc_register_crl 
     
    this(1) = RTW.TflRegistry; 
    this(1).Name = 'CRL for scalar operator replacement';
    this(1).TableList = {'crl_table_scalar.m'}; % table created in this example
    this(1).TargetHWDeviceType = {'*'};
    this(1).Description = 'Example code replacement library';
    
    end
    

    To use your code replacement library, refresh your current MATLAB session with the command:

    >>sl_refresh_customizations

  10. Verify the code replacement library. From the MATLAB command line, open the library by using the Code Replacement Viewer and verify that the table and entry are correctly specified. For more information, see Verify Code Replacement Library. Configure your model to use the code replacement library, generate code, and verify that replacement occurs as expected. If unexpected behavior occurs, examine the hit and miss logs to troubleshoot the issues.

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