Set Up PIL Connectivity by Using target Package

Before you can run processor-in-the-loop (PIL) simulations, you must set up connectivity between Simulink^® and your target hardware. The connectivity enables the PIL simulation to:

• Build the target application.

• Download, start, and stop the application on the target hardware.

• Support communication between Simulink and the target hardware.

Use one of these workflows.

Workflow	When to use
target package with rtiostream API	Use this workflow if your target application has large I/O requirements that need high-bandwidth communication. See Use rtiostream API for PIL Target Connectivity. You can specify a debugger. See Support PIL Debugging and DebugExecutionTool Template.
target package with debugger	Use this workflow if: You want a single debugger integration to provide PIL connectivity for target hardware systems that are supported by the debugger. This workflow requires little or no target-specific code. The I/O requirements of the target application are small. For example, unit tests on a component. If you use this workflow for a target application that has large I/O requirements, the execution of the application is slower. See Use Debugger for PIL Target Connectivity and DebugIOTool Template.

Use rtiostream API for PIL Target Connectivity

To provide PIL connectivity between Simulink and the target hardware, you can use the target Package with the rtiostream API. In this example, your development computer is the target hardware.

1.  Create the board description

   Create a target.Board object that provides MATLAB^® with a description of your target hardware.

   hostTarget = target.create('Board', ...
                              'Name', 'Example Intel Board');

   To support code generation and data I/O in PIL simulations, associate the object with processor, connection, and communication descriptions.

2.  Associate the board with a processor

   To support code generation, associate the board with a target.Processor object that contains a language implementation. For this example, create a target.Processor object and reuse an existing target.LanguageImplementation object. For information about setting up a custom target.LanguageImplementation object, see Register New Hardware Devices.

   processor = target.create('Processor', 'Name', 'ExampleProcessor');
   processor.LanguageImplementations = target.get('LanguageImplementation', ...
                                                  'Intel-x86-64 (Windows64)'); 

   Associate the target.Board object with the new target.Processor object by using the Processors property

   hostTarget.Processors = processor;

3.  Specify execution information for the target hardware

   Create an object that contains details about executing the target application. The object describes the tool that is required to run the target application on the target hardware. To capture system commands for starting and stopping the target application, you can use the HostProcessExecutionTool or SystemCommandExecutionTool class .

   applicationExecution = target.create('HostProcessExecutionTool');
   applicationExecution.Name = 'Windows Application';

   Create a Command object for downloading and running the target application. Assign the string variable '$(EXE)' to the String property as a place holder for the target application name, which is not known until execution.

   runCommand = target.create('Command');
   runCommand.String = '$(EXE)';
   applicationExecution.StartCommand = runCommand;
   hostTarget.Tools.ExecutionTools = applicationExecution;

4.  Create the communication interface for the target hardware

   Create a CommunicationInterface object that provides the target hardware with details of the communication channel and the rtiostream API implementation.

   Use:

   • The shipped TCP/IP rtiostream implementation source file.

   • A BuildDependencies object to specify, for the rtiostream API, the source files that are compiled with the target application.

   • A MainFunction object to pass arguments to the target application

   comms = target.create('CommunicationInterface');
   comms.Name = 'Windows TCP Interface';
   comms.Channel = 'TCPChannel';
   comms.APIImplementations = target.create('APIImplementation', ...
                                            'Name', 'x86 RTIOStream Implementation');
   comms.APIImplementations.API = target.create('API', 'Name', 'RTIO Stream');
   comms.APIImplementations.BuildDependencies = target.create('BuildDependencies');
   comms.APIImplementations.BuildDependencies.SourceFiles = ...
                                              {fullfile('$(MATLAB_ROOT)', ...
                                                        'toolbox', ...
                                                        'coder', ...
                                                        'rtiostream', ...
                                                        'src', ...
                                                        'rtiostreamtcpip', ...
                                                        'rtiostream_tcpip.c')};
   comms.APIImplementations.MainFunction = target.create('MainFunction', ...
                                                         'Name', 'TCP RtIOStream Main');
   comms.APIImplementations.MainFunction.Arguments = {'-blocking', '1', '-port', '0'};
   hostTarget.CommunicationInterfaces = comms;

5.  Specify PIL protocol information

   This step is optional. A PIL simulation uses a communication protocol for the transfer of data between Simulink and the target hardware. The target.PILProtocol class describes the parameters of the protocol. For this example, you can improve target run-time performance by increasing the I/O buffer size that the protocol uses.

   Create a target.PILProtocol object and specify I/O buffer size.

   pilProtocol = target.create('PILProtocol');
   pilProtocol.Name = 'Windows PIL Protocol';
   pilProtocol.SendBufferSize = 50000;
   pilProtocol.ReceiveBufferSize = 50000;
   hostTarget.CommunicationProtocolStacks = pilProtocol;

   If you do not perform this step, default target.PILProtocol values are used.

6.  Add profiling timer

   You can configure a PIL simulation to produce execution-time profiles for the generated code. To support code execution profiling, you must create a timer object that describes the retrieval of current time from generated code running on the target hardware. The timer object description must include a description of the function that retrieves time and its implementation.

   This example uses a C function, timestamp_x86, which returns the current time as a uint64 data type.

   timerSignature = target.create('Function');
   timerSignature.Name = 'timestamp_x86';
   timerSignature.ReturnType = 'uint64';

   Capture the function in an API object.

   timerApi = target.create('API');
   timerApi.Functions = timerSignature;
   timerApi.Language = target.Language.C;
   timerApi.Name = 'Windows Timer API';

   Capture the dependencies of the function, that is, the source and header files that are required to run the function.

   timerDependencies = target.create('BuildDependencies');
   timerDependencies.IncludeFiles = {'host_timer_x86.h'};
   timerDependencies.IncludePaths = {'$(MATLAB_ROOT)/toolbox/coder/profile/src'};
   timerDependencies.SourceFiles = {'host_timer_x86.c'};

   Create an object that combines the API and dependencies.

   timerImplementation = target.create('APIImplementation');
   timerImplementation.API = timerApi;
   timerImplementation.BuildDependencies = timerDependencies;
   timerImplementation.Name = 'Windows Timer Implementation';

   Create the timer object and associate it with the timer information.

   timer = target.create('Timer');
   timer.APIImplementation = timerImplementation; 
   timer.Name = 'Windows Timer';

   Assign the timer to the processor object.

   processor.Timers = timer;

7.  Specify connection between development computer and target hardware

   The previous steps created target hardware support for communications and running the target application. Now, set up a connection between your development computer and the target hardware by creating a TargetConnection object. Specify:

   • The communication channel, which is the same channel specified in the target hardware communication interface –– see step 4.

   • The connection properties.

   • The target, which is the board description specified in previous steps.

   connection = target.create('TargetConnection');
   connection.Name = 'Host Process Connection';
   connection.Target = hostTarget;
   connection.CommunicationChannel = target.create('TCPChannel');
   connection.CommunicationChannel.Name = 'External Process TCPCommunicationChannel';
   connection.CommunicationChannel.IPAddress = 'localhost';
   connection.CommunicationChannel.Port = '0';

8.  Make board and connection objects persist across MATLAB sessions

   To register the connectivity in MATLAB, add the target hardware and connection information to an internal database by using the target.add function. By default, the information is only available for the current MATLAB session. To make the registration persist across MATLAB sessions, specify the name-value pair 'UserInstall', true.

   target.add([hostTarget connection], 'UserInstall', true);

9.  Specify board for model

   You can now specify your development computer as the target hardware for PIL simulations. Before you run a PIL simulation, in the Configuration Parameters dialog box, set Hardware board to Example Intel Board.

Support PIL Debugging

The workflow in Use rtiostream API for PIL Target Connectivity provides PIL connectivity between Simulink and the target hardware. To also support PIL debugging, implement the following steps after or instead of step 3 (Specify execution information for the target hardware):

1.  Describe the debugger execution service implementation

   Create a target.ExecutionService object that references the debugger abstraction interface.

   debugExecutionTool = target.create('ExecutionService', ...
                                   'Name', 'GDB Launch');
   debugExecutionTool.APIImplementation = ...
                                   target.create('APIImplementation', ...
                                   'Name', 'myServiceImplementation');
   debugExecutionTool.APIImplementation.BuildDependencies = ...
                                   target.create('MATLABDependencies');
   debugExecutionTool.APIImplementation.BuildDependencies.Classes = ...
                                   {'myImplementationClass'};
   debugExecutionTool.APIImplementation.API = ...
                                   target.get('API', ...
                                   'DebugExecutionTool');

2.  Associate the debugger execution service with the board

   Associate the target.ExecutionService object with the target.Board object.

   hostTarget.Tools.DebugTools = debugExecutionTool;

DebugExecutionTool Template

This section provides a pseudocode example of target.DebugExecutionTool debugger abstraction. Use a target.DebugExecutionTool object to:

• Control the lifetime of an application running in the debugger.

• Automate applying breakpoints.

For interactions with the debugger, you can use MATLAB external language interfaces to APIs, which the debugger vendor supplies.

 Section Descriptions for target.DebugExecutionTool Debugger Abstraction Example

target.DebugExecutionTool Object	Comments
classdef DebugExecutionToolTemplate < target.DebugExecutionTool	Example implementation of target.DebugExecutionTool debugger abstraction.
properties (Access=private) DebuggerHandle; end	Optional. Add any state required to interact with the debugger or application being run in the debugger as a property of DebugExecutionTool. Apply private access so that only this file can access the state. For example, the state can be a handle to the debugger application provided by the debugger external API.
methods	Method implementations that perform debugger interactions. Each method returns a 'errFlag' logical flag. If the method executes, 'errFlag' is set to false. Consider also using the MATLAB error method to report custom error information.
function this = DebugExecutionToolTemplate() end	Optional. Constructor for the target.DebugExecutionTool. The constructor creates an object of the tool allowing its methods to be called from that object. Perform basic initialization here. For example, setting state for calls to open.
function errFlag = open(this) this.DebuggerHandle = this.callExternalDebugger('open'); errFlag = false; end	Optional. Add logic here to open the debugger. Typically, use system commands or the external API provided by the debugger. If you cannot open the debugger without also loading the application into the debugger, do not implement this method. Use the 'loadApplication' method to implement the logic. If you cannot open the debugger without also starting execution of the application, do not implement this method. Use the 'startApplication' method to implement the logic.
function errFlag = loadApplication(this) this.callExternalDebugger('load application', ... this.Application, .... this.ApplicationCommandLineArguments); this.callExternalDebugger('set breakpoints', this.Breakpoints); errFlag = false; end	Optional. Load the application into the debugger. Add logic here to load the application into the debugger. For example, load a project into an IDE debugger or load the application executable file into the debugger harness. Also add logic to set breakpoints in the debugger to break execution. The path to the application file is stored in the Application property of this class which can you can access by using this.Application. Additional command line arguments for the application are stored in this.ApplicationCommandLineArguments. Breakpoints to set are stored in this.Breakpoints. If you cannot load the application without also starting execution of the application, do not implement this method. Implement the logic in the 'startApplication' method.
function errFlag = startApplication(this) this.callExternalDebugger('start application'); errFlag = false; end	Required. Start the application execution in the debugger. Add logic here to start the application execution in the debugger. The path to the application to load is stored in the Application property of this class, which you can access by using this.Application. Additional command line arguments to pass to the application are stored in this.ApplicationCommandLineArguments. Breakpoints to set are stored in this.Breakpoints.
function errFlag = stopApplication(this) this.callExternalDebugger('stop application'); errFlag = false; end	Optional. Stop the application execution in the debugger. Add logic here to stop the application execution in the debugger. If your 'startApplication' method opened the debugger, perform the opposite action here, i.e. close the debugger. If your 'startApplication' method loaded the application, perform the opposite action here, i.e. unload the application from the debugger.
function errFlag = unloadApplication(this) this.callExternalDebugger('unload application'); errFlag = false; end	Optional. Unloads the application from the debugger. If you implemented the 'loadApplication' method, then add logic here to unload the application from the debugger. If your 'loadApplication' method opened the debugger, perform the opposite action here, i.e. close the debugger.
function errFlag = close(this) this.callExternalDebugger('close'); errFlag = false; end	Optional. Closes the debugger. Add logic here to close the debugger. If you implemented the 'open' method, you must also implement the 'close' method.
end	end statement for methods.
methods (Access=private) function output = callExternalDebugger(~, varargin) output = []; fprintf("\nInstructed the debugger to '%s'\n", varargin{1}); if nargin > 2 disp('Using arguments:'); disp(varargin(2:end)); end end end	Private methods.
end	end statement for classdef.

 Pseudocode for target.DebugExecutionTool Debugger Abstraction Example

classdef DebugExecutionToolTemplate < target.DebugExecutionTool
% DEBUGEXECUTIONTOOLTEMPLATE Example implementation of target.DebugExecutionTool
% debugger abstraction.

%   Copyright 2023 The MathWorks, Inc.
    
    properties (Access=private)
        
        % Optional
        % Add any state required to interact with the debugger or
        % application being run in the debugger as a property of
        % DebugExecutionTool. Apply private access so that only this file 
        % can access the state.
        %
        % For example, the state could be a handle to the debugger
        % application provided by the debugger external API.
        DebuggerHandle;
    end   
    
    % Method implementations that perform debugger interactions.
    % Each method will return a 'errFlag' logical flag. If the method 
    % executes, 'errFlag' is set to false.
    % Consider also using the MATLAB error method to report custom 
    % error information.
    methods
                
        % Constructor for the target.DebugExecutionToolTemplate. The constructor
        % creates an instance of the tool allowing its methods to be called
        % on that instance. Optional.
        function this = DebugExecutionToolTemplate()
            
            % Basic initialization can be performed here. For example
            % setting state ready for calls to open
        end
        
        % Open the debugger. Optional.
        function errFlag = open(this)
            
            % Add logic here to open the debugger. Typically, use system
            % commands or the external API provided by the debugger.
            %
            % If you cannot open the debugger without also loading the
            % application into the debugger, this method should not be
            % implemented and the logic should be performed in the
            % 'loadApplication' method.
            %
            % If you cannot open the debugger without also starting
            % execution of the application, this method should not be
            % implemented and the logic should be performed in the
            % 'startApplication' method.
            
            this.DebuggerHandle = this.callExternalDebugger('open');
            errFlag = false;
        end
        
        % Load the application into the debugger. Optional.
        function errFlag = loadApplication(this)
            
            % Add logic here to load the application into the debugger.
            % This could be loading a project into an IDE debugger or
            % loading the application executable into the debugger harness.
            %
            % Additionally add logic to set breakpoints in the debugger to
            % break execution.
            %
            % The path to the application to load is stored in the
            % Application property of this class which can be accessed
            % using this.Application in this method.
            %
            % Additional command line arguments to pass to the the 
            % application are stored in 
            % this.ApplicationCommandLineArguments.
            %
            % Breakpoints to set are stored in this.Breakpoints
            %            
            % If you cannot load the application without also starting
            % execution of the application, this method should not be
            % implemented and the logic should be performed in the
            % 'startApplication' method.
            
            this.callExternalDebugger('load application', ...
                                       this.Application, ....
                                       this.ApplicationCommandLineArguments);
            
            this.callExternalDebugger('set breakpoints', this.Breakpoints);
            
            errFlag = false;
        end
        
        % Start the application execution in the debugger. Required.
        function errFlag = startApplication(this)
            
            % Add logic here to start the application execution in the 
            % debugger.
            %
            % The path to the application to load is stored in the
            % Application property of this class which can be accessed
            % using this.Application in this method.
            %
            % Additional command line arguments to pass to the 
            % application are stored in 
            % this.ApplicationCommandLineArguments.
            %
            % Breakpoints to set are stored in this.Breakpoints
            
            this.callExternalDebugger('start application');
            
            errFlag = false;
        end
        
        % Stop the application execution in the debugger. Optional.
        function errFlag = stopApplication(this)
                        
            % Add logic here to stop the application execution in the 
            % debugger.
            
            % If your 'startApplication' method opened the debugger,
            % perform the opposite action here, i.e. close the 
            % debugger.
            %
            % If your 'startApplication' method loaded the application,
            % perform the opposite action here, i.e. unload the
            % application from the debugger.
            
            this.callExternalDebugger('stop application');
            
            errFlag = false;
        end
        
        % Unloads the application from the debugger. Optional.
        function errFlag = unloadApplication(this)
                        
            % If you implemented the 'loadApplication' method, 
            % then add logic here to unload the application from
            % the debugger.
            
            % If your 'loadApplication' method opened the debugger, 
            % perform the opposite action here, i.e. close the 
            % debugger.
            
            this.callExternalDebugger('unload application');
            
            errFlag = false;
        end
        
        % Closes the debugger. Optional.
        function errFlag = close(this)
                        
            % Add logic here to close the debugger. If you implemented the 
            % 'open' method, you should implement this method.
            
            this.callExternalDebugger('close');
            
            errFlag = false;
        end              
        
    end
    
    methods (Access=private)
        
        function output = callExternalDebugger(~, varargin)
            
            output = [];
            fprintf("\nInstructed the debugger to '%s'\n", varargin{1});
            
            if nargin > 2
                disp('Using arguments:');
                disp(varargin(2:end));
            end
        end
    end
end

Use Debugger for PIL Target Connectivity

To provide PIL connectivity between Simulink and the target hardware, you can use the target Package with a debugger, for example, the GNU^® Debugger.

1.  Implement the target.DebugIOTool debugger abstraction interface

   Implement the interface in a class called myImplementationClass. For an example pseudocode implementation, see DebugIOTool Template.

   classdef myImplementationClass < target.DebugIOTool
       properties (Access=private)
       …
       end
        
       methods
       …
       end
   
       methods (Access=private)          
       …
       end
   end

2.  Create the board description

   Create target.Board object that provides MATLAB with a description of your target hardware.

   hostTarget = target.create('Board', ...
                              'Name', 'GDB Debug PIL IO');

3.  Associate the board with a processor

   To support code generation, associate the board with a target.Processor object that contains a language implementation. For this example, create a target.Processor object and reuse an existing target.LanguageImplementation object. For information about setting up a custom target.LanguageImplementation object, see Register New Hardware Devices.

   hostTarget.Processors = target.get('Processor', ...
                                      'Intel-x86-64 (Linux 64)');

4.  Describe the debugger execution service implementation

   Create a target.ExecutionService object that references the debugger abstraction interface.

   matlabExecution = target.create('ExecutionService', ...
                                   'Name', 'GDB Launch');
   matlabExecution.APIImplementation = ...
                                   target.create('APIImplementation', ...
                                   'Name', 'myServiceImplementation');
   matlabExecution.APIImplementation.BuildDependencies = ...
                                   target.create('MATLABDependencies');
   matlabExecution.APIImplementation.BuildDependencies.Classes = ...
                                   {'myImplementationClass'};
   matlabExecution.APIImplementation.API = ...
                                   target.get('API', ...
                                   'DebugIOTool');

5.  Associate debugger execution service with the board

   Associate the target.ExecutionService object with the target.Board object.

   hostTarget.Tools.DebugTools = matlabExecution;

6.  Make board object persist across MATLAB sessions

   Add the board object to an internal database and make the object persist across MATLAB sessions.

   target.add(hostTarget, 'UserInstall', true);

7.  Specify board for model

   Before you run a PIL simulation, in the Configuration Parameters dialog box, set Hardware board to GDB Debug PIL IO.

DebugIOTool Template

This section provides a pseudocode example of target.DebugIOTool debugger abstraction. Use a target.DebugIOTool object to:

• Control the lifetime of an application running in the debugger.

• Automate common debugger actions. For example, applying breakpoints and continuing execution from a paused state.

• Read and write to memory that the application uses.

For interactions with the debugger, you can use MATLAB external language interfaces to APIs, which the debugger vendor supplies.

 Section Descriptions for target.DebugIOTool Debugger Abstraction Example

target.DebugIOTool Object	Comments
classdef DebugIOToolTemplate < target.DebugIOTool	Example implementation of target.DebugIOTool debugger abstraction.
properties (Access=private) DebuggerHandle; end	Optional. Add any state required to interact with the debugger or application being run in the debugger as a property of DebugIOTool. Apply private access so that only this file can access the state. For example, the state can be a handle to the debugger application provided by the debugger external API.
methods	Method implementations that perform debugger interactions. Each method returns a 'errFlag' logical flag. If the method executes, 'errFlag' is set to false. Consider also using the MATLAB error method to report custom error information.
function this = DebugIOToolTemplate() end	Optional. Constructor for the target.DebugIOTool. The constructor creates an object of the tool allowing its methods to be called from that object. Perform basic initialization here. For example, setting state for calls to open.
function errFlag = open(this) this.DebuggerHandle = this.callExternalDebugger('open'); errFlag = false; end	Optional. Add logic here to open the debugger. Typically, use system commands or the external API provided by the debugger. If you cannot open the debugger without also loading the application into the debugger, do not implement this method. Use the 'loadApplication' method to implement the logic. If you cannot open the debugger without also starting execution of the application, do not implement this method. Use the 'startApplication' method to implement the logic.
function errFlag = loadApplication(this) this.callExternalDebugger('load application', ... this.Application, .... this.ApplicationCommandLineArguments); this.callExternalDebugger('set breakpoints', this.Breakpoints); errFlag = false; end	Optional. Load the application into the debugger. Add logic here to load the application into the debugger. For example, load a project into an IDE debugger or load the application executable file into the debugger harness. Also add logic to set breakpoints in the debugger to break execution. The path to the application file is stored in the Application property of this class which can you can access by using this.Application. Additional command line arguments for the application are stored in this.ApplicationCommandLineArguments. Breakpoints to set are stored in this.Breakpoints. If you cannot load the application without also starting execution of the application, do not implement this method. Implement the logic in the 'startApplication' method.
function errFlag = startApplication(this) this.callExternalDebugger('start application'); errFlag = false; end	Required. Start the application execution in the debugger. Add logic here to start the application execution in the debugger. The path to the application to load is stored in the Application property of this class, which you can access by using this.Application. Additional command line arguments to pass to the application are stored in this.ApplicationCommandLineArguments. Breakpoints to set are stored in this.Breakpoints.
function errFlag = stopApplication(this) this.callExternalDebugger('stop application'); errFlag = false; end	Optional. Stop the application execution in the debugger. Add logic here to stop the application execution in the debugger. If your 'startApplication' method opened the debugger, perform the opposite action here, i.e. close the debugger. If your 'startApplication' method loaded the application, perform the opposite action here, i.e. unload the application from the debugger.
function errFlag = unloadApplication(this) this.callExternalDebugger('unload application'); errFlag = false; end	Optional. Unloads the application from the debugger. If you implemented the 'loadApplication' method, then add logic here to unload the application from the debugger. If your 'loadApplication' method opened the debugger, perform the opposite action here, i.e. close the debugger.
function errFlag = close(this) this.callExternalDebugger('close'); errFlag = false; end	Optional. Closes the debugger. Add logic here to close the debugger. If you implemented the 'open' method, you must also implement the 'close' method.
function [atBreakpoint, errFlag] = ... stoppedAtBreakpoint(this, breakpoint) result = this.callExternalDebugger('determine breakpoint hit', ... breakpoint.File, ... breakpoint.Line, ... breakpoint.Function); atBreakpoint = ~isempty(result); errFlag = false; end	Required. Asks if the debugger is currently stopped at the specified breakpoint. Returns true if at the specified breakpoint, false otherwise. Add logic to determine if the debugger has broken execution at the breakpoint passed into the function. The 'breakpoint' input variable is of type target.Breakpoint, which provides the description of the breakpoint. It contains properties Function, File, and Line which describes the location of the breakpoint. Set the atBreakpoint return value to true if the debugger has stopped at the breakpoint, or false otherwise.
function errFlag = continueExecution(this) this.callExternalDebugger('continue execution'); errFlag = false; end	Required. Continues execution if application is paused in the debugger.
function errFlag = write(this, variableName, memoryStream) sizeOfMemoryVariable = uint64(numel(memoryStream)); arrayFormat = repmat('%d,', [1 sizeOfMemoryVariable]); arrayFormat(end) = []; this.callExternalDebugger(sprintf(['execute (void*)memcpy(%s,' ... '(unsigned char [%d]){%s}, %d)'], ... variableName, ... sizeOfMemoryVariable, ... sprintf(arrayFormat, memoryStream), ... sizeOfMemoryVariable)); errFlag = false; end	Write the memory stream to target platform memory specified by the variable name. Add logic to write memoryStream data to the variable variableName. The function assumes that code execution has reached the breakpoint that requires this action. memoryStream is a vector of uint64 values. The unit64 values act as a container for the smallest addressable integer on the target platform, which in most cases is the size of char, typically 8 bits. The variable represents a pointer to the smallest addressable integer type. For example, write operations on a target platform where char represents the smallest addressable integer are equivalent to the memcpy call in C code: (void*)memcpy(<variableName>, (unsigned char[<sizeOfMemoryStream>]) {<memoryStream(1)>,<memoryStream(2)>}, <sizeOfMemoryStream>); If your debugger allows immediate execution of code when execution is broken, use the memcpy approach to write data to the variable.
function [memoryStream, errFlag] = read(this, ... variableName, ... sizeToRead) memoryStream = this.callExternalDebugger(... sprintf("read (unsigned char [%d])*%s", ... sizeToRead, variableName)); memoryStream = uint64(memoryStream); errFlag = false; end	Read the memory stream from target platform memory specified by variable name. Add logic to read from the variableName variable on the target platform. The function assumes that code execution has reached the breakpoint that requires this action. The memoryStream return value is a vector of uint64 values. The unit64 values act as a container for the smallest addressable integer on the target platform, which in most cases is the size of char, typically 8 bits. The variable represents a pointer to the smallest addressable integer type. Read operations are equivalent to this C code: (unsigned char [<sizeToRead>])*<variableName> If your debugger allows immediate execution of code when execution is broken, use the C code approach to inspect the value of the buffer and return it to MATLAB.
end	end statement for methods.
methods (Access=private) function output = callExternalDebugger(~, varargin) output = []; fprintf("\nInstructed the debugger to '%s'\n", varargin{1}); if nargin > 2 disp('Using arguments:'); disp(varargin(2:end)); end end end	Private methods.
end	end statement for classdef.

 Pseudocode for target.DebugIOTool Debugger Abstraction Example

classdef DebugIOToolTemplate < target.DebugIOTool
% DEBUGIOTOOLTEMPLATE Example implementation of target.DebugIOTool
% debugger abstraction.

%   Copyright 2020 The MathWorks, Inc.
    
    properties (Access=private)
        
        % Optional
        % Add any state required to interact with the debugger or
        % application being run in the debugger as a property of
        % DebugIOTool. Apply private access so that only this file 
        % can access the state.
        %
        % For example, the state could be a handle to the debugger
        % application provided by the debugger external API.
        DebuggerHandle;
    end   
    
    % Method implementations that perform debugger interactions.
    % Each method will return a 'errFlag' logical flag. If the method 
    % executes, 'errFlag' is set to false.
    % Consider also using the MATLAB error method to report custom 
    % error information.
    methods
                
        % Constructor for the target.DebugIOTool. The constructor
        % creates an instance of the tool allowing its methods to be called
        % on that instance. Optional.
        function this = DebugIOToolTemplate()
            
            % Basic initialization can be performed here. For example
            % setting state ready for calls to open
        end
        
        % Open the debugger. Optional.
        function errFlag = open(this)
            
            % Add logic here to open the debugger. Typically, use system
            % commands or the external API provided by the debugger.
            %
            % If you cannot open the debugger without also loading the
            % application into the debugger, this method should not be
            % implemented and the logic should be performed in the
            % 'loadApplication' method.
            %
            % If you cannot open the debugger without also starting
            % execution of the application, this method should not be
            % implemented and the logic should be performed in the
            % 'startApplication' method.
            
            this.DebuggerHandle = this.callExternalDebugger('open');
            errFlag = false;
        end
        
        % Load the application into the debugger. Optional.
        function errFlag = loadApplication(this)
            
            % Add logic here to load the application into the debugger.
            % This could be loading a project into an IDE debugger or
            % loading the application executable into the debugger harness.
            %
            % Additionally add logic to set breakpoints in the debugger to
            % break execution.
            %
            % The path to the application to load is stored in the
            % Application property of this class which can be accessed
            % using this.Application in this method.
            %
            % Additional command line arguments to pass to the the 
            % application are stored in 
            % this.ApplicationCommandLineArguments.
            %
            % Breakpoints to set are stored in this.Breakpoints
            %            
            % If you cannot load the application without also starting
            % execution of the application, this method should not be
            % implemented and the logic should be performed in the
            % 'startApplication' method.
            
            this.callExternalDebugger('load application', ...
                                       this.Application, ....
                                       this.ApplicationCommandLineArguments);
            
            this.callExternalDebugger('set breakpoints', this.Breakpoints);
            
            errFlag = false;
        end
        
        % Start the application execution in the debugger. Required.
        function errFlag = startApplication(this)
            
            % Add logic here to start the application execution in the 
            % debugger.
            %
            % The path to the application to load is stored in the
            % Application property of this class which can be accessed
            % using this.Application in this method.
            %
            % Additional command line arguments to pass to the 
            % application are stored in 
            % this.ApplicationCommandLineArguments.
            %
            % Breakpoints to set are stored in this.Breakpoints
            
            this.callExternalDebugger('start application');
            
            errFlag = false;
        end
        
        % Stop the application execution in the debugger. Optional.
        function errFlag = stopApplication(this)
                        
            % Add logic here to stop the application execution in the 
            % debugger.
            
            % If your 'startApplication' method opened the debugger,
            % perform the opposite action here, i.e. close the 
            % debugger.
            %
            % If your 'startApplication' method loaded the application,
            % perform the opposite action here, i.e. unload the
            % application from the debugger.
            
            this.callExternalDebugger('stop application');
            
            errFlag = false;
        end
        
        % Unloads the application from the debugger. Optional.
        function errFlag = unloadApplication(this)
                        
            % If you implemented the 'loadApplication' method, 
            % then add logic here to unload the application from
            % the debugger.
            
            % If your 'loadApplication' method opened the debugger, 
            % perform the opposite action here, i.e. close the 
            % debugger.
            
            this.callExternalDebugger('unload application');
            
            errFlag = false;
        end
        
        % Closes the debugger. Optional.
        function errFlag = close(this)
                        
            % Add logic here to close the debugger. If you implemented the 
            % 'open' method you should implement this method.
            
            this.callExternalDebugger('close');
            
            errFlag = false;
        end              
        
        % Asks if the debugger is currently stopped at the specified
        % breakpoint. Returns true if at the specified breakpoint, false
        % otherwise. Required.
        function [atBreakpoint, errFlag] = ...
                                    stoppedAtBreakpoint(this, breakpoint)
            
            % Add logic to determine if the debugger has broken execution
            % at the breakpoint passed into the function.
            %
            % The 'breakpoint' input variable is of type target.Breakpoint 
            % which provides the description of the breakpoint. It contains
            % properties Function, File and Line which describes the
            % location of the breakpoint.
            %
            % Set the atBreakpoint return value to true if the debugger is
            % stopped at the breakpoint, or false if not.
            
            result = this.callExternalDebugger('determine breakpoint hit', ...
                                                breakpoint.File, ...
                                                breakpoint.Line, ...
                                                breakpoint.Function);
            atBreakpoint = ~isempty(result);
            
            errFlag = false;
        end
        
        % Continues execution if application execution is paused in the 
        % debugger. Required.
        function errFlag = continueExecution(this)
            
            this.callExternalDebugger('continue execution');
            errFlag = false;
        end  
                
        % Write the specified memory stream to the target platform memory
        % specified by the given variable name.
        function errFlag = write(this, variableName, memoryStream)
            
            % Add logic to write the memoryStream data to the variableName
            % variable in the target. This function should assume that the
            % appropriate breakpoint has been hit to perform such an
            % action.
            %
            % memoryStream is a vector of uint64 values to be written to
            % the target platform. The unit64 values act as a container for
            % the smallest addressable integer on the target platform. In
            % most cases this will be a container for the size of char on
            % the target platform, which will commonly be 8-bit.
            %
            % The specified variable will represent a pointer to the
            % smallest addressable integer type.
            
            % As an example write operations on a target platform where 
            % char represents the smallest addressable integer should be 
            % equivalent to the following memcpy call in C code:
            %
            % (void*)memcpy(<variableName>, 
            %               (unsigned char[<sizeOfMemoryStream>])
            %               {<memoryStream(1)>,<memoryStream(2)>, ...},
            %               <sizeOfMemoryStream>);
            %
            % A lot of debuggers allow for immediate execution of code when
            % execution is broken, if so, attempt to use the above command
            % to write data to the variable like the below example:
              
            sizeOfMemoryVariable = uint64(numel(memoryStream));
            arrayFormat = repmat('%d,', [1 sizeOfMemoryVariable]);
            arrayFormat(end) = [];
              
            this.callExternalDebugger(sprintf(['execute (void*)memcpy(%s,' ...
                                      '(unsigned char [%d]){%s}, %d)'], ...
                                      variableName, ...
                                      sizeOfMemoryVariable, ...
                                      sprintf(arrayFormat, memoryStream), ...
                                      sizeOfMemoryVariable));
                          
            errFlag = false;
        end
        
        % read the memory stream from the target platform memory specified 
        % by the given variable name.
        function [memoryStream, errFlag] = read(this, ...
                                                     variableName, ...
                                                     sizeToRead)            
            
            % Add logic to read from the variableName variable on the 
            % target. This function should assume that the appropriate 
            % breakpoint has been hit to perform such an action.
            %
            % The memoryStream return value should be a vector of uint64 
            % values. The unit64 values act as a container for the smallest 
            % addressable integer on the target platform. In most cases 
            % this will be a container for the size of char on the target 
            % platform, which will commonly be 8-bit.
            %
            % The specified variable will represent a pointer to the
            % smallest addressable integer type.
            
            % Read operations should be equivilant to inspecting the result
            % of the following C code:
            % (unsigned char [<sizeToRead>])*<variableName>
            %
            % A lot of debuggers allow for immediate execution of code when
            % execution is broken, if so, attempt to use the above command
            % to inspect the value of the buffer and return it to MATLAB.
                        
            memoryStream = this.callExternalDebugger(...
                           sprintf("read (unsigned char [%d])*%s", ...
                           sizeToRead, variableName));
            
            % The memory stream must be returned as a vector of uint64
            % values
            memoryStream = uint64(memoryStream);
            
            errFlag = false;
        end
    end
    
    methods (Access=private)
        
        function output = callExternalDebugger(~, varargin)
            
            output = [];
            fprintf("\nInstructed the debugger to '%s'\n", varargin{1});
            
            if nargin > 2
                disp('Using arguments:');
                disp(varargin(2:end));
            end
        end
    end
end