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Inlining S-Functions

Inlining an S-function

To inline an S-function means to provide a TLC file for an S-Function block that will replace the C, C++, Fortran, or MATLAB® language version of the block that was used during simulation.

Noninlined S-Function

If an inlining TLC file is not provided, most targets support the block by recompiling the C MEX S-function for the block. There is overhead in memory usage and speed when using a C/C++ coded S-function and a limited subset of mx* API calls supported within the code generator context. If you want the most efficient generated code, you must inline S-functions by writing a TLC file for them.

When the simulation needs to execute one of the functions for an S-function block, it calls the MEX-file for that function. When the code generator executes a noninlined S-function, it does so in a similar manner, as this diagram illustrates.

Types of Inlining

It is helpful to define two categories of inlining:

  • Fully inlined S-functions

  • Wrapper inlined S-functions

While both inline the S-function and remove the overhead of a noninlined S-function, the two approaches are different. The first example below, using timestwo.tlc, is considered a fully inlined TLC file, where the full implementation of the block is contained in the TLC file for the block.

The second example uses a wrapper TLC file. Instead of generating the algorithmic code in place, this example calls a C function that contains the body of code. There are several potential benefits for using the wrapper TLC file:

  • It provides a way for the C MEX S-function and the generated code to share the C code. You do not need to write the code twice.

  • The called C function is an optimized routine.

  • Several of the blocks might exist in the model, and it is more efficient in terms of code size to have them call a function, as opposed to each creating identical algorithmic code.

  • It provides a way to incorporate legacy C code seamlessly into generated code.

Fully Inlined S-Function Example

Inlining an S-function provides a mechanism to directly embed code for an S-function block into the generated code for a model. Instead of calling into a separate source file via function pointers and maintaining a separate data structure (SimStruct) for it, the code appears “inlined” as the next figure shows.

The S-function timestwo.c provides a simple example of a fully inlined S-function. This block multiplies its input by 2 and outputs it. The C MEX version of the block is in the file matlabroot/toolbox/simulink/simdemos/simfeatures/src/timestwo.c, and the inlining TLC file for the block is matlabroot/toolbox/simulink/sfuntemplates/tlc_c/timestwo.tlc.

timestwo.tlc

%implements "timestwo" "C"

%% Function: Outputs ==========================================
%%
%function Outputs(block, system) Output
  /* %<Type> Block: %<Name> */
  %%
  /* Multiply input by two */
  %assign rollVars = ["U", "Y"]
  %roll idx = RollRegions, lcv = RollThreshold, block, "Roller", rollVars
    %<LibBlockOutputSignal(0, "", lcv, idx)> = \
    %<LibBlockInputSignal(0, "", lcv, idx)> * 2.0;
  %endroll
%endfunction

TLC Block Analysis

The %implements directive is required by TLC block files and is used by the Target Language Compiler to verify the block type and language supported by the block. The %function directive starts a function declaration and shows the name of the function, Outputs, and the arguments passed to it, block and system. These are the relevant records from the model.rtw file for this instance of the block.

The last piece of the prototype is Output. This means that any line that is not a TLC directive is output by the function to the current file that is selected in TLC. So, nondirective lines in the Outputs function become generated code for the block.

The most complicated piece of this TLC block example is the %roll directive. TLC uses this directive to provide automatic generation of for loops, depending on input/output widths and whether the inputs are contiguous in memory. This example uses the typical form of accessing outputs and inputs from within the body of the roll, using LibBlockOutputSignal and LibBlockInputSignal to access the outputs and inputs and perform the multiplication and assignment. Note that this TLC file supports any valid signal width.

The only function used to implement this block is Outputs. For more complicated blocks, other functions are declared as well. You can find examples of more complicated inlining TLC files in the folders matlabroot/toolbox/simulink/simdemos/simfeatures/tlc_c (open) and matlabroot/toolbox/simulink/blocks/tlc_c (open), and by looking at the code for built-in blocks in the folder matlabroot/rtw/c/tlc/blocks (open).

The timestwo Model

This simple model uses the timestwo S-function and shows the MdlOutputs function from the generated model.c file, which contains the inlined S-function code.

Model Outputs Code

/* Model output function */
static void timestwo_ex_output(int_T tid)
{

  /* S-Function Block: <Root>/S-Function */
  /* Multiply input by two */
  timestwo_ex_B.timestwo_output = timestwo_ex_P.Constant_Value 
	 * 2.0;

  /* Outport: '<Root>/Out1' */
  timestwo_ex_Y.Out1 = timestwo_ex_B.timestwo_output;
}

Wrapper Inlined S-Function Example

The following diagram illustrates inlining an S-function as a wrapper. The algorithm is directly called from the generated model code, removing the S-function overhead but maintaining the user function.

This is the inlining TLC file for a wrapper version of the timestwo block.

%implements "timestwo" "C"

%% Function: BlockTypeSetup ==================================
%%
%function BlockTypeSetup(block, system) void
  %% Add function prototype to model's header file
  %<LibCacheFunctionPrototype...
   ("extern void mytimestwo(real_T* in,real_T* out,int_T els);")>
  %% Add file that contains "myfile" to list of files to be compiled
  %<LibAddToModelSources("myfile")>
%endfunction

%% Function: Outputs ==========================================
%%
%function Outputs(block, system) Output
  /* %<Type> Block: %<Name> */
  %assign outPtr = LibBlockOutputSignalAddr(0, "", "", 0)
  %assign inPtr = LibBlockInputSignalAddr(0, "", "",0)
  %assign numEls = LibBlockOutputSignalWidth(0)
  /* Multiply input by two */
  mytimestwo(%<inPtr>,%<outPtr>,%<numEls>);
  
%endfunction

Analysis

The function BlockTypeSetup is called once for each type of block in a model; it doesn't produce output directly like the Outputs function. Use BlockTypeSetup to include a function prototype in the model.h file and to tell the build process to compile an additional file, myfile.c.

Instead of performing the multiplication directly, the Outputs function now calls the function mytimestwo. All instances of this block in the model call the same function to perform the multiplication. The resulting model function, MdlOutputs, then becomes

static void timestwo_ex_output(int_T tid)
{
  /* S-Function Block: <Root>/S-Function */
  /* Multiply input by two */
  mytimestwo(&model_B.Constant_Value,&model_B.S_Function,1);

  /* Outport Block: <Root>/Out1 */
model_Y.Out1 = model_B.S_Function;
}

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