Difference between revisions of "Model Exporter Interpreter"

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Revision as of 15:28, 29 March 2011

The Model_Exporter Interpreter implements several classes which can be used in Microsoft .NET environments to apply Model_Exporter models to new data. The following describes the classes implemented and their use. The classes include the ModelInterpreter, Workspace, and Matrix classes. The source code for these classes is supplied and can be used, compiled, and redistributed without restriction. Note that such redistribution permission does not permit the user to redistribute the Model_Exporter product itself - only the interpreter.

ModelInterpreter Class

The primary class in the Model_Exporter C# Interpreter is a ModelInterpreter object. The object's interface implements the ability to assign input data, specify a model to interpret and apply, and retrieve results from the application. Input data and results are all stored using the Matrix class described below.

Constructors

ModelInterpreter(String filename)

This form of the constructor method allows passing a filename of a Model_Exporter XML file which should be read and parsed for application.

ModelInterpreter(XmlDocument xdoc)

This form of the constructor method allows passing a XmlDocument object which contains the contents of a Model_Exporter XML file. This method may be preferred when the content of an exported model has been previously read and stored in another location like a database. In such cases, the alternative ways to create XmlDocuments (see the XmlDocument documentation) which can be used to pass the parsed XML contents directly to the ModelInterpreter class.

Methods

apply()

Applies the model to the inputdata and stores results in the results property. This method has no return value itself. An error is thrown if inputdata has not already been assigned.


Properties

Read-Only Properties

inputDataSize

(Int32) The number of columns expected for the inputdata matrix.

modeltype

(String) The model type of the model. One of the supported model types such as: "PCA" "PLS" "PCR" "CLS" or "PLSDA" (or other supported model types) This often helps identify what variables are of interest in the results workspace after application of the model.

information

(XmlDocument) The raw, unparsed XML contained in the information section of the model. This may be of interest to help identify where the model came from, what the model is predicting, how many outputs to expect, etc. See the exported model's <information> tag for details included.

results

(Workspace) The workspace object that contains all the results after applying the model. This contains all the variables (see Workspace class below) that were used during model application as well as the variables which hold the results of interest such as yhat, T2, or Q.

Read/Write Properties

inputdata

(Matrix) Specifies the data to which the model should be applied. Type is Matrix as defined using the Matrix class described below. This field is not modified by applying the model. Assigning a new value this field erases the results from a previous model application.

 

Workspace Class

The Workspace class serves as a way to store any number of matrices (Matrix objects) each associated with a name. These names and their corresponding matrix are referred to as a "variable". A variable is stored in the workspace using the setVar() method and retrieved using the getVar() method.

Note that although variables names can contain upper- and lower-case characters, the case is ignored when retrieving. Thus, a variable set using the name "Pred" can be set or retrieved using "Pred", "pred", or any other combination of upper- and lower-case. Since these two would be considered the same variable, you cannot set two different variables which are identical except for the case of the variable name.

Constructors

Workspace()

Creates an instance of the Workspace class.

 

Methods

The following methods are defined for the Workspace class. These are the primary means for assigning and retrieving values from a Workspace.

setVar(String name, Matrix value)

Sets the variable specified by name with the matrix value. If name already exists in the workspace, the previous value is overwritten without any warning. This method returns nothing. void setVar(String name, Matrix value)

setVar(Workspace toadd)

Copies all variables in the toadd workspace into the workspace being addressed by the method. Any variables in the current workspace which have the same name as a variable in the toadd workspace are overwritten without warning. This method returns nothing. void setVar(Workspace toadd)

getVar(String name)

(Matrix) Retrieves the specified variable name from the workspace. Returned value is a Matrix object. Matrix getVar(String name)

isSet(String name)

(Boolean) Returns boolean TRUE if the given variable name is currently set in the workspace. Boolean isSet(String name)

clearAll()

Clears all values from the workspace. This method returns nothing. void clearAll()

 

Properties

varList

(List<String>) Returns the alphabetically sorted list of names for all variables currently set in the Workspace as a List<String> type. These names can be used with the getVar method to retrieve the values.

 

Examples

The following example creates a new empty Workspace called "ws", a new Matrix (in this case, a vector with 1 row and 5 columns) called "myvalue", then stores myvalue into ws under the variable named "x". It then looks

 Workspace ws = New Workspace();    //create new workspace
 Matrix myvalue = New Matrix(1,5);  //create all-zeros matrix "myvalue" as exmple
 ws.setVar("x",myvalue);            //assign variable "x" the value myvalue in workspace

Example of retrieving a variable from a workspace "ws"

 if (ws.isSet("y"))                 //is the variable "y" assigned?
 {
   retrieved = ws.getVar("y");      //get value assigned in y
 }
 else
 {
   retrieved = New Matrix(0,0);     //no "y" was set? use empty matrix instead
 }

Matrix Class

The Matrix class is defined through a public-domain class implemented in the cMatrixLib. This class allows storing and retrieval of data in a simple two-dimensional matrix as well as performing various matrix calculations on that data. For the purposes of the Model_Exporter Interpreter, the main use is to provide a convenient method to exchange data between the client and the interpreter. Thus, the details of the class are not given here, but only the main creation and access information. This class is used for the inputdata property and the variables stored in the results Workspace of the ModelInterpreter.

Constructors

Constructor for a new Matrix object is by either specifying the size (in rows and columns) for the new Matrix, or by passing an array of Double to the constructor:

 Matrix mymatrix = new Matrix(int rows, int columns)
 Matrix mymatrix = new Matrix(Double[,] data)

Changing and Accessing Values

Once created, the contents of the matrix can be modified or retrieved using standard (zero-based) indexing:

 mymatrix[0,0] = value;   //replace element 0,0 with specified Double "value"
 value = mymatrix[0,0];   //retrieve value at element 0,0

Determining Size

To determine the size of a given matrix, use the NoRows and NoCols properties:

 int rows = mymatrix.NoRows;
 int columns = mymatrix.NoCols;