diff caret_future/tool2/tool2.xml.1 @ 0:a4a2ad5a214e draft default tip

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author deepakjadmin
date Thu, 05 Nov 2015 02:37:56 -0500
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/caret_future/tool2/tool2.xml.1	Thu Nov 05 02:37:56 2015 -0500
@@ -0,0 +1,533 @@
+<tool id="cddddxpsssp2" name="Create script from the template file ">
+<description>
+ used to create script file from user given input to build a model
+</description>
+<command interpreter="python">modelBuilding.py --method $METHOD $RDATA --getdatainfoeval $OPTION11.GETDATAINFOEVAL --getdatainfoecho $OPTION11.GETDATAINFOECHO --getdatainforesult $OPTION11.GETDATAINFORESULT --missingfiltereval $OPTION11.MISSINGFILTEREVAL --missingfilterecho $OPTION11.MISSINGFILTERECHO --missingfilterresult $OPTION11.MISSINGFILTERRESULT --missingfilterthreshc $OPTION11.MISSINGFILTERTHRESHC --missingfilterthreshr $OPTION11.MISSINGFILTERTHRESHR --pcaeval $OPTION11.PCAEVAL --pcaecho $OPTION11.PCAECHO --pcaresult $OPTION11.PCARESULT --pcacomp $OPTION11.PCACOMP --pcaploteval $OPTION11.PCAPLOTEVAL --pcaplotecho $OPTION11.PCAPLOTECHO --pcaplotresult $OPTION11.PCAPLOTRESULT --pcaplotfig $OPTION11.PCAPLOTFIG --initialdataspliteval $OPTION11.INITIALDATASPLITEVAL --initialdatasplitecho $OPTION11.INITIALDATASPLITECHO --initialdatasplitresult $OPTION11.INITIALDATASPLITRESULT --saampling $OPTION11.SAAMPLING --percent $OPTION11.PERCENT --nzveval $OPTION11.NZVEVAL --nzvresult $OPTION11.NZVRESULT --nzvecho $OPTION11.NZVECHO --corrfiltereval $OPTION11.CORRFILTEREVAL --corrfilterresult $OPTION11.CORRFILTERRESULT --corrfilterecho $OPTION11.CORRFILTERECHO --threshholdcor $OPTION11.THRESHHOLDCOR --preproceval $OPTION11.PREPROCEVAL  --preprocecho $OPTION11.PREPROCECHO --preprocresult $OPTION11.PREPROCRESULT --setupworkersecho $OPTION11.SETUPWORKERSECHO --setupworkersresult $OPTION11.SETUPWORKERSRESULT --numworkers $OPTION11.NUMWORKERS --setupresamplingecho $OPTION11.SETUPRESAMPLINGECHO --setupresamplingresult $OPTION11.SETUPRESAMPLINGRESULT --resamplenumber $OPTION11.RESAMPLENUMBER --resamplenumberpercent $OPTION11.RESAMPLENUMBERPERCENT --setupgridresult $OPTION11.SETUPGRIDRESULT --setupgridecho $OPTION11.SETUPGRIDECHO --setupgridsize $OPTION11.SETUPGRIDSIZE --fitmodelresult $OPTION11.FITMODELRESULT --fitmodelecho $OPTION11.FITMODELECHO --fitmodeleval $OPTION11.FITMODELEVAL --modeldescrecho $OPTION11.MODELDESCRECHO --modeldescrresult $OPTION11.MODELDESCRRESULT --resamptableecho $OPTION11.RESAMPTABLEECHO --resamptableresult $OPTION11.RESAMPTABLERESULT --profileplotecho $OPTION11.PROFILEPLOTECHO --profileplotfig $OPTION11.PROFILEPLOTFIG --stopworkersecho $OPTION11.STOPWORKERSECHO --stopworkersresult $OPTION11.STOPWORKERSRESULT --testpredresult $OPTION11.TESTPREDRESULT --testpredecho $OPTION11.TESTPREDECHO --classprobstexresult $OPTION11.CLASSPROBSTEXRESULT --classprobstexecho $OPTION11.CLASSPROBSTEXECHO --classprobstexresult1 $OPTION11.CLASSPROBSTEXRESULT1 --classprobstexecho1 $OPTION11.CLASSPROBSTEXECHO1 --savedataecho $OPTION11.SAVEDATAECHO --savedataresult $OPTION11.SAVEDATARESULT --outputmodel $model --outputresultpdf $document </command> 
+<inputs>
+	<param name="METHOD" type="select" label="Select Method to Train Data" >
+		<option value="pls">Partial Least Square</option>
+		<option value="bagFDA">bag-Fourier Discriminant Analysis</option>
+		<option value="blackboost">black-boost- Boosting Method</option>
+		<option value="earth">Earth-MARS based method</option>
+		<option value="rf">Random Forest</option>
+		<option value="RRF">RRFglobal -Variant of Random Forest</option>
+		<option value="svmRadial">SVM-Radial</option> 
+		<option value="svmPoly">SVM-Polynomial</option>
+		<option value="ada">ada-boost</option>
+		<option value="glm">Generalised linear model </option>
+		<option value="treebag">tree based bagging method</option>
+		<option value="nb">Naive Bayes</option>
+		<option value="knn">K-nearest neighbour</option>
+	</param>
+	<param name="RDATA" format="RData" type="data" label="Select File Containing Training Data" help="RData format" />
+	
+	
+	<conditional name="OPTION11">
+		<param name="PARAMAETERS" type="select">
+            		<option value="basic" selected="TRUE" >Hide Advance Options </option>
+            		<option value="Advance">Show Advance Options</option>
+        	</param>
+       
+       		<when value="basic">
+        
+ 	 <param name="GETDATAINFOEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE" />	
+	
+	<param name="GETDATAINFOECHO" type="hidden" value="FALSE"  help="set True if wish to print. default is False"/>
+        <param name="GETDATAINFORESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+		
+	<param name="MISSINGFILTEREVAL" type="hidden" value= "TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+	
+	<param name="MISSINGFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="MISSINGFILTERRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="MISSINGFILTERTHRESHC" type="hidden" value="0.2"  help="For column wise default is 0.2"/>
+	
+	<param name="MISSINGFILTERTHRESHR" type="hidden" value="0.2"  help="For row wise default is 0.2"/>
+	
+	<param name="PCAEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+	
+	<param name="PCAECHO" type="hidden" value="FALSE" help="set True if wish to print. default is False"/>
+		
+	<param name="PCARESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+	
+	<param name="PCACOMP" type="hidden" value="3" help="set according to need. Default is 3"/>
+		
+	<param name="PCAPLOTEVAL" type="hidden" value="TRUE" help="set TRUE if wish to plot PCA. default is TRUE"/>	
+		
+	<param name="PCAPLOTECHO" type="hidden" value="FALSE" help="Set True if wish to Print .default is False"/>
+		
+	<param name="PCAPLOTRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+   	<param name="PCAPLOTFIG" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+	
+	<param name="INITIALDATASPLITEVAL" type="hidden" value= "TRUE" help="set TRUE for splitting in test and train set.default is True"/>	
+	
+	<param name="INITIALDATASPLITECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+	
+        <param name="SAAMPLING" type="hidden" value="garBage" help="default is with No sampling"/>
+	
+	<param name="INITIALDATASPLITRESULT" type="hidden" value="tex"  help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+  	<param name="PERCENT" type="hidden" value="0.8" help="default is 0.8"/>
+		
+   	<param name="NZVEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+		
+	<param name="NZVRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="NZVECHO" type="hidden" value="FALSE" label="Write Code in Document" help="set True if wish to print .default is False"/>
+		
+	<param name="CORRFILTEREVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+	
+	<param name="CORRFILTERRESULT" type="hidden" value="tex"  help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="CORRFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+	
+	<param name="THRESHHOLDCOR" type="hidden" value="0.75" help="set according to need .default is 0.75"/>
+		
+	<param name="PREPROCEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+		
+	<param name="PREPROCECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="PREPROCRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="SETUPWORKERSEVAL" type="hidden" value="FALSE" help="set TRUE if wish to evaluate. default is False"/>	
+		
+	<param name="SETUPWORKERSECHO" type="hidden" value="FALSE" label="Write Code in Document" help="set True if wish to print .default is False"/>
+		
+	<param name="SETUPWORKERSRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="NUMWORKERS" type="hidden" value="1" help ="default is 1"/>
+		
+   	<param name="SETUPRESAMPLINGECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="SETUPRESAMPLINGRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+		
+	<param name="RESAMPLENUMBER" type="hidden" value="10" label="Set Number of Times to Resample" help="default is 10"/>
+		
+	<param name="RESAMPLENUMBERPERCENT" type="hidden" value="0.75" help="default is 0.75"/>
+
+	<param name="SETUPGRIDRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+	
+  	<param name="SETUPGRIDECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="SETUPGRIDSIZE" type="hidden" value="3" help="default is 3 "/>
+		
+	<param name="FITMODELEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+		
+	<param name="FITMODELRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+	
+	<param name="FITMODELECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="MODELDESCRECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+	
+	<param name="MODELDESCRRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="RESAMPTABLEECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="RESAMPTABLERESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="PROFILEPLOTECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="PROFILEPLOTFIG" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
+		
+	<param name="STOPWORKERSECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="STOPWORKERSRESULT" type="hidden" value= "hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+
+	<param name="TESTPREDRESULT" type="hidden" value= "tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+	
+ 	<param name="TESTPREDECHO" type="hidden" value="FALSE" help="set True if wish to print. default is False"/>
+	
+	<param name="CLASSPROBSTEXRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+	<param name="CLASSPROBSTEXECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"	/>
+		
+	<param name="CLASSPROBSTEXRESULT1" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+		
+	<param name="CLASSPROBSTEXECHO1" type="hidden" value="FALSE" help="set True if wish to print .default is False"	/>
+		
+	<param name="SAVEDATAECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+		
+	<param name="SAVEDATARESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+		
+        </when>
+
+
+
+
+        
+        <when value="Advance">
+        <param name="GETDATAINFOEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE" />
+        <param name="GETDATAINFOECHO" type="hidden" value="FALSE"  help="set True if wish to print. default is False"/>
+        <param name="GETDATAINFORESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
+	
+        <conditional name="CON1">   
+          <param name="PARAMAETERS1" type="select" label="Remove Missing Values">
+                        <option value="YES">YES </option>
+                        <option value="NO" selected="true">NO </option>
+                </param>
+
+                <when value="YES">
+        <param name="MISSINGFILTEREVAL" type="hidden" value= "TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>
+	<param name="MISSINGFILTERECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE" selected="true">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="MISSINGFILTERRESULT" type="select" label="Write Result in document" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+   	</param>
+	<param name="MISSINGFILTERTHRESHC" type="select" label="Set Cutoff Value for Missing Data value Columwise" help="For column wise default is 0.1 means column which has missing value more than 10% will be removed ">
+		<option value="0.1">0.1</option>
+		<option value="0.2">0.2</option>
+		<option value="0.25">0.25</option>
+		<option value="0.3">0.3</option>
+		<option value="0.35">0.35</option>
+		<option value="0.4">0.4</option>
+		<option value="0.45">0.45</option>
+		<option value="0.5">0.5</option>
+		<option value="0.55">0.55</option>
+		<option value="0.6">0.6</option>
+		<option value="0.65">0.65</option>
+		<option value="0.7">0.7</option>
+		<option value="0.75">0.75</option>
+		<option value="0.8">0.8</option>
+	</param>
+	<param name="MISSINGFILTERTHRESHR" type="select" label="Set Cutoff Value for Missing Data Value Rowwise " help="For row wise default is 0.1 means row having more than 10% missing values will be removed">
+		<option value="0.1">0.1</option>
+		<option value="0.2">0.2</option>
+		<option value="0.25">0.25</option>
+		<option value="0.3">0.3</option>
+		<option value="0.35">0.35</option>
+		<option value="0.4">0.4</option>
+		<option value="0.45">0.45</option>
+		<option value="0.5">0.5</option>
+		<option value="0.55">0.55</option>
+		<option value="0.6">0.6</option>
+		<option value="0.65">0.65</option>
+		<option value="0.7">0.7</option>
+		<option value="0.75">0.75</option>
+		<option value="0.8">0.8</option>
+	</param>
+</when>
+<when value="NO">
+        <param name="MISSINGFILTEREVAL" type="hidden" value= "FALSE" help="set TRUE if wish to evaluate. default is FALSE"/>
+
+        <param name="MISSINGFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
+
+        <param name="MISSINGFILTERRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
+
+        <param name="MISSINGFILTERTHRESHC" type="hidden" value="0"  />
+
+        <param name="MISSINGFILTERTHRESHR" type="hidden" value="0" />
+
+</when>
+</conditional>
+
+	<!--param name="PCAEVAL" type="select" value="TRUE" label ="Principle Component Analysis of Data" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="TRUE" selected="true">true</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="PCAECHO" type="select" label="Write Code in Document" help="set True if wish to print. default is False">
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="PCARESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+    	</param>
+	<param name="PCACOMP" type="select" label="Number of PCA Component" help="set according to need. Default is 3">
+		<option value="3">3</option>
+		<option value="4">4</option>
+		<option value="5">5</option>
+		<option value="6">6</option>
+		<option value="7">7</option>
+		<option value="8">8</option>
+		<option value="9">9</option>
+		<option value="10">10</option>
+	</param>
+	<param name="PCAPLOTEVAL" type="select" value="TRUE" label="PCA Plotting" help="set TRUE if wish to plot PCA . default is TRUE">	
+		
+		<option value="TRUE" selected="true">True</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="PCAPLOTECHO" type="select" label="Write Code in Document" help="Set True if wish to Print .default is False">
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="PCAPLOTRESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+    	</param>
+    <param name="PCAPLOTFIG" type="select" label="Figure of PCA Plot" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="TRUE" selected="true">True</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="INITIALDATASPLITEVAL" type="select" value="TRUE" label="Split The Data in Train And Test Set" help="set TRUE for splitting in test and train set.default is True">	
+		<option value="TRUE" selected="true">True</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="INITIALDATASPLITECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+
+ <param name="SAAMPLING" type="select"  label="Select Sampling Method" help="Defult is with No sampling. you may choose downsample or upsample" >
+                <option value="garBage" selected="true">No Sampling</option>
+                <option value="downsampling">downsample</option>
+                <option value="upsampling">upsample</option>
+        </param>
+
+
+	<param name="INITIALDATASPLITRESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+    	</param>
+    <param name="PERCENT" type="select" label="Set Value at Which Data Will be Splitted in Train and Test Set" help="default is 0.8">
+		<option value="0.8">0.8</option>
+		<option value="0.75">0.75</option>
+		<option value="0.6">0.6</option>
+		<option value="0.5">0.5</option>
+    </param>
+    <param name="NZVEVAL" type="select" label="Remove Near Zero Value" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="FALSE">False</option> 
+		<option value="TRUE" selected="true">True</option> 
+	</param>
+	<param name="NZVRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+   	 </param>
+	<param name="NZVECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False">
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="CORRFILTEREVAL" type="select" value="TRUE" label="Remove Highly Correlated Values" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="FALSE">False</option> 
+		<option value="TRUE" selected="true">True</option> 
+	</param>
+	<param name="CORRFILTERRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+    	</param>
+	<param name="CORRFILTERECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="THRESHHOLDCOR" type="select" label="Thresh hold Value for Correlated Value " help="set according to need .default is 0.75">
+		<option value="0.75">0.75</option>
+		<option value="0.4">0.4</option>
+		<option value="0.45">0.45</option>
+		<option value="0.5">0.5</option>
+		<option value="0.55">0.55</option>
+		<option value="0.6">0.6</option>
+		<option value="0.65">0.65</option>
+		<option value="0.7">0.7</option>
+		<option value="0.8">0.8</option>
+		<option value="0.85">0.85</option>
+		<option value="0.9">0.9</option>
+		<option value="0.95">0.95</option>
+	</param>
+	<param name="PREPROCEVAL" type="select" value="TRUE" label="Preprocessing of Data" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="FALSE">False</option> 
+		<option value="TRUE" selected="true">True</option> 
+	</param>
+	<param name="PREPROCECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="PREPROCRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+    	</param>
+	<param name="SETUPWORKERSEVAL" type="select" label="Use Available Processors" help="set TRUE if wish to evaluate. default is False">	
+		<option value="FALSE">False</option> 
+		<option value="TRUE">True</option> 
+	</param>
+	<param name="SETUPWORKERSECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="SETUPWORKERSRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="tex">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+	</param>
+    <param name="NUMWORKERS" type="select" label="Set Number of Processors" help ="default is 1">
+		<option value="1">1</option>
+		<option value="2">2</option>
+		<option value="4">4</option>
+		<option value="6">6</option>
+		<option value="8">8</option>
+		<option value="16">16</option>
+		<option value="24">24</option>
+		<option value="32">32</option>
+		<option value="40">40</option>
+		<option value="48">48</option>
+		<option value="64">64</option>
+    	</param>
+   	<param name="SETUPRESAMPLINGECHO" type="select" label="Print Set Resampling" help="set True if wish to print .default is False">
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="SETUPRESAMPLINGRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is hide">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex">tex-result will written in file</option>
+	</param>
+	<param name="RESAMPLENUMBER" type="select" label="Set Number of Times to Resample" help="default is 10 ">
+		<option value="10">10</option>
+		<option value="5">5</option>
+		<option value="15">15</option>
+		<option value="20">20</option>
+		<option value="25">25</option>
+	</param>
+	<param name="RESAMPLENUMBERPERCENT" type="select" label="Set Resample Percent According to Need" help="default is 0.75">
+		<option value="0.75">0.75</option>
+		<option value="0.4">0.4</option>
+		<option value="0.45">0.45</option>
+		<option value="0.5">0.5</option>
+		<option value="0.55">0.55</option>
+		<option value="0.6">0.6</option>
+		<option value="0.65">0.65</option>
+		<option value="0.7">0.7</option>
+		<option value="0.8">0.8</option>
+	</param>
+	<param name="SETUPGRIDRESULT" type="select" label="Setup Grid" help="Set tex if wish to write in output pdf file. default is hide">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex">tex-result will written in file</option>
+    	</param>
+	<param name="SETUPGRIDECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="SETUPGRIDSIZE" type="select" label="Set Size of The Grid." help="default is 3 ">
+		<option value="3">3</option>
+		<option value="4">4</option>
+		<option value="5">5</option>
+		<option value="6">6</option>
+		<option value="7">7</option>
+		<option value="8">8</option>
+		<option value="9">9</option>
+		<option value="10">10</option>
+		<option value="11">11</option>
+		<option value="12">12</option>
+		<option value="13">13</option>
+		<option value="14">14</option>
+		<option value="15">15</option>
+		<option value="16">16</option>
+		<option value="17">17</option>
+		<option value="18">18</option>
+		<option value="19">19</option>
+		<option value="20">20</option>
+	</param>
+	<param name="FITMODELEVAL" type="select" label="Build a Model." help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="TRUE">True</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="FITMODELRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+    	</param>
+	<param name="FITMODELECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="MODELDESCRECHO" type="select" label="Model Description" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="MODELDESCRRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+   	</param>
+	<param name="RESAMPTABLEECHO" type="select" label="Create Resample Table" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="RESAMPTABLERESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+	</param>
+	<param name="PROFILEPLOTECHO" type="select" label="Profile Plot" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="PROFILEPLOTFIG" type="select" label="Profile Plot Figure" help="set TRUE if wish to evaluate. default is TRUE">	
+		<option value="TRUE">True</option> 
+		<option value="FALSE">False</option> 
+	</param>
+	<param name="STOPWORKERSECHO" type="select" label="Stop Workers" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="STOPWORKERSRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is hide">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex">tex-result will written in file</option>
+   	</param>
+	<param name="TESTPREDRESULT" type="select" label="Test Prediction Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+	</param>
+	<param name="TESTPREDECHO" type="select" label="Write Code in Document" help="set True if wish to print. default is False">
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="CLASSPROBSTEXRESULT" type="select" label="Class Probabilities Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="tex" selected="true">tex-result will written in file</option>
+		<option value="hide">hide-result will not written in file</option>
+	</param>
+	<param name="CLASSPROBSTEXECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="CLASSPROBSTEXRESULT1" type="select" label="Class Probabilities Result Extended" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+	</param>
+	<param name="CLASSPROBSTEXECHO1" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="SAVEDATAECHO" type="select" label="Write Code in Document Model Created" help="set True if wish to print .default is False"	>
+		<option value="FALSE">false</option>
+		<option value="TRUE">true</option>
+	</param>
+	<param name="SAVEDATARESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
+		<option value="hide">hide-result will not written in file</option>
+		<option value="tex" selected="true">tex-result will written in file</option>
+	</param-->
+	</when>
+	</conditional>
+</inputs>
+
+
+<outputs>
+	<data format="RData" label="Model" name="model" />
+	<data format="pdf"  label="Document" name="document" />
+</outputs>		
+<help>
+
+.. class:: infomark
+
+
+
+**Instruction**
+
+----------
+
+Users may change any parameter as their requirement. For normal practice 
+
+user required to provide only input csv file and method for model building.
+
+More details are given in user manual.Please click here
+
+  
+
+
+</help>
+
+
+
+</tool>