add_output_field: Add Output nodes to a PMML object.

In pmml: Generate PMML for Various Models

Add Output nodes to a PMML object.

Description

Add Output nodes to a PMML object.

Usage

add_output_field(
  xml_model = NULL,
  outputNodes = NULL,
  at = "End",
  xformText = NULL,
  nodeName = NULL,
  attributes = NULL,
  whichOutput = 1,
  namespace = "4_4"
)

Arguments

xml_model	The PMML model to which the OutputField elements are to be added
outputNodes	The Output nodes to be added. These may be created using the 'make_output_nodes' helper function
at	Given an Output element, the 1 based index after which the given Output child element should be inserted at
xformText	Post-processing information to be included in the OutputField element. This expression will be processed by the function_to_pmml function
nodeName	The name of the element to be added
attributes	The attributes to be added
whichOutput	The index of the Output element
namespace	The namespace of the PMML model

Details

This function is meant to add any post-processing information to an existing model via the OutputField element. One can also use this to tell the PMML model to output other values not automatically added to the model output. The first method is to use the 'make_output_nodes' helper function to make a list of output elements to be added. 'whichOutput' lets the function know which of the Output elements we want to work with; there may be more than one in a multiple model file. One can then add those elements there, at the desired index given by the 'at' parameter; the elements are inserted after the OutputField element at the 'at' index. In other words, find the 'whichOutput' Output element, add the 'outputNodes' child elements (which should be OutputField nodes) at the 'at' position in the child nodes. This function can also be used with the 'nodeName' and 'attributes' to add the list of attributes to an OutputField element with name 'nodeName' element using the 'xml_model', 'outputNodes' and 'at' parameters. Finally, one can use this to add the transformation expression given by the 'xformText' parameter to the node with name 'nodeName'. The string given via 'xformText' is converted to an XML expression similarly to the function_to_pmml function. In other words, find the OutputField node with the name 'nodeName' and add the list of attributes given with 'attributes' and also, add the child transformations given in the 'xformText' parameter.

Value

Output node with the OutputField elements inserted.

Author(s)

Tridivesh Jena

Examples

# Load the standard iris dataset
data(iris)

# Create a linear model and convert it to PMML
mod <- lm(Sepal.Length ~ ., iris)
pmod <- pmml(mod)

# Create additional output nodes
onodes0 <- make_output_nodes(
  name = list("OutputField", "OutputField"),
  attributes = list(list(
    name = "dbl",
    optype = "continuous"
  ), NULL),
  expression = list("ln(x)", "ln(x/(1-x))")
)
onodes2 <- make_output_nodes(
  name = list("OutputField", "OutputField"),
  attributes = list(
    list(
      name = "F1",
      dataType = "double", optype = "continuous"
    ),
    list(name = "F2")
  )
)

# Create new pmml objects with the output nodes appended
pmod2 <- add_output_field(
  xml_model = pmod, outputNodes = onodes2, at = "End",
  xformText = NULL, nodeName = NULL, attributes = NULL,
  whichOutput = 1
)
pmod2 <- add_output_field(
  xml_model = pmod, outputNodes = onodes0, at = "End",
  xformText = NULL, nodeName = NULL,
  attributes = NULL, whichOutput = 1
)

# Create nodes with attributes and transformations
pmod3 <- add_output_field(xml_model = pmod2, outputNodes = onodes2, at = 2)
pmod4 <- add_output_field(
  xml_model = pmod2, xformText = list("exp(x) && !x"),
  nodeName = "Predicted_Sepal.Length"
)

att <- list(datype = "dbl", optpe = "dsc")
pmod5 <- add_output_field(
  xml_model = pmod2, nodeName = "Predicted_Sepal.Length",
  attributes = att
)

pmml documentation built on March 18, 2022, 5:49 p.m.