Github user yanboliang commented on a diff in the pull request:

    https://github.com/apache/spark/pull/15883#discussion_r87827463
  
    --- Diff: R/pkg/R/mllib.R ---
    @@ -936,20 +939,23 @@ setMethod("predict", signature(object = 
"MultilayerPerceptronClassificationModel
     # Returns the summary of a Multilayer Perceptron Classification Model 
produced by \code{spark.mlp}
     
     #' @param object a Multilayer Perceptron Classification Model fitted by 
\code{spark.mlp}
    -#' @return \code{summary} returns a list containing \code{labelCount}, 
\code{layers}, and
    -#'         \code{weights}. For \code{weights}, it is a numeric vector with 
length equal to
    -#'         the expected given the architecture (i.e., for 8-10-2 network, 
100 connection weights).
    +#' @return \code{summary} returns a list containing \code{numOfInputs}, 
\code{numOfOutputs},
    +#'         \code{layers}, and \code{weights}. For \code{weights}, it is a 
numeric vector with
    +#'         length equal to the expected given the architecture (i.e., for 
8-10-2 network,
    +#'         100 connection weights).
     #' @rdname spark.mlp
     #' @export
     #' @aliases summary,MultilayerPerceptronClassificationModel-method
     #' @note summary(MultilayerPerceptronClassificationModel) since 2.1.0
     setMethod("summary", signature(object = 
"MultilayerPerceptronClassificationModel"),
               function(object) {
                 jobj <- object@jobj
    -            labelCount <- callJMethod(jobj, "labelCount")
                 layers <- unlist(callJMethod(jobj, "layers"))
    +            numOfInputs <- head(layers, n = 1)
    +            numOfOutputs <- tail(layers, n = 1)
                 weights <- callJMethod(jobj, "weights")
    -            list(labelCount = labelCount, layers = layers, weights = 
weights)
    +            list(numOfInputs = numOfInputs, numOfOutputs = numOfOutputs,
    --- End diff --
    
    I changed the summary output to ```numOfInputs``` and ```numOfOutputs```, 
which is consistent with ```mlp``` in R ```RSNNS``` package. The original 
```labelCount``` is actually the ```numOfOutputs```, but the later one should 
be more descriptive as well.


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