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

    https://github.com/apache/spark/pull/12762#discussion_r61485103
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/recommendation/ALS.scala 
---
    @@ -53,24 +53,43 @@ import org.apache.spark.util.random.XORShiftRandom
      */
     private[recommendation] trait ALSModelParams extends Params with 
HasPredictionCol {
       /**
    -   * Param for the column name for user ids.
    +   * Param for the column name for user ids. Ids must be integers. Other
    +   * numeric types are supported for this column, but will be cast to 
integers as long as they
    +   * fall within the integer value range.
        * Default: "user"
        * @group param
        */
    -  val userCol = new Param[String](this, "userCol", "column name for user 
ids")
    +  val userCol = new Param[String](this, "userCol", "column name for user 
ids. Must be within " +
    +    "the integer value range.")
     
       /** @group getParam */
       def getUserCol: String = $(userCol)
     
       /**
    -   * Param for the column name for item ids.
    +   * Param for the column name for item ids. Ids must be integers. Other
    +   * numeric types are supported for this column, but will be cast to 
integers as long as they
    --- End diff --
    
    So it seems like the only other numeric type we support is Long, maybe it 
would be better to say that? Someone might try and pass in BigInts or Doubles 
and expect this work.


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