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

    https://github.com/apache/spark/pull/23122#discussion_r236219489
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/recommendation/ALS.scala 
---
    @@ -671,7 +671,7 @@ class ALS(@Since("1.4.0") override val uid: String) 
extends Estimator[ALSModel]
         instr.logDataset(dataset)
         instr.logParams(this, rank, numUserBlocks, numItemBlocks, 
implicitPrefs, alpha, userCol,
           itemCol, ratingCol, predictionCol, maxIter, regParam, nonnegative, 
checkpointInterval,
    -      seed, intermediateStorageLevel, finalStorageLevel)
    +      seed, intermediateStorageLevel, finalStorageLevel, coldStartStrategy)
    --- End diff --
    
    `coldStartStrategy` doesn't affect fitting the model, so I'm not sure about 
logging it here. I agree with `validationTol` though. I actually wouldn't have 
added `validationIndicatorCol` but it's in GBTClassifier, so yes stay 
consistent.


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