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remove commented code
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  • mllib/src/main/scala/org/apache/spark/mllib/recommendation

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mllib/src/main/scala/org/apache/spark/mllib/recommendation/ALS.scala

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@@ -137,6 +137,7 @@ class ALS private (
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this
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}
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/** Sets a random seed to have deterministic results. */
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def setSeed(seed: Long): ALS = {
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this.seed = seed
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this
@@ -419,14 +420,12 @@ class ALS private (
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implicitPrefs match {
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case false =>
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userXtX(us(i)).addi(tempXtX)
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// dspr(1.0, x, userXtX(us(i)))
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SimpleBlas.axpy(rs(i), x, userXy(us(i)))
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case true =>
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// Extension to the original paper to handle rs(i) < 0. confidence is a function
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// of |rs(i)| instead so that it is never negative:
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val confidence = 1 + alpha * abs(rs(i))
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SimpleBlas.axpy(confidence - 1.0, tempXtX, userXtX(us(i)))
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// dspr(confidence - 1.0, x, userXtX(us(i)))
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// For rs(i) < 0, the corresponding entry in P is 0 now, not 1 -- negative rs(i)
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// means we try to reconstruct 0. We add terms only where P = 1, so, term below
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// is now only added for rs(i) > 0:

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