Github user ioana-delaney commented on a diff in the pull request:

    https://github.com/apache/spark/pull/17546#discussion_r110987408
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/CostBasedJoinReorder.scala
 ---
    @@ -327,3 +349,110 @@ object JoinReorderDP extends PredicateHelper with 
Logging {
     case class Cost(card: BigInt, size: BigInt) {
       def +(other: Cost): Cost = Cost(this.card + other.card, this.size + 
other.size)
     }
    +
    +/**
    + * Implements optional filters to reduce the search space for join 
enumeration.
    + *
    + * 1) Star-join filters: Plan star-joins together since they are assumed
    + *    to have an optimal execution based on their RI relationship.
    + * 2) Cartesian products: Defer their planning later in the graph to avoid
    + *    large intermediate results (expanding joins, in general).
    + * 3) Composite inners: Don't generate "bushy tree" plans to avoid 
materializing
    + *   intermediate results.
    + *
    + * Filters (2) and (3) are not implemented.
    + */
    +case class JoinReorderDPFilters(conf: SQLConf) extends PredicateHelper {
    +  /**
    +   * Builds join graph information to be used by the filtering strategies.
    +   * Currently, it builds the sets of star/non-star joins.
    +   * It can be extended with the sets of connected/unconnected joins, which
    +   * can be used to filter Cartesian products.
    +   */
    +  def buildJoinGraphInfo(
    +      items: Seq[LogicalPlan],
    +      conditions: Set[Expression],
    +      planIndex: Seq[(LogicalPlan, Int)]): Option[JoinGraphInfo] = {
    +
    +    // Compute the tables in a star-schema relationship.
    +    val starJoin = StarSchemaDetection(conf).findStarJoins(items, 
conditions.toSeq)
    +    val nonStarJoin = items.filterNot(starJoin.contains(_))
    +
    +    if (starJoin.nonEmpty && nonStarJoin.nonEmpty) {
    +      val (starInt, nonStarInt) = planIndex.collect {
    +        case (p, i) if starJoin.contains(p) =>
    +          (Some(i), None)
    +        case (p, i) if nonStarJoin.contains(p) =>
    +          (None, Some(i))
    +        case _ =>
    +          (None, None)
    +      }.unzip
    +      Some(JoinGraphInfo(starInt.flatten.toSet, nonStarInt.flatten.toSet))
    --- End diff --
    
    @wzhfy This is a very useful code simplification. Thank you!


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