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

    https://github.com/apache/spark/pull/23139#discussion_r236377208
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/ReplaceNullWithFalseInPredicate.scala
 ---
    @@ -0,0 +1,107 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.sql.catalyst.optimizer
    +
    +import org.apache.spark.sql.catalyst.expressions.{And, ArrayExists, 
ArrayFilter, CaseWhen, Expression, If}
    +import org.apache.spark.sql.catalyst.expressions.{LambdaFunction, Literal, 
MapFilter, Or}
    +import org.apache.spark.sql.catalyst.expressions.Literal.FalseLiteral
    +import org.apache.spark.sql.catalyst.plans.logical.{Filter, Join, 
LogicalPlan}
    +import org.apache.spark.sql.catalyst.rules.Rule
    +import org.apache.spark.sql.types.BooleanType
    +
    +
    +/**
    + * A rule that replaces `Literal(null, BooleanType)` with `FalseLiteral`, 
if possible, in the search
    + * condition of the WHERE/HAVING/ON(JOIN) clauses, which contain an 
implicit Boolean operator
    + * "(search condition) = TRUE". The replacement is only valid when 
`Literal(null, BooleanType)` is
    + * semantically equivalent to `FalseLiteral` when evaluating the whole 
search condition.
    + *
    + * Please note that FALSE and NULL are not exchangeable in most cases, 
when the search condition
    + * contains NOT and NULL-tolerant expressions. Thus, the rule is very 
conservative and applicable
    + * in very limited cases.
    + *
    + * For example, `Filter(Literal(null, BooleanType))` is equal to 
`Filter(FalseLiteral)`.
    + *
    + * Another example containing branches is `Filter(If(cond, FalseLiteral, 
Literal(null, _)))`;
    + * this can be optimized to `Filter(If(cond, FalseLiteral, 
FalseLiteral))`, and eventually
    + * `Filter(FalseLiteral)`.
    + *
    + * Moreover, this rule also transforms predicates in all [[If]] 
expressions as well as branch
    + * conditions in all [[CaseWhen]] expressions, even if they are not part 
of the search conditions.
    + *
    + * For example, `Project(If(And(cond, Literal(null)), Literal(1), 
Literal(2)))` can be simplified
    + * into `Project(Literal(2))`.
    + */
    +object ReplaceNullWithFalseInPredicate extends Rule[LogicalPlan] {
    +
    +  def apply(plan: LogicalPlan): LogicalPlan = plan transform {
    +    case f @ Filter(cond, _) => f.copy(condition = 
replaceNullWithFalse(cond))
    +    case j @ Join(_, _, _, Some(cond)) => j.copy(condition = 
Some(replaceNullWithFalse(cond)))
    +    case p: LogicalPlan => p transformExpressions {
    +      case i @ If(pred, _, _) => i.copy(predicate = 
replaceNullWithFalse(pred))
    +      case cw @ CaseWhen(branches, _) =>
    +        val newBranches = branches.map { case (cond, value) =>
    +          replaceNullWithFalse(cond) -> value
    +        }
    +        cw.copy(branches = newBranches)
    +      case af @ ArrayFilter(_, lf @ LambdaFunction(func, _, _)) =>
    +        val newLambda = lf.copy(function = replaceNullWithFalse(func))
    +        af.copy(function = newLambda)
    +      case ae @ ArrayExists(_, lf @ LambdaFunction(func, _, _)) =>
    +        val newLambda = lf.copy(function = replaceNullWithFalse(func))
    +        ae.copy(function = newLambda)
    +      case mf @ MapFilter(_, lf @ LambdaFunction(func, _, _)) =>
    +        val newLambda = lf.copy(function = replaceNullWithFalse(func))
    +        mf.copy(function = newLambda)
    +    }
    +  }
    +
    +  /**
    +   * Recursively traverse the Boolean-type expression to replace
    +   * `Literal(null, BooleanType)` with `FalseLiteral`, if possible.
    +   *
    +   * Note that `transformExpressionsDown` can not be used here as we must 
stop as soon as we hit
    +   * an expression that is not [[CaseWhen]], [[If]], [[And]], [[Or]] or
    +   * `Literal(null, BooleanType)`.
    +   */
    +  private def replaceNullWithFalse(e: Expression): Expression = {
    +    if (e.dataType != BooleanType) {
    --- End diff --
    
    Had an offline discussion with @rednaxelafx . We can issue an exception 
instead of silently bypass it. 


---

---------------------------------------------------------------------
To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org
For additional commands, e-mail: reviews-h...@spark.apache.org

Reply via email to