diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
index 6d807c9ecf30..b1ba501e5d6e 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
@@ -48,7 +48,7 @@ import org.apache.spark.sql.types._
  *                       the same output data type.
  *
  */
-abstract class Expression extends TreeNode[Expression] {
+abstract class Expression extends TreeNode[Expression]{
 
   /**
    * Returns true when an expression is a candidate for static evaluation before the query is
@@ -139,19 +139,20 @@ abstract class Expression extends TreeNode[Expression] {
    */
   def childrenResolved: Boolean = children.forall(_.resolved)
 
+  def checkSemantic(elements1: Seq[Any], elements2: Seq[Any]): Boolean = {
+    elements1.length == elements2.length && elements1.zip(elements2).forall {
+      case (e1: Expression, e2: Expression) => e1 semanticEquals e2
+      case (Some(e1: Expression), Some(e2: Expression)) => e1 semanticEquals e2
+      case (t1: Traversable[_], t2: Traversable[_]) => checkSemantic(t1.toSeq, t2.toSeq)
+      case (i1, i2) => i1 == i2
+    }
+  }
+
   /**
    * Returns true when two expressions will always compute the same result, even if they differ
    * cosmetically (i.e. capitalization of names in attributes may be different).
    */
   def semanticEquals(other: Expression): Boolean = this.getClass == other.getClass && {
-    def checkSemantic(elements1: Seq[Any], elements2: Seq[Any]): Boolean = {
-      elements1.length == elements2.length && elements1.zip(elements2).forall {
-        case (e1: Expression, e2: Expression) => e1 semanticEquals e2
-        case (Some(e1: Expression), Some(e2: Expression)) => e1 semanticEquals e2
-        case (t1: Traversable[_], t2: Traversable[_]) => checkSemantic(t1.toSeq, t2.toSeq)
-        case (i1, i2) => i1 == i2
-      }
-    }
     // Non-deterministic expressions cannot be semantic equal
     if (!deterministic || !other.deterministic) return false
     val elements1 = this.productIterator.toSeq
@@ -159,6 +160,18 @@ abstract class Expression extends TreeNode[Expression] {
     checkSemantic(elements1, elements2)
   }
 
+  /**
+   * Returns a sequence of expressions by removing from q the first expression that is semantically
+   * equivalent to e. If such an expression was not found, return seq.
+   */
+  def removeFirstSemanticEquivalent(seq: Seq[Expression], e: Expression): Seq[Expression] = {
+    seq match {
+      case Seq() => Seq()
+      case x +: rest if x semanticEquals e => rest
+      case x +: rest => x +: removeFirstSemanticEquivalent(rest, e)
+    }
+  }
+
   /**
    * Returns the hash for this expression. Expressions that compute the same result, even if
    * they differ cosmetically should return the same hash.
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
index 304b438c84ba..85d08d68f7dd 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
@@ -228,7 +228,8 @@ case class InSet(child: Expression, hset: Set[Any]) extends UnaryExpression with
   }
 }
 
-case class And(left: Expression, right: Expression) extends BinaryOperator with Predicate {
+case class And(left: Expression, right: Expression) extends BinaryOperator
+  with Predicate with PredicateHelper{
 
   override def inputType: AbstractDataType = BooleanType
 
@@ -252,6 +253,27 @@ case class And(left: Expression, right: Expression) extends BinaryOperator with
     }
   }
 
+  override def semanticEquals(other: Expression): Boolean = this.getClass == other.getClass && {
+    // Non-deterministic expressions cannot be semantic equal
+    if (!deterministic || !other.deterministic) return false
+
+    // We already know both expressions are And, so we can tolerate ordering different
+    // Recursively call semanticEquals on subexpressions to check the equivalency of two seqs.
+    var elements1 = splitConjunctivePredicates(this)
+    val elements2 = splitConjunctivePredicates(other)
+    // We can recursively call semanticEquals to check the equivalency for subexpressions, but
+    // there is no simple solution to compare the equivalency of sequence of expressions.
+    // Expression class doesn't have order, so we couldn't sort them. We can neither use
+    // set comparison as Set doesn't support custom compare function, which is semanticEquals.
+    // To check the equivalency of elements1 and elements2, we first compare their size. Then
+    // for each element in elements2, we remove its first semantically equivalent expression from
+    // elements1. If they are semantically equivalent, elements1 should be empty at the end.
+    elements1.size == elements2.size && {
+      for (e <- elements2) elements1 = removeFirstSemanticEquivalent(elements1, e)
+      elements1.isEmpty
+    }
+  }
+
   override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): String = {
     val eval1 = left.gen(ctx)
     val eval2 = right.gen(ctx)
@@ -277,7 +299,8 @@ case class And(left: Expression, right: Expression) extends BinaryOperator with
 }
 
 
-case class Or(left: Expression, right: Expression) extends BinaryOperator with Predicate {
+case class Or(left: Expression, right: Expression) extends BinaryOperator
+  with Predicate with PredicateHelper {
 
   override def inputType: AbstractDataType = BooleanType
 
@@ -301,6 +324,26 @@ case class Or(left: Expression, right: Expression) extends BinaryOperator with P
     }
   }
 
+  override def semanticEquals(other: Expression): Boolean = this.getClass == other.getClass && {
+    // Non-deterministic expressions cannot be semantic equal
+    if (!deterministic || !other.deterministic) return false
+
+    // We know both expressions are Or, so we can tolerate ordering different
+    var elements1 = splitDisjunctivePredicates(this)
+    val elements2 = splitDisjunctivePredicates(other)
+    // We can recursively call semanticEquals to check the equivalency for subexpressions, but
+    // there is no simple solution to compare the equivalency of sequence of expressions.
+    // Expression class doesn't have order, so we couldn't sort them. We can neither use
+    // set comparison as Set doesn't support custom compare function, which is semanticEquals.
+    // To check the equivalency of elements1 and elements2, we first compare their size. Then
+    // for each element in elements2, we remove its first semantically equivalent expression from
+    // elements1. If they are semantically equivalent, elements1 should be empty at the end.
+    elements1.size == elements2.size && {
+      for (e <- elements2) elements1 = removeFirstSemanticEquivalent(elements1, e)
+      elements1.isEmpty
+    }
+  }
+
   override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): String = {
     val eval1 = left.gen(ctx)
     val eval2 = right.gen(ctx)
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/LogicalPlan.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/LogicalPlan.scala
index 8f8747e10593..f63a9fb9ed80 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/LogicalPlan.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/LogicalPlan.scala
@@ -127,33 +127,38 @@ abstract class LogicalPlan extends QueryPlan[LogicalPlan] with Logging {
       cleanLeft.children.size == cleanRight.children.size && {
       logDebug(
         s"[${cleanRight.cleanArgs.mkString(", ")}] == [${cleanLeft.cleanArgs.mkString(", ")}]")
-      cleanRight.cleanArgs == cleanLeft.cleanArgs
-    } &&
-    (cleanLeft.children, cleanRight.children).zipped.forall(_ sameResult _)
+      cleanLeft.cleanArgs.zip(cleanRight.cleanArgs).forall {
+        case (e1: Expression, e2: Expression) => e1 semanticEquals e2
+        case (a1, a2) => a1 == a2
+      }
+    } && (cleanLeft.children, cleanRight.children).zipped.forall(_ sameResult _)
+  }
+
+  /** Clean an expression so that differences in expression id should not affect equality */
+  def cleanExpression(e: Expression, input: Seq[Attribute]): Expression = e match {
+    case a: Alias =>
+      // As the root of the expression, Alias will always take an arbitrary exprId, we need
+      // to erase that for equality testing.
+      val cleanedExprId = Alias(a.child, a.name)(ExprId(-1), a.qualifiers)
+      BindReferences.bindReference(cleanedExprId, input, allowFailures = true)
+    case other => BindReferences.bindReference(other, input, allowFailures = true)
   }
 
+
   /** Args that have cleaned such that differences in expression id should not affect equality */
   protected lazy val cleanArgs: Seq[Any] = {
     val input = children.flatMap(_.output)
-    def cleanExpression(e: Expression) = e match {
-      case a: Alias =>
-        // As the root of the expression, Alias will always take an arbitrary exprId, we need
-        // to erase that for equality testing.
-        val cleanedExprId = Alias(a.child, a.name)(ExprId(-1), a.qualifiers)
-        BindReferences.bindReference(cleanedExprId, input, allowFailures = true)
-      case other => BindReferences.bindReference(other, input, allowFailures = true)
-    }
 
     productIterator.map {
       // Children are checked using sameResult above.
       case tn: TreeNode[_] if containsChild(tn) => null
-      case e: Expression => cleanExpression(e)
+      case e: Expression => cleanExpression(e, input)
       case s: Option[_] => s.map {
-        case e: Expression => cleanExpression(e)
+        case e: Expression => cleanExpression(e, input)
         case other => other
       }
       case s: Seq[_] => s.map {
-        case e: Expression => cleanExpression(e)
+        case e: Expression => cleanExpression(e, input)
         case other => other
       }
       case other => other
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/plans/SameResultSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/plans/SameResultSuite.scala
index 62d5f6ac7488..f9966fb0dfef 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/plans/SameResultSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/plans/SameResultSuite.scala
@@ -28,8 +28,8 @@ import org.apache.spark.sql.catalyst.util._
  * Tests for the sameResult function of [[LogicalPlan]].
  */
 class SameResultSuite extends SparkFunSuite {
-  val testRelation = LocalRelation('a.int, 'b.int, 'c.int)
-  val testRelation2 = LocalRelation('a.int, 'b.int, 'c.int)
+  val testRelation = LocalRelation('a.int, 'b.int, 'c.int, 'd.int)
+  val testRelation2 = LocalRelation('a.int, 'b.int, 'c.int, 'd.int)
 
   def assertSameResult(a: LogicalPlan, b: LogicalPlan, result: Boolean = true): Unit = {
     val aAnalyzed = a.analyze
@@ -57,6 +57,24 @@ class SameResultSuite extends SparkFunSuite {
 
   test("filters") {
     assertSameResult(testRelation.where('a === 'b), testRelation2.where('a === 'b))
+    assertSameResult(testRelation.where('a === 'b && 'c === 'd),
+      testRelation2.where('c === 'd && 'a === 'b )
+    )
+    assertSameResult(testRelation.where('a === 'b || 'c === 'd),
+      testRelation2.where('c === 'd || 'a === 'b )
+    )
+    assertSameResult(testRelation.where(('a === 'b || 'c === 'd) && ('e === 'f || 'g === 'h)),
+      testRelation2.where(('g === 'h || 'e === 'f) && ('c === 'd || 'a === 'b ))
+    )
+
+    assertSameResult(testRelation.where('a === 'b && 'c === 'd),
+      testRelation2.where('a === 'c && 'b === 'd),
+      result = false
+    )
+    assertSameResult(testRelation.where('a === 'b || 'c === 'd),
+      testRelation2.where('a === 'c || 'b === 'd),
+      result = false
+    )
   }
 
   test("sorts") {