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Posted to reviews@spark.apache.org by viirya <gi...@git.apache.org> on 2017/12/01 02:49:50 UTC
[GitHub] spark pull request #19813: [SPARK-22600][SQL] Fix 64kb limit for deeply nest...
Github user viirya commented on a diff in the pull request:
https://github.com/apache/spark/pull/19813#discussion_r154257472
--- Diff: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/ExpressionCodegen.scala ---
@@ -0,0 +1,259 @@
+/*
+ * 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.expressions.codegen
+
+import scala.collection.mutable
+
+import org.apache.spark.sql.catalyst.expressions._
+
+/**
+ * Defines APIs used in expression code generation.
+ */
+object ExpressionCodegen {
+
+ /**
+ * Given an expression, returns the all necessary parameters to evaluate it, so the generated
+ * code of this expression can be split in a function.
+ * The 1st string in returned tuple is the parameter strings used to call the function.
+ * The 2nd string in returned tuple is the parameter strings used to declare the function.
+ *
+ * Returns `None` if it can't produce valid parameters.
+ *
+ * Params to include:
+ * 1. Evaluated columns referred by this, children or deferred expressions.
+ * 2. Rows referred by this, children or deferred expressions.
+ * 3. Eliminated subexpressions referred bu children expressions.
+ */
+ def getExpressionInputParams(
+ ctx: CodegenContext,
+ expr: Expression): Option[(Seq[String], Seq[String])] = {
+ val (inputAttrs, inputVars) = getInputVarsForChildren(ctx, expr)
+ val inputRows = ctx.INPUT_ROW +: getInputRowsForChildren(ctx, expr)
+ val subExprs = getSubExprInChildren(ctx, expr)
+
+ val paramsFromRows = inputRows.distinct.filter(_ != null).map { row =>
+ (row, s"InternalRow $row")
+ }
+ val paramsFromColumns = prepareFunctionParams(ctx, inputAttrs, inputVars)
+ val paramsFromSubExprs = getParamsForSubExprs(ctx, subExprs)
+ val paramsLength = getParamLength(ctx, inputAttrs, subExprs) + paramsFromRows.length
+
+ // Maximum allowed parameter number for Java's method descriptor.
+ if (paramsLength > 255) {
+ None
+ } else {
+ val allParams = (paramsFromRows ++ paramsFromColumns ++ paramsFromSubExprs).unzip
+ val callParams = allParams._1.distinct
+ val declParams = allParams._2.distinct
+ Some((callParams, declParams))
+ }
+ }
+
+ /**
+ * Returns the eliminated subexpressions in the children expressions.
+ */
+ def getSubExprInChildren(ctx: CodegenContext, expr: Expression): Seq[Expression] = {
+ expr.children.flatMap { child =>
+ child.collect {
+ case e if ctx.subExprEliminationExprs.contains(e) => e
+ }
+ }.distinct
+ }
+
+ /**
+ * Given the list of eliminated subexpressions used in the children expressions, returns the
+ * strings of funtion parameters. The first is the variable names used to call the function,
+ * the second is the parameters used to declare the function in generated code.
+ */
+ def getParamsForSubExprs(
+ ctx: CodegenContext,
+ subExprs: Seq[Expression]): Seq[(String, String)] = {
+ subExprs.flatMap { subExpr =>
+ val argType = ctx.javaType(subExpr.dataType)
+
+ val subExprState = ctx.subExprEliminationExprs(subExpr)
+ (subExprState.value, subExprState.isNull)
+
+ if (!subExpr.nullable || subExprState.isNull == "true" || subExprState.isNull == "false") {
+ Seq((subExprState.value, s"$argType ${subExprState.value}"))
+ } else {
+ Seq((subExprState.value, s"$argType ${subExprState.value}"),
+ (subExprState.isNull, s"boolean ${subExprState.isNull}"))
+ }
+ }.distinct
+ }
+
+ /**
+ * Retrieves previous input rows referred by children and deferred expressions.
+ */
+ def getInputRowsForChildren(ctx: CodegenContext, expr: Expression): Seq[String] = {
+ expr.children.flatMap(getInputRows(ctx, _)).distinct
+ }
+
+ /**
+ * Given a child expression, retrieves previous input rows referred by it or deferred expressions
+ * which are needed to evaluate it.
+ */
+ def getInputRows(ctx: CodegenContext, child: Expression): Seq[String] = {
+ child.flatMap {
+ // An expression directly evaluates on current input row.
+ case BoundReference(ordinal, _, _) if ctx.currentVars == null ||
+ ctx.currentVars(ordinal) == null =>
+ Seq(ctx.INPUT_ROW)
+
+ // An expression which is not evaluated yet. Tracks down to find input rows.
+ case BoundReference(ordinal, _, _) if ctx.currentVars(ordinal).code != "" =>
+ trackDownRow(ctx, ctx.currentVars(ordinal))
+
+ case _ => Seq.empty
+ }.distinct
+ }
+
+ /**
+ * Tracks down input rows referred by the generated code snippet.
+ */
+ def trackDownRow(ctx: CodegenContext, exprCode: ExprCode): Seq[String] = {
+ var exprCodes: List[ExprCode] = List(exprCode)
+ val inputRows = mutable.ArrayBuffer.empty[String]
+
+ while (exprCodes.nonEmpty) {
+ exprCodes match {
+ case first :: others =>
+ exprCodes = others
+ if (first.inputRow != null) {
+ inputRows += first.inputRow
+ }
+ first.inputVars.foreach { inputVar =>
+ if (inputVar.exprCode.code != "") {
+ exprCodes = inputVar.exprCode :: exprCodes
+ }
+ }
+ case _ =>
+ }
+ }
+ inputRows.toSeq
+ }
+
+ /**
+ * Retrieves previously evaluated columns referred by children and deferred expressions.
+ * Returned tuple contains the list of expressions and the list of generated codes.
+ */
+ def getInputVarsForChildren(
+ ctx: CodegenContext,
+ expr: Expression): (Seq[Expression], Seq[ExprCode]) = {
+ expr.children.flatMap(getInputVars(ctx, _)).distinct.unzip
+ }
+
+ /**
+ * Given a child expression, retrieves previously evaluated columns referred by it or
+ * deferred expressions which are needed to evaluate it.
+ */
+ def getInputVars(ctx: CodegenContext, child: Expression): Seq[(Expression, ExprCode)] = {
+ if (ctx.currentVars == null) {
+ return Seq.empty
+ }
+
+ child.flatMap {
+ // An evaluated variable.
+ case b @ BoundReference(ordinal, _, _) if ctx.currentVars(ordinal) != null &&
+ ctx.currentVars(ordinal).code == "" =>
+ Seq((b, ctx.currentVars(ordinal)))
+
+ // An input variable which is not evaluated yet. Tracks down to find any evaluated variables
+ // in the expression path.
+ // E.g., if this expression is "d = c + 1" and "c" is not evaluated. We need to track to
+ // "c = a + b" and see if "a" and "b" are evaluated. If they are, we need to return them so
+ // to include them into parameters, if not, we track down further.
+ case b @ BoundReference(ordinal, _, _) if ctx.currentVars(ordinal) != null =>
+ trackDownVar(ctx, ctx.currentVars(ordinal))
+
+ case _ => Seq.empty
+ }.distinct
+ }
+
+ /**
+ * Tracks down previously evaluated columns referred by the generated code snippet.
+ */
+ def trackDownVar(ctx: CodegenContext, exprCode: ExprCode): Seq[(Expression, ExprCode)] = {
+ var exprCodes: List[ExprCode] = List(exprCode)
+ val inputVars = mutable.ArrayBuffer.empty[(Expression, ExprCode)]
+
+ while (exprCodes.nonEmpty) {
+ exprCodes match {
+ case first :: others =>
+ exprCodes = others
+ first.inputVars.foreach { inputVar =>
+ if (inputVar.exprCode.code == "") {
+ inputVars += ((inputVar.expr, inputVar.exprCode))
+ } else {
+ exprCodes = inputVar.exprCode :: exprCodes
+ }
+ }
+ case _ =>
+ }
+ }
+ inputVars.toSeq
+ }
+
+ /**
+ * Helper function to calculate the size of an expression as function parameter.
+ */
+ def calculateParamLength(ctx: CodegenContext, input: Expression): Int = {
+ ctx.javaType(input.dataType) match {
+ case (ctx.JAVA_LONG | ctx.JAVA_DOUBLE) if !input.nullable => 2
--- End diff --
It is based on the spec: https://docs.oracle.com/javase/specs/jvms/se7/html/jvms-4.html#jvms-4.3.3
> The total length is calculated by summing the contributions of the individual parameters, where a parameter of type long or double contributes two units to the length and a parameter of any other type contributes one unit.
If you ask why it requires two units, I don't know exactly the reason. But I guess it may related to the units long or double occupies in operand stack: https://docs.oracle.com/javase/specs/jvms/se7/html/jvms-2.html#jvms-2.6.2
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