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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one or more |
| 3 | + * contributor license agreements. See the NOTICE file distributed with |
| 4 | + * this work for additional information regarding copyright ownership. |
| 5 | + * The ASF licenses this file to You under the Apache License, Version 2.0 |
| 6 | + * (the "License"); you may not use this file except in compliance with |
| 7 | + * the License. You may obtain a copy of the License at |
| 8 | + * |
| 9 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | + * |
| 11 | + * Unless required by applicable law or agreed to in writing, software |
| 12 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | + * See the License for the specific language governing permissions and |
| 15 | + * limitations under the License. |
| 16 | + */ |
| 17 | + |
| 18 | +package org.apache.spark.sql.execution.joins |
| 19 | + |
| 20 | +import org.apache.spark.{PartitionEvaluator, PartitionEvaluatorFactory} |
| 21 | +import org.apache.spark.sql.catalyst.InternalRow |
| 22 | +import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression, GenericInternalRow, JoinedRow, Predicate, Projection, RowOrdering, UnsafeProjection, UnsafeRow} |
| 23 | +import org.apache.spark.sql.catalyst.plans.{ExistenceJoin, FullOuter, InnerLike, JoinType, LeftAnti, LeftOuter, LeftSemi, RightOuter} |
| 24 | +import org.apache.spark.sql.execution.{ExternalAppendOnlyUnsafeRowArray, RowIterator, SparkPlan} |
| 25 | +import org.apache.spark.sql.execution.metric.SQLMetric |
| 26 | + |
| 27 | +class SortMergeJoinEvaluatorFactory( |
| 28 | + leftKeys: Seq[Expression], |
| 29 | + rightKeys: Seq[Expression], |
| 30 | + joinType: JoinType, |
| 31 | + condition: Option[Expression], |
| 32 | + left: SparkPlan, |
| 33 | + right: SparkPlan, |
| 34 | + output: Seq[Attribute], |
| 35 | + inMemoryThreshold: Int, |
| 36 | + spillThreshold: Int, |
| 37 | + numOutputRows: SQLMetric, |
| 38 | + spillSize: SQLMetric, |
| 39 | + onlyBufferFirstMatchedRow: Boolean) |
| 40 | + extends PartitionEvaluatorFactory[InternalRow, InternalRow] { |
| 41 | + override def createEvaluator(): PartitionEvaluator[InternalRow, InternalRow] = |
| 42 | + new SortMergeJoinEvaluator |
| 43 | + |
| 44 | + private class SortMergeJoinEvaluator extends PartitionEvaluator[InternalRow, InternalRow] { |
| 45 | + |
| 46 | + private def cleanupResources(): Unit = { |
| 47 | + IndexedSeq(left, right).foreach(_.cleanupResources()) |
| 48 | + } |
| 49 | + private def createLeftKeyGenerator(): Projection = |
| 50 | + UnsafeProjection.create(leftKeys, left.output) |
| 51 | + |
| 52 | + private def createRightKeyGenerator(): Projection = |
| 53 | + UnsafeProjection.create(rightKeys, right.output) |
| 54 | + |
| 55 | + override def eval( |
| 56 | + partitionIndex: Int, |
| 57 | + inputs: Iterator[InternalRow]*): Iterator[InternalRow] = { |
| 58 | + assert(inputs.length == 2) |
| 59 | + val leftIter = inputs(0) |
| 60 | + val rightIter = inputs(1) |
| 61 | + |
| 62 | + val boundCondition: InternalRow => Boolean = { |
| 63 | + condition.map { cond => |
| 64 | + Predicate.create(cond, left.output ++ right.output).eval _ |
| 65 | + }.getOrElse { |
| 66 | + (r: InternalRow) => true |
| 67 | + } |
| 68 | + } |
| 69 | + |
| 70 | + // An ordering that can be used to compare keys from both sides. |
| 71 | + val keyOrdering = RowOrdering.createNaturalAscendingOrdering(leftKeys.map(_.dataType)) |
| 72 | + val resultProj: InternalRow => InternalRow = UnsafeProjection.create(output, output) |
| 73 | + |
| 74 | + joinType match { |
| 75 | + case _: InnerLike => |
| 76 | + new RowIterator { |
| 77 | + private[this] var currentLeftRow: InternalRow = _ |
| 78 | + private[this] var currentRightMatches: ExternalAppendOnlyUnsafeRowArray = _ |
| 79 | + private[this] var rightMatchesIterator: Iterator[UnsafeRow] = null |
| 80 | + private[this] val smjScanner = new SortMergeJoinScanner( |
| 81 | + createLeftKeyGenerator(), |
| 82 | + createRightKeyGenerator(), |
| 83 | + keyOrdering, |
| 84 | + RowIterator.fromScala(leftIter), |
| 85 | + RowIterator.fromScala(rightIter), |
| 86 | + inMemoryThreshold, |
| 87 | + spillThreshold, |
| 88 | + spillSize, |
| 89 | + cleanupResources) |
| 90 | + private[this] val joinRow = new JoinedRow |
| 91 | + |
| 92 | + if (smjScanner.findNextInnerJoinRows()) { |
| 93 | + currentRightMatches = smjScanner.getBufferedMatches |
| 94 | + currentLeftRow = smjScanner.getStreamedRow |
| 95 | + rightMatchesIterator = currentRightMatches.generateIterator() |
| 96 | + } |
| 97 | + |
| 98 | + override def advanceNext(): Boolean = { |
| 99 | + while (rightMatchesIterator != null) { |
| 100 | + if (!rightMatchesIterator.hasNext) { |
| 101 | + if (smjScanner.findNextInnerJoinRows()) { |
| 102 | + currentRightMatches = smjScanner.getBufferedMatches |
| 103 | + currentLeftRow = smjScanner.getStreamedRow |
| 104 | + rightMatchesIterator = currentRightMatches.generateIterator() |
| 105 | + } else { |
| 106 | + currentRightMatches = null |
| 107 | + currentLeftRow = null |
| 108 | + rightMatchesIterator = null |
| 109 | + return false |
| 110 | + } |
| 111 | + } |
| 112 | + joinRow(currentLeftRow, rightMatchesIterator.next()) |
| 113 | + if (boundCondition(joinRow)) { |
| 114 | + numOutputRows += 1 |
| 115 | + return true |
| 116 | + } |
| 117 | + } |
| 118 | + false |
| 119 | + } |
| 120 | + |
| 121 | + override def getRow: InternalRow = resultProj(joinRow) |
| 122 | + }.toScala |
| 123 | + |
| 124 | + case LeftOuter => |
| 125 | + val smjScanner = new SortMergeJoinScanner( |
| 126 | + streamedKeyGenerator = createLeftKeyGenerator(), |
| 127 | + bufferedKeyGenerator = createRightKeyGenerator(), |
| 128 | + keyOrdering, |
| 129 | + streamedIter = RowIterator.fromScala(leftIter), |
| 130 | + bufferedIter = RowIterator.fromScala(rightIter), |
| 131 | + inMemoryThreshold, |
| 132 | + spillThreshold, |
| 133 | + spillSize, |
| 134 | + cleanupResources) |
| 135 | + val rightNullRow = new GenericInternalRow(right.output.length) |
| 136 | + new LeftOuterIterator( |
| 137 | + smjScanner, |
| 138 | + rightNullRow, |
| 139 | + boundCondition, |
| 140 | + resultProj, |
| 141 | + numOutputRows).toScala |
| 142 | + |
| 143 | + case RightOuter => |
| 144 | + val smjScanner = new SortMergeJoinScanner( |
| 145 | + streamedKeyGenerator = createRightKeyGenerator(), |
| 146 | + bufferedKeyGenerator = createLeftKeyGenerator(), |
| 147 | + keyOrdering, |
| 148 | + streamedIter = RowIterator.fromScala(rightIter), |
| 149 | + bufferedIter = RowIterator.fromScala(leftIter), |
| 150 | + inMemoryThreshold, |
| 151 | + spillThreshold, |
| 152 | + spillSize, |
| 153 | + cleanupResources) |
| 154 | + val leftNullRow = new GenericInternalRow(left.output.length) |
| 155 | + new RightOuterIterator( |
| 156 | + smjScanner, |
| 157 | + leftNullRow, |
| 158 | + boundCondition, |
| 159 | + resultProj, |
| 160 | + numOutputRows).toScala |
| 161 | + |
| 162 | + case FullOuter => |
| 163 | + val leftNullRow = new GenericInternalRow(left.output.length) |
| 164 | + val rightNullRow = new GenericInternalRow(right.output.length) |
| 165 | + val smjScanner = new SortMergeFullOuterJoinScanner( |
| 166 | + leftKeyGenerator = createLeftKeyGenerator(), |
| 167 | + rightKeyGenerator = createRightKeyGenerator(), |
| 168 | + keyOrdering, |
| 169 | + leftIter = RowIterator.fromScala(leftIter), |
| 170 | + rightIter = RowIterator.fromScala(rightIter), |
| 171 | + boundCondition, |
| 172 | + leftNullRow, |
| 173 | + rightNullRow) |
| 174 | + |
| 175 | + new FullOuterIterator(smjScanner, resultProj, numOutputRows).toScala |
| 176 | + |
| 177 | + case LeftSemi => |
| 178 | + new RowIterator { |
| 179 | + private[this] var currentLeftRow: InternalRow = _ |
| 180 | + private[this] val smjScanner = new SortMergeJoinScanner( |
| 181 | + createLeftKeyGenerator(), |
| 182 | + createRightKeyGenerator(), |
| 183 | + keyOrdering, |
| 184 | + RowIterator.fromScala(leftIter), |
| 185 | + RowIterator.fromScala(rightIter), |
| 186 | + inMemoryThreshold, |
| 187 | + spillThreshold, |
| 188 | + spillSize, |
| 189 | + cleanupResources, |
| 190 | + onlyBufferFirstMatchedRow) |
| 191 | + private[this] val joinRow = new JoinedRow |
| 192 | + |
| 193 | + override def advanceNext(): Boolean = { |
| 194 | + while (smjScanner.findNextInnerJoinRows()) { |
| 195 | + val currentRightMatches = smjScanner.getBufferedMatches |
| 196 | + currentLeftRow = smjScanner.getStreamedRow |
| 197 | + if (currentRightMatches != null && currentRightMatches.length > 0) { |
| 198 | + val rightMatchesIterator = currentRightMatches.generateIterator() |
| 199 | + while (rightMatchesIterator.hasNext) { |
| 200 | + joinRow(currentLeftRow, rightMatchesIterator.next()) |
| 201 | + if (boundCondition(joinRow)) { |
| 202 | + numOutputRows += 1 |
| 203 | + return true |
| 204 | + } |
| 205 | + } |
| 206 | + } |
| 207 | + } |
| 208 | + false |
| 209 | + } |
| 210 | + |
| 211 | + override def getRow: InternalRow = currentLeftRow |
| 212 | + }.toScala |
| 213 | + |
| 214 | + case LeftAnti => |
| 215 | + new RowIterator { |
| 216 | + private[this] var currentLeftRow: InternalRow = _ |
| 217 | + private[this] val smjScanner = new SortMergeJoinScanner( |
| 218 | + createLeftKeyGenerator(), |
| 219 | + createRightKeyGenerator(), |
| 220 | + keyOrdering, |
| 221 | + RowIterator.fromScala(leftIter), |
| 222 | + RowIterator.fromScala(rightIter), |
| 223 | + inMemoryThreshold, |
| 224 | + spillThreshold, |
| 225 | + spillSize, |
| 226 | + cleanupResources, |
| 227 | + onlyBufferFirstMatchedRow) |
| 228 | + private[this] val joinRow = new JoinedRow |
| 229 | + |
| 230 | + override def advanceNext(): Boolean = { |
| 231 | + while (smjScanner.findNextOuterJoinRows()) { |
| 232 | + currentLeftRow = smjScanner.getStreamedRow |
| 233 | + val currentRightMatches = smjScanner.getBufferedMatches |
| 234 | + if (currentRightMatches == null || currentRightMatches.length == 0) { |
| 235 | + numOutputRows += 1 |
| 236 | + return true |
| 237 | + } |
| 238 | + var found = false |
| 239 | + val rightMatchesIterator = currentRightMatches.generateIterator() |
| 240 | + while (!found && rightMatchesIterator.hasNext) { |
| 241 | + joinRow(currentLeftRow, rightMatchesIterator.next()) |
| 242 | + if (boundCondition(joinRow)) { |
| 243 | + found = true |
| 244 | + } |
| 245 | + } |
| 246 | + if (!found) { |
| 247 | + numOutputRows += 1 |
| 248 | + return true |
| 249 | + } |
| 250 | + } |
| 251 | + false |
| 252 | + } |
| 253 | + |
| 254 | + override def getRow: InternalRow = currentLeftRow |
| 255 | + }.toScala |
| 256 | + |
| 257 | + case j: ExistenceJoin => |
| 258 | + new RowIterator { |
| 259 | + private[this] var currentLeftRow: InternalRow = _ |
| 260 | + private[this] val result: InternalRow = new GenericInternalRow(Array[Any](null)) |
| 261 | + private[this] val smjScanner = new SortMergeJoinScanner( |
| 262 | + createLeftKeyGenerator(), |
| 263 | + createRightKeyGenerator(), |
| 264 | + keyOrdering, |
| 265 | + RowIterator.fromScala(leftIter), |
| 266 | + RowIterator.fromScala(rightIter), |
| 267 | + inMemoryThreshold, |
| 268 | + spillThreshold, |
| 269 | + spillSize, |
| 270 | + cleanupResources, |
| 271 | + onlyBufferFirstMatchedRow) |
| 272 | + private[this] val joinRow = new JoinedRow |
| 273 | + |
| 274 | + override def advanceNext(): Boolean = { |
| 275 | + while (smjScanner.findNextOuterJoinRows()) { |
| 276 | + currentLeftRow = smjScanner.getStreamedRow |
| 277 | + val currentRightMatches = smjScanner.getBufferedMatches |
| 278 | + var found = false |
| 279 | + if (currentRightMatches != null && currentRightMatches.length > 0) { |
| 280 | + val rightMatchesIterator = currentRightMatches.generateIterator() |
| 281 | + while (!found && rightMatchesIterator.hasNext) { |
| 282 | + joinRow(currentLeftRow, rightMatchesIterator.next()) |
| 283 | + if (boundCondition(joinRow)) { |
| 284 | + found = true |
| 285 | + } |
| 286 | + } |
| 287 | + } |
| 288 | + result.setBoolean(0, found) |
| 289 | + numOutputRows += 1 |
| 290 | + return true |
| 291 | + } |
| 292 | + false |
| 293 | + } |
| 294 | + |
| 295 | + override def getRow: InternalRow = resultProj(joinRow(currentLeftRow, result)) |
| 296 | + }.toScala |
| 297 | + |
| 298 | + case x => |
| 299 | + throw new IllegalArgumentException(s"SortMergeJoin should not take $x as the JoinType") |
| 300 | + } |
| 301 | + |
| 302 | + } |
| 303 | + } |
| 304 | +} |
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