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[SPARK-14678][SQL]Add a file sink log to support versioning and compaction #12435
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| /* | ||
| * 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. | ||
| */ | ||
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| package org.apache.spark.sql.execution.streaming | ||
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| import java.io.IOException | ||
| import java.nio.charset.StandardCharsets.UTF_8 | ||
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| import org.apache.hadoop.fs.{Path, PathFilter} | ||
| import org.json4s.NoTypeHints | ||
| import org.json4s.jackson.Serialization | ||
| import org.json4s.jackson.Serialization.{read, write} | ||
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| import org.apache.spark.sql.SQLContext | ||
| import org.apache.spark.sql.internal.SQLConf | ||
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| /** | ||
| * @param path the file path | ||
| * @param size the file size | ||
| * @param action the file action. Must be either "add" or "delete". | ||
| */ | ||
| case class FileLog(path: String, size: Long, action: String) | ||
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| /** | ||
| * A special log for [[FileStreamSink]]. It will write one log file for each batch. The first line | ||
| * of the log file is the version number, and there are multiple JSON lines following. Each JSON | ||
| * line is a JSON format of [[FileLog]]. | ||
| * | ||
| * As reading from many small files is usually pretty slow, [[FileStreamSinkLog]] will compact log | ||
| * files every "spark.sql.sink.file.log.compactLen" batches into a big file. When doing a compact, | ||
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| * it will read all history logs and merge them with the new batch. During the compaction, it will | ||
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| * also delete the files that are deleted (marked by [[FileLog.action]]). When the reader uses | ||
| * `allLogs` to list all files, this method only returns the visible files (drops the deleted | ||
| * files). | ||
| */ | ||
| class FileStreamSinkLog(sqlContext: SQLContext, path: String) | ||
| extends HDFSMetadataLog[Seq[FileLog]](sqlContext, path) { | ||
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| import FileStreamSinkLog._ | ||
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| private implicit val formats = Serialization.formats(NoTypeHints) | ||
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| /** | ||
| * If we delete the old files after compaction at once, there is a race condition in S3: other | ||
| * processes may see the old files are deleted but still cannot see the compaction file. The user | ||
| * should set a reasonable `fileExpiredTimeMS`. We will wait until then so that the compaction | ||
| * file is guaranteed to be visible for all readers | ||
| */ | ||
| private val fileExpiredTimeMS = sqlContext.getConf(SQLConf.FILE_STREAM_SINK_LOG_EXPIRED_TIME) | ||
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| private val isDeletingExpiredLog = sqlContext.getConf(SQLConf.FILE_STREAM_SINK_LOG_DELETE) | ||
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| private val compactLength = sqlContext.getConf(SQLConf.FILE_STREAM_SINK_LOG_COMPACT_LEN) | ||
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| override def batchIdToPath(batchId: Long): Path = { | ||
| if (isCompactionBatch(batchId, compactLength)) { | ||
| new Path(metadataPath, s"$batchId$COMPACT_FILE_SUFFIX") | ||
| } else { | ||
| new Path(metadataPath, batchId.toString) | ||
| } | ||
| } | ||
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| override def pathToBatchId(path: Path): Long = { | ||
| getBatchIdFromFileName(path.getName) | ||
| } | ||
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| override def isBatchFile(path: Path): Boolean = { | ||
| try { | ||
| getBatchIdFromFileName(path.getName) | ||
| true | ||
| } catch { | ||
| case _: NumberFormatException => false | ||
| } | ||
| } | ||
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| override def serialize(logs: Seq[FileLog]): Array[Byte] = { | ||
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| (VERSION +: logs.map(write(_))).mkString("\n").getBytes(UTF_8) | ||
| } | ||
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| override def deserialize(bytes: Array[Byte]): Seq[FileLog] = { | ||
| val lines = new String(bytes, UTF_8).split("\n") | ||
| if (lines.length == 0) { | ||
| throw new IllegalStateException("Incomplete log file") | ||
| } | ||
| val version = lines(0) | ||
| if (version != VERSION) { | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Should this be 'version > VERSION' ?
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
It doesn't matter now. This is the first version. We will update the logic here when we add a new format in future. |
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| throw new IllegalStateException(s"Unknown log version: ${version}") | ||
| } | ||
| lines.toSeq.slice(1, lines.length).map(read[FileLog](_)) | ||
| } | ||
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| override def add(batchId: Long, logs: Seq[FileLog]): Boolean = { | ||
| if (isCompactionBatch(batchId, compactLength)) { | ||
| compact(batchId, logs) | ||
| } else { | ||
| super.add(batchId, logs) | ||
| } | ||
| } | ||
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| /** | ||
| * Compacts all logs before `batchId` plus the provided `logs`, and writes them into the | ||
| * corresponding `batchId` file. | ||
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| */ | ||
| private def compact(batchId: Long, logs: Seq[FileLog]): Boolean = { | ||
| val validBatches = getValidBatchesBeforeCompactionBatch(batchId, compactLength) | ||
| val allLogs = validBatches.flatMap(batchId => get(batchId)).flatten ++ logs | ||
| if (super.add(batchId, compactLogs(allLogs))) { | ||
| if (isDeletingExpiredLog) { | ||
| deleteExpiredLog(batchId) | ||
| } | ||
| true | ||
| } else { | ||
| // Return false as there is another writer. | ||
| false | ||
| } | ||
| } | ||
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| /** | ||
| * Returns all file logs except the deleted files. | ||
| */ | ||
| def allLogs(): Array[FileLog] = { | ||
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| var latestId = getLatest().map(_._1).getOrElse(-1L) | ||
| while (true) { | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: can you explain the loop? |
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| if (latestId >= 0) { | ||
| val startId = getAllValidBatches(latestId, compactLength)(0) | ||
| try { | ||
| val logs = get(Some(startId), Some(latestId)).flatMap(_._2) | ||
| return compactLogs(logs).toArray | ||
| } catch { | ||
| case e: IOException => | ||
| // Another process may delete the batch files when we are reading. However, it only | ||
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| // happens when there is a compaction done. If so, we should retry to read the batches. | ||
| // Otherwise, this is a real IO issue and we should throw it. | ||
| val preLatestId = latestId | ||
| latestId = getLatest().map(_._1).getOrElse(-1L) | ||
| if (preLatestId == latestId) { | ||
| throw e | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Maybe include latestId in the exception message |
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| } | ||
| } | ||
| } else { | ||
| return Array.empty | ||
| } | ||
| } | ||
| Array.empty | ||
| } | ||
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| /** | ||
| * Since all logs before `compactionBatchId` are compacted and written into the | ||
| * `compactionBatchId` log file, they can be removed. However, due to the eventual consistency of | ||
| * S3, the compaction file may not be seen by other processes at once. So we only delete files | ||
| * created `fileExpiredTimeMS` milliseconds ago. | ||
| */ | ||
| private def deleteExpiredLog(compactionBatchId: Long): Unit = { | ||
| val expiredTime = System.currentTimeMillis() - fileExpiredTimeMS | ||
| fileManager.list(metadataPath, new PathFilter { | ||
| override def accept(path: Path): Boolean = { | ||
| try { | ||
| val batchId = getBatchIdFromFileName(path.getName) | ||
| batchId < compactionBatchId | ||
| } catch { | ||
| case _: NumberFormatException => | ||
| false | ||
| } | ||
| } | ||
| }).foreach { f => | ||
| if (f.getModificationTime <= expiredTime) { | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What happens in file systems where getModificationTime is not reported, or reported as 0. Then this would always delete all the files.
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I made a mistake about I also verified that in S3 by myself.
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Note that granularity of modification time can be 1s (azure) |
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| fileManager.delete(f.getPath) | ||
| } | ||
| } | ||
| } | ||
| } | ||
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| object FileStreamSinkLog { | ||
| val VERSION = "v1" | ||
| val COMPACT_FILE_SUFFIX = ".compact" | ||
| val DELETE_ACTION = "delete" | ||
| val ADD_ACTION = "add" | ||
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| def getBatchIdFromFileName(fileName: String): Long = { | ||
| fileName.stripSuffix(COMPACT_FILE_SUFFIX).toLong | ||
| } | ||
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| /** | ||
| * Returns if this is a compaction batch. FileStreamSinkLog will compact old logs every | ||
| * `compactLength` commits. | ||
| * | ||
| * E.g., if `compactLength` is 3, then 2, 5, 8, ... are all compaction batches. | ||
| */ | ||
| def isCompactionBatch(batchId: Long, compactLength: Int): Boolean = { | ||
| (batchId + 1) % compactLength == 0 | ||
| } | ||
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| /** | ||
| * Returns all valid batches before the specified `compactionBatchId`. They contain all logs we | ||
| * need to do a new compaction. | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: Can you put an example like the isCompletionBatch
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Added. |
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| */ | ||
| def getValidBatchesBeforeCompactionBatch( | ||
| compactionBatchId: Long, compactLength: Int): Seq[Long] = { | ||
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| assert(isCompactionBatch(compactionBatchId, compactLength), | ||
| s"$compactionBatchId is not a compaction batch") | ||
| (math.max(0, compactionBatchId - compactLength)) until compactionBatchId | ||
| } | ||
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| /** | ||
| * Returns all necessary logs before `batchId` (inclusive). If `batchId` is a compaction, just | ||
| * return itself. Otherwise, it will find the previous compaction batch and return all batches | ||
| * between it and `batchId`. | ||
| */ | ||
| def getAllValidBatches(batchId: Long, compactLength: Long): Seq[Long] = { | ||
| assert(batchId >= 0) | ||
| val start = math.max(0, (batchId + 1) / compactLength * compactLength - 1) | ||
| start to batchId | ||
| } | ||
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| /** | ||
| * Removes all deleted files from logs. It assumes once one file is deleted, it won't be added to | ||
| * the log in future. | ||
| */ | ||
| def compactLogs(logs: Seq[FileLog]): Seq[FileLog] = { | ||
| val deletedFiles = logs.filter(_.action == DELETE_ACTION).map(_.path).toSet | ||
| if (deletedFiles.isEmpty) { | ||
| logs | ||
| } else { | ||
| logs.filter(f => !deletedFiles.contains(f.path)) | ||
| } | ||
| } | ||
| } | ||
There was a problem hiding this comment.
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nit: Add basic doc string on what this class represents.