From 68a6dc974b25e6eddef109f6fd23ae4e9775ceca Mon Sep 17 00:00:00 2001
From: Shixiong Zhu <shixiong@databricks.com>
Date: Thu, 15 Dec 2016 13:17:51 -0800
Subject: [PATCH] [SPARK-18826][SS] Add 'latestFirst' option to
FileStreamSource
## What changes were proposed in this pull request?
When starting a stream with a lot of backfill and maxFilesPerTrigger, the user could often want to start with most recent files first. This would let you keep low latency for recent data and slowly backfill historical data.
This PR adds a new option `latestFirst` to control this behavior. When it's true, `FileStreamSource` will sort the files by the modified time from latest to oldest, and take the first `maxFilesPerTrigger` files as a new batch.
## How was this patch tested?
The added test.
Author: Shixiong Zhu <shixiong@databricks.com>
Closes #16251 from zsxwing/newest-first.
---
.../streaming/FileStreamOptions.scala | 14 ++++++
.../streaming/FileStreamSource.scala | 11 ++++-
.../sql/streaming/FileStreamSourceSuite.scala | 47 +++++++++++++++++++
3 files changed, 71 insertions(+), 1 deletion(-)
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamOptions.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamOptions.scala
index fdea65cb10..25ebe1797b 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamOptions.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamOptions.scala
@@ -53,4 +53,18 @@ class FileStreamOptions(parameters: CaseInsensitiveMap) extends Logging {
/** Options as specified by the user, in a case-insensitive map, without "path" set. */
val optionMapWithoutPath: Map[String, String] =
parameters.filterKeys(_ != "path")
+
+ /**
+ * Whether to scan latest files first. If it's true, when the source finds unprocessed files in a
+ * trigger, it will first process the latest files.
+ */
+ val latestFirst: Boolean = parameters.get("latestFirst").map { str =>
+ try {
+ str.toBoolean
+ } catch {
+ case _: IllegalArgumentException =>
+ throw new IllegalArgumentException(
+ s"Invalid value '$str' for option 'latestFirst', must be 'true' or 'false'")
+ }
+ }.getOrElse(false)
}
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamSource.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamSource.scala
index 20e0dcef8f..39c0b49796 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamSource.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/FileStreamSource.scala
@@ -62,6 +62,15 @@ class FileStreamSource(
/** Maximum number of new files to be considered in each batch */
private val maxFilesPerBatch = sourceOptions.maxFilesPerTrigger
+ private val fileSortOrder = if (sourceOptions.latestFirst) {
+ logWarning(
+ """'latestFirst' is true. New files will be processed first.
+ |It may affect the watermark value""".stripMargin)
+ implicitly[Ordering[Long]].reverse
+ } else {
+ implicitly[Ordering[Long]]
+ }
+
/** A mapping from a file that we have processed to some timestamp it was last modified. */
// Visible for testing and debugging in production.
val seenFiles = new SeenFilesMap(sourceOptions.maxFileAgeMs)
@@ -155,7 +164,7 @@ class FileStreamSource(
val startTime = System.nanoTime
val globbedPaths = SparkHadoopUtil.get.globPathIfNecessary(qualifiedBasePath)
val catalog = new InMemoryFileIndex(sparkSession, globbedPaths, options, Some(new StructType))
- val files = catalog.allFiles().sortBy(_.getModificationTime).map { status =>
+ val files = catalog.allFiles().sortBy(_.getModificationTime)(fileSortOrder).map { status =>
(status.getPath.toUri.toString, status.getModificationTime)
}
val endTime = System.nanoTime
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/streaming/FileStreamSourceSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/streaming/FileStreamSourceSuite.scala
index bcb6852040..b96ccb4e6c 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/streaming/FileStreamSourceSuite.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/streaming/FileStreamSourceSuite.scala
@@ -20,6 +20,7 @@ package org.apache.spark.sql.streaming
import java.io.File
import org.scalatest.PrivateMethodTester
+import org.scalatest.concurrent.Eventually._
import org.scalatest.time.SpanSugar._
import org.apache.spark.sql._
@@ -1059,6 +1060,52 @@ class FileStreamSourceSuite extends FileStreamSourceTest {
val str = Source.fromFile(getClass.getResource(s"/structured-streaming/$file").toURI).mkString
SerializedOffset(str.trim)
}
+
+ test("FileStreamSource - latestFirst") {
+ withTempDir { src =>
+ // Prepare two files: 1.txt, 2.txt, and make sure they have different modified time.
+ val f1 = stringToFile(new File(src, "1.txt"), "1")
+ val f2 = stringToFile(new File(src, "2.txt"), "2")
+ f2.setLastModified(f1.lastModified + 1000)
+
+ def runTwoBatchesAndVerifyResults(
+ latestFirst: Boolean,
+ firstBatch: String,
+ secondBatch: String): Unit = {
+ val fileStream = createFileStream(
+ "text",
+ src.getCanonicalPath,
+ options = Map("latestFirst" -> latestFirst.toString, "maxFilesPerTrigger" -> "1"))
+ val clock = new StreamManualClock()
+ testStream(fileStream)(
+ StartStream(trigger = ProcessingTime(10), triggerClock = clock),
+ AssertOnQuery { _ =>
+ // Block until the first batch finishes.
+ eventually(timeout(streamingTimeout)) {
+ assert(clock.isStreamWaitingAt(0))
+ }
+ true
+ },
+ CheckLastBatch(firstBatch),
+ AdvanceManualClock(10),
+ AssertOnQuery { _ =>
+ // Block until the second batch finishes.
+ eventually(timeout(streamingTimeout)) {
+ assert(clock.isStreamWaitingAt(10))
+ }
+ true
+ },
+ CheckLastBatch(secondBatch)
+ )
+ }
+
+ // Read oldest files first, so the first batch is "1", and the second batch is "2".
+ runTwoBatchesAndVerifyResults(latestFirst = false, firstBatch = "1", secondBatch = "2")
+
+ // Read latest files first, so the first batch is "2", and the second batch is "1".
+ runTwoBatchesAndVerifyResults(latestFirst = true, firstBatch = "2", secondBatch = "1")
+ }
+ }
}
class FileStreamSourceStressTestSuite extends FileStreamSourceTest {
--
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