wave13: 514/239 — flink/nifi/artemis + K8s/cilium/linkerd2 + ES/OpenSearch/Solr + hadoop/hbase/spark
This commit is contained in:
parent
424a2a7787
commit
8f0bc73afa
32 changed files with 3977 additions and 5 deletions
57
defects/spark/patch/spark-0003-ticket.md
Normal file
57
defects/spark/patch/spark-0003-ticket.md
Normal file
|
|
@ -0,0 +1,57 @@
|
|||
# spark-0003: Spark Standalone Master — completedApps ArrayBuffer.contains() O(n²) on worker failure
|
||||
|
||||
## Severity
|
||||
MEDIUM — called on each worker failure; O(A × C) where A = running apps, C = completed apps;
|
||||
materializes in long-running clusters where C grows to spark.deploy.retainedApplications (default 200)
|
||||
|
||||
## File
|
||||
`core/src/main/scala/org/apache/spark/deploy/master/Master.scala`
|
||||
|
||||
## Lines
|
||||
83 (`completedApps` field declaration), 1114 (`apps.filterNot(completedApps.contains(_))`)
|
||||
|
||||
## Pattern
|
||||
CWE-407: O(n) ArrayBuffer.contains() used as predicate in filterNot over all running apps.
|
||||
|
||||
```scala
|
||||
// DEFECTIVE (line 83)
|
||||
private val completedApps = new ArrayBuffer[ApplicationInfo]
|
||||
|
||||
// DEFECTIVE (line 1114) — inside workerRemoved(worker), called for every worker failure
|
||||
apps.filterNot(completedApps.contains(_)).foreach { app =>
|
||||
... // notify app of lost worker
|
||||
}
|
||||
```
|
||||
|
||||
`completedApps` is a `mutable.ArrayBuffer`. `filterNot(completedApps.contains(_))` iterates
|
||||
every element of `apps` (HashSet[ApplicationInfo]) and calls `completedApps.contains(app)` —
|
||||
O(completedApps.size) per app. Total: O(|apps| × |completedApps|).
|
||||
|
||||
By default, Spark retains 200 completed applications (`spark.deploy.retainedApplications`).
|
||||
Each worker failure call becomes O(200 × A) where A is the current number of running apps.
|
||||
In a large Spark cluster with 100 running apps and 200 completed: 20,000 comparisons instead of 100.
|
||||
|
||||
## Fix
|
||||
|
||||
Pre-build a `HashSet` before the filter, or use `toSet`:
|
||||
|
||||
```scala
|
||||
// FIXED — option 1: convert at call site
|
||||
val completedAppsSet = completedApps.toSet
|
||||
apps.filterNot(completedAppsSet.contains(_)).foreach { app =>
|
||||
|
||||
// FIXED — option 2: maintain as HashSet
|
||||
private val completedApps = new mutable.HashSet[ApplicationInfo]
|
||||
```
|
||||
|
||||
Option 2 is preferred as `completedApps` is only ever tested for membership or iterated;
|
||||
changing to HashSet gives O(1) contains with no behavior change.
|
||||
|
||||
## Complexity
|
||||
- Before: O(A × C) per worker failure event
|
||||
- After: O(A) per worker failure event
|
||||
|
||||
## Impact
|
||||
Worker failures trigger master-level app notification. In a cluster under stress (many worker
|
||||
failures), this compounds — each failure event is more expensive just as cluster load peaks.
|
||||
With 200 completed apps, this is a 200x overhead per failure event.
|
||||
18
defects/spark/patch/spark-0003.patch
Normal file
18
defects/spark/patch/spark-0003.patch
Normal file
|
|
@ -0,0 +1,18 @@
|
|||
diff --git a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala
|
||||
--- a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala
|
||||
+++ b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala
|
||||
@@ -80,7 +80,8 @@ private[deploy] class Master(
|
||||
val apps = new HashSet[ApplicationInfo]
|
||||
|
||||
- private val completedApps = new ArrayBuffer[ApplicationInfo]
|
||||
+ // CWE-407 fix: HashSet for O(1) contains(); completedApps is only ever tested for membership.
|
||||
+ private val completedApps = new mutable.HashSet[ApplicationInfo]
|
||||
private var nextAppNumber = 0
|
||||
|
||||
@@ -1111,7 +1111,7 @@ private[deploy] class Master(
|
||||
logInfo(log"Telling app of lost worker: ${MDC(LogKeys.WORKER_ID, worker.id)}")
|
||||
- apps.filterNot(completedApps.contains(_)).foreach { app =>
|
||||
+ apps.filterNot(completedApps).foreach { app =>
|
||||
app.driver.send(WorkerRemoved(worker.id, worker.host, message))
|
||||
}
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue