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russell@unturf.com 2026-03-27 17:31:52 -04:00
parent 6276aea2e5
commit 19333b378e
36 changed files with 4634 additions and 5 deletions

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# kafka-0006 — Kafka Streams DefaultTaskManager: ArrayList lockedTasks O(T×L) in hot scheduling loop
## Metadata
- **Project**: Apache Kafka
- **Component**: `streams/src/main/java/org/apache/kafka/streams/processor/internals/tasks/DefaultTaskManager.java`
- **CWE**: CWE-407 (Inefficient Algorithmic Complexity)
- **Severity**: MEDIUM
- **Complexity**: O(T × L) → O(T) where T = active tasks, L = locked tasks
- **Hot path**: `assignNextTask()` is called by every `TaskExecutor` thread on every scheduling cycle
## Location
```
streams/src/main/java/org/apache/kafka/streams/processor/internals/tasks/DefaultTaskManager.java
```
### Defective code — lockedTasks is ArrayList (line 62)
```java
// Line 62
private final List<TaskId> lockedTasks = new ArrayList<>();
```
### Defective code — O(T × L) in assignNextTask() (lines 105118)
```java
// Line 100: taskExecutors is also ArrayList — O(E) linear scan on every call
if (!taskExecutors.contains(executor)) {
throw new IllegalArgumentException("...");
}
// Lines 105118: for every active task, does O(L) linear scan of lockedTasks ArrayList
for (final StreamTask task : tasks.activeInitializedTasks()) {
if (!assignedTasks.containsKey(task.id()) &&
!lockedTasks.contains(task.id()) && // <-- O(L) ArrayList.contains per task
canProgress(task, time.milliseconds()) &&
!hasUncaughtException(task.id())
) {
assignedTasks.put(task.id(), executor);
return task;
}
}
```
Also at lines 131, 289 (same pattern in `awaitProcessableTasks`, `remove`).
## Fix
```java
// Change field declaration:
// BEFORE:
private final List<TaskId> lockedTasks = new ArrayList<>();
private final List<TaskExecutor> taskExecutors;
// AFTER:
private final Set<TaskId> lockedTasks = new HashSet<>();
private final List<TaskExecutor> taskExecutors; // small, bounded by numExecutors — OK
```
The `lockedTasks` field is used only for membership tests (`contains`) and bulk add/remove. A `HashSet<TaskId>` provides O(1) `contains` and `add`. The `taskExecutors` list is bounded by `numExecutors` (typically 14) so its linear scan is negligible; leave it as-is unless further optimization is desired.
All callers of `lockedTasks`:
- `lockTasks(Set<TaskId>)` — calls `lockedTasks.addAll(taskIds)` — works with HashSet
- `unlockTasks(Set<TaskId>)` — calls `lockedTasks.removeAll(taskIds)` — works with HashSet
- `lockedTasks.contains(task.id())` — O(1) with HashSet
- `lockedTasks.contains(taskId)` — O(1) with HashSet
No iterator order dependency exists — callers only test membership or add/remove sets.
## Complexity analysis
| Scenario | Before | After |
|----------|--------|-------|
| T active tasks, L locked tasks | O(T × L) | O(T) |
| T=1000 tasks, L=500 locked | 500,000 ops per scheduling cycle | 1,000 ops |
| Rebalancing with many locked tasks | Stalls executor threads | Minimal overhead |
## Notes
During rebalancing events, `lockTasks()` is called with a large set of task IDs to prevent task executors from processing them while partition reassignment occurs. At exactly this moment, the per-scheduling-cycle `assignNextTask()` loop pays the full O(T × L) cost on every executor thread wakeup.

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package unit;
import java.util.*;
/**
* kafka-0006: DefaultTaskManager lockedTasks ArrayList HashSet
*
* Demonstrates that ArrayList.contains() inside a task-scheduling loop is O(T×L)
* while HashSet.contains() is O(T).
*
* Compile: javac -d . KafkaStreamsDefaultTaskManagerTest.java
* Run: java unit.KafkaStreamsDefaultTaskManagerTest
*/
public class KafkaStreamsDefaultTaskManagerTest {
// Simulated TaskId (Integer wrapper for simplicity)
static class TaskId {
final int id;
TaskId(int id) { this.id = id; }
@Override public boolean equals(Object o) {
return o instanceof TaskId && ((TaskId) o).id == this.id;
}
@Override public int hashCode() { return Integer.hashCode(id); }
@Override public String toString() { return "Task-" + id; }
}
// --- SLOW: ArrayList lockedTasks (defective, mirrors DefaultTaskManager line 62) ---
static class DefectiveTaskManager {
private final List<TaskId> lockedTasks = new ArrayList<>();
private final List<TaskId> activeTasks;
DefectiveTaskManager(List<TaskId> activeTasks) {
this.activeTasks = activeTasks;
}
void lockTasks(Set<TaskId> ids) { lockedTasks.addAll(ids); }
// Returns count of assignable tasks mirrors assignNextTask() loop body
int countAssignable() {
int count = 0;
for (TaskId task : activeTasks) {
if (!lockedTasks.contains(task)) { // O(L) ArrayList scan
count++;
}
}
return count;
}
}
// --- FAST: HashSet lockedTasks (fixed) ---
static class FixedTaskManager {
private final Set<TaskId> lockedTasks = new HashSet<>();
private final List<TaskId> activeTasks;
FixedTaskManager(List<TaskId> activeTasks) {
this.activeTasks = activeTasks;
}
void lockTasks(Set<TaskId> ids) { lockedTasks.addAll(ids); }
int countAssignable() {
int count = 0;
for (TaskId task : activeTasks) {
if (!lockedTasks.contains(task)) { // O(1) HashSet lookup
count++;
}
}
return count;
}
}
static long bench(Runnable r, int iters) {
// warmup
for (int i = 0; i < 3; i++) r.run();
long t0 = System.nanoTime();
for (int i = 0; i < iters; i++) r.run();
return System.nanoTime() - t0;
}
public static void main(String[] args) {
System.out.println("kafka-0006: DefaultTaskManager lockedTasks ArrayList → HashSet");
System.out.println("=".repeat(65));
int[] sizes = {100, 500, 1000};
int iters = 500;
boolean allPass = true;
for (int n : sizes) {
// Build n active tasks, lock half
List<TaskId> active = new ArrayList<>();
Set<TaskId> toLock = new HashSet<>();
for (int i = 0; i < n; i++) {
TaskId t = new TaskId(i);
active.add(t);
if (i % 2 == 0) toLock.add(t);
}
DefectiveTaskManager slow = new DefectiveTaskManager(active);
slow.lockTasks(toLoad(toLoad(toLock)));
FixedTaskManager fast = new FixedTaskManager(active);
fast.lockTasks(toLoad(toLock));
// Correctness check
int slowResult = slow.countAssignable();
int fastResult = fast.countAssignable();
boolean correct = (slowResult == fastResult) && (slowResult == n / 2);
if (!correct) allPass = false;
long slowNs = bench(slow::countAssignable, iters);
long fastNs = bench(fast::countAssignable, iters);
double ratio = (double) slowNs / fastNs;
System.out.printf("N=%-5d slow=%7.2f ms fast=%7.2f ms ratio=%.1fx assignable=%d %s%n",
n,
slowNs / 1_000_000.0 / iters,
fastNs / 1_000_000.0 / iters,
ratio,
slowResult,
correct ? "PASS" : "FAIL(result mismatch)");
}
System.out.println("=".repeat(65));
System.out.println(allPass ? "ALL PASS" : "SOME FAILED");
if (!allPass) System.exit(1);
}
// Helper: copy set into set (simulate addAll contract)
static Set<TaskId> toLoad(Set<TaskId> s) { return s; }
}