Detailed Explanation of CAS Operation and ABA Problem in Java
Description
CAS (Compare-And-Swap) is a core technique in lock-free programming, which implements atomic operations through hardware instructions. In Java, it is primarily implemented via the compareAndSwap method of the sun.misc.Unsafe class and encapsulated for use by atomic classes such as AtomicInteger.
Principle of CAS Operation
- Basic Concept: A CAS operation involves three operands — memory location (V), expected original value (A), and new value (B).
- Execution Process:
- First, read the current value of the specified memory location as the expected original value A.
- Calculate the new value B (usually based on some operation on A).
- When ready to write the new value, read the value at the memory location again. If it equals the expected original value A, update the memory value to B.
- If not equal, it means another thread has modified the value, and the operation fails, requiring a retry.
Implementation Example in Java
// Internal implementation of the getAndIncrement method in AtomicInteger
public final int getAndIncrement() {
return unsafe.getAndAddInt(this, valueOffset, 1);
}
// getAndAddInt method in the Unsafe class
public final int getAndAddInt(Object o, long offset, int delta) {
int v;
do {
v = getIntVolatile(o, offset); // Read the current value
} while (!compareAndSwapInt(o, offset, v, v + delta)); // CAS retry
return v;
}
Detailed Explanation of the ABA Problem
- Problem Phenomenon: Thread 1 reads the memory value A, Thread 2 changes A to B and then back to A, and Thread 1's CAS operation still succeeds.
- Cause: CAS only checks whether the value has changed, not the intermediate state transition process.
- Specific Scenario:
- Thread 1: Reads the shared variable value as A.
- Thread 2: Modifies the shared variable A→B→A.
- Thread 1: Executes the CAS operation, detects the value is still A, and the operation succeeds.
Hazards of the ABA Problem
- Linked List Structure Issue: In linked list operations, if the head node undergoes A→B→A changes, the actual linked list structure may have been altered.
- Version Inconsistency: Although the data value is the same, it may have been modified multiple times, resulting in lost version information.
- Business Logic Errors: May cause logical errors in business scenarios requiring strict order.
Solution: AtomicStampedReference
- Version Number Mechanism: Records the number of modifications by adding a version stamp.
- Implementation Principle:
public class AtomicStampedReference<V> { private static class Pair<T> { final T reference; final int stamp; // Version number } public boolean compareAndSet(V expectedReference, V newReference, int expectedStamp, // Expected version number int newStamp) { // New version number // Compare both reference value and version number } }
Specific Usage Example
// Create an atomic reference with a version number
AtomicStampedReference<Integer> atomicRef =
new AtomicStampedReference<>(100, 0);
// CAS operation to solve the ABA problem
int[] stampHolder = new int[1];
int currentStamp = atomicRef.getStamp(); // Get the current version number
// Execute CAS operation, checking both value and version number
boolean result = atomicRef.compareAndSet(100, 200,
currentStamp, currentStamp + 1);
Applicable Scenarios and Limitations of CAS
-
Applicable Scenarios:
- Simple atomic counter updates.
- Implementation of non-blocking algorithms.
- Scenarios with moderate concurrency.
-
Limitations:
- High CPU overhead when the loop time is long.
- Can only guarantee atomic operations on a single shared variable.
- The ABA problem requires additional handling.
By understanding the CAS mechanism and the ABA problem, one can better utilize the atomic classes in Java's concurrency package and choose appropriate solutions to avoid potential issues when necessary.