Câu hỏi phỏng vấn Concurrency
Câu hỏi

What is a ...

Câu trả lời

A data race occurs in concurrent programming when two or more threads access the same memory location concurrently, and at least one of the accesses is a write operation, without proper synchronization mechanisms in place to control the order of access. This can lead to unpredictable and undefined behavior because the outcome depends on the timing of the threads' execution, which is non-deterministic.

Key Characteristics of a Data Race:

  1. Concurrent Access: Multiple threads access the same memory location at the same time.
  2. At Least One Write Operation: At least one of the threads is performing a write operation on the shared memory.
  3. Lack of Synchronization: There are no synchronization mechanisms (like mutexes or locks) ensuring that the accesses are properly ordered.

Example:

Consider two threads, Thread A and Thread B, both accessing a shared variable x:

  • Thread A: x = x + 1
  • Thread B: x = x - 1

If these operations are not synchronized, the final value of x can be inconsistent and depend on the order in which the threads execute their instructions. This can lead to a situation where the value of x is not what either thread intended.

Consequences:

  • Unpredictable Behavior: The program may produce different results each time it runs.
  • Bugs and Crashes: Data races can lead to hard-to-diagnose bugs and potential crashes.
  • Memory Corruption: Simultaneous writes can result in corrupted data, where the memory location holds a value that is a mix of the bits written by different threads.

Prevention:

  • Mutexes and Locks: Use mutual exclusion locks to ensure that only one thread can access the critical section of code at a time.
  • Atomic Operations: Use atomic operations that are guaranteed to be executed without interruption.
  • Thread Synchronization: Employ other synchronization mechanisms like semaphores, barriers, or condition variables to control the order of execution.

Example in C using POSIX Threads:

c Copy
#include <pthread.h>
#include <stdio.h>

int sharedVar = 0;
pthread_mutex_t lock;

void* increment(void* arg) {
    pthread_mutex_lock(&lock);
    sharedVar++;
    pthread_mutex_unlock(&lock);
    return NULL;
}

void* decrement(void* arg) {
    pthread_mutex_lock(&lock);
    sharedVar--;
    pthread_mutex_unlock(&lock);
    return NULL;
}

int main()...
senior

senior

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junior

What is a Mutex?

middle

Is there any difference between a Binary Semaphore and Mutex?

expert

What happens if you have a "race condition" on the lock itself?

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