Wait Conditions Example
The producer writes data to the buffer until it reaches the end of the buffer, at which point it restarts from the beginning, overwriting existing data. The consumer thread reads the data as it is produced and writes it to standard error.
Wait conditions make it possible to have a higher level of concurrency than what is possible with mutexes alone. If accesses to the buffer were simply guarded by a QMutex, the consumer thread couldn't access the buffer at the same time as the producer thread. Yet, there is no harm in having both threads working on different parts of the buffer at the same time.
The example comprises two classes: Producer
and Consumer
. Both inherit from QThread. The circular buffer used for communicating between these two classes and the synchronization tools that protect it are global variables.
An alternative to using QWaitCondition and QMutex to solve the producer-consumer problem is to use QSemaphore. This is what the Semaphores Example does.
Global Variables
Let's start by reviewing the circular buffer and the associated synchronization tools:
const int DataSize = 100000; const int BufferSize = 8192; char buffer[BufferSize]; QWaitCondition bufferNotEmpty; QWaitCondition bufferNotFull; QMutex mutex; int numUsedBytes = 0;
DataSize
is the amount of data that the producer will generate. To keep the example as simple as possible, we make it a constant. BufferSize
is the size of the circular buffer. It is less than DataSize
, meaning that at some point the producer will reach the end of the buffer and restart from the beginning.
To synchronize the producer and the consumer, we need two wait conditions and one mutex. The bufferNotEmpty
condition is signalled when the producer has generated some data, telling the consumer that it can start reading it. The bufferNotFull
condition is signalled when the consumer has read some data, telling the producer that it can generate more. The numUsedBytes
is the number of bytes in the buffer that contain data.
Together, the wait conditions, the mutex, and the numUsedBytes
counter ensure that the producer is never more than BufferSize
bytes ahead of the consumer, and that the consumer never reads data that the producer hasn't generated yet.
Producer Class
Let's review the code for the Producer
class:
class Producer : public QThread { public: Producer(QObject *parent = NULL) : QThread(parent) { } void run() Q_DECL_OVERRIDE { qsrand(QTime(0,0,0).secsTo(QTime::currentTime())); for (int i = 0; i < DataSize; ++i) { mutex.lock(); if (numUsedBytes == BufferSize) bufferNotFull.wait(&mutex); mutex.unlock(); buffer[i % BufferSize] = "ACGT"[(int)qrand() % 4]; mutex.lock(); ++numUsedBytes; bufferNotEmpty.wakeAll(); mutex.unlock(); } } };
The producer generates DataSize
bytes of data. Before it writes a byte to the circular buffer, it must first check whether the buffer is full (i.e., numUsedBytes
equals BufferSize
). If the buffer is full, the thread waits on the bufferNotFull
condition.
At the end, the producer increments numUsedBytes
and signalls that the condition bufferNotEmpty
is true, since numUsedBytes
is necessarily greater than 0.
We guard all accesses to the numUsedBytes
variable with a mutex. In addition, the QWaitCondition::wait() function accepts a mutex as its argument. This mutex is unlocked before the thread is put to sleep and locked when the thread wakes up. Furthermore, the transition from the locked state to the wait state is atomic, to prevent race conditions from occurring.
Consumer Class
Let's turn to the Consumer
class:
class Consumer : public QThread { Q_OBJECT public: Consumer(QObject *parent = NULL) : QThread(parent) { } void run() Q_DECL_OVERRIDE { for (int i = 0; i < DataSize; ++i) { mutex.lock(); if (numUsedBytes == 0) bufferNotEmpty.wait(&mutex); mutex.unlock(); fprintf(stderr, "%c", buffer[i % BufferSize]); mutex.lock(); --numUsedBytes; bufferNotFull.wakeAll(); mutex.unlock(); } fprintf(stderr, "\n"); } signals: void stringConsumed(const QString &text); };
The code is very similar to the producer. Before we read the byte, we check whether the buffer is empty (numUsedBytes
is 0) instead of whether it's full and wait on the bufferNotEmpty
condition if it's empty. After we've read the byte, we decrement numUsedBytes
(instead of incrementing it), and we signal the bufferNotFull
condition (instead of the bufferNotEmpty
condition).
The main() Function
In main()
, we create the two threads and call QThread::wait() to ensure that both threads get time to finish before we exit:
int main(int argc, char *argv[]) { QCoreApplication app(argc, argv); Producer producer; Consumer consumer; producer.start(); consumer.start(); producer.wait(); consumer.wait(); return 0; }
So what happens when we run the program? Initially, the producer thread is the only one that can do anything; the consumer is blocked waiting for the bufferNotEmpty
condition to be signalled (numUsedBytes
is 0). Once the producer has put one byte in the buffer, numUsedBytes
is BufferSize
- 1 and the bufferNotEmpty
condition is signalled. At that point, two things can happen: Either the consumer thread takes over and reads that byte, or the consumer gets to produce a second byte.
The producer-consumer model presented in this example makes it possible to write highly concurrent multithreaded applications. On a multiprocessor machine, the program is potentially up to twice as fast as the equivalent mutex-based program, since the two threads can be active at the same time on different parts of the buffer.
Be aware though that these benefits aren't always realized. Locking and unlocking a QMutex has a cost. In practice, it would probably be worthwhile to divide the buffer into chunks and to operate on chunks instead of individual bytes. The buffer size is also a parameter that must be selected carefully, based on experimentation.
Files:
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