I have a problem where I need x
threads to wait until they have all reached a synchronization point. My solution uses the synchronise
method below which is called by each threaded function when they need to synchronise.
Is there a better way to do this?
thread_count = 0
semaphore = threading.Semaphore()
event = threading.Event()
def synchronise(count):
""" All calls to this method will block until the last (count) call is made """
with semaphore:
thread_count += 1
if thread_count == count:
event.set()
event.wait()
def threaded_function():
# Do something
# Block until 4 threads have reached this point
synchronise(4)
# Continue doing something else
The threading module provided with Python includes a simple-to-implement locking mechanism that allows you to synchronize threads. A new lock is created by calling the Lock() method, which returns the new lock. The acquire(blocking) method of the new lock object is used to force threads to run synchronously.
To recap, threading in Python allows multiple threads to be created within a single process, but due to GIL, none of them will ever run at the exact same time. Threading is still a very good option when it comes to running multiple I/O bound tasks concurrently.
There are many ways to synchronize threads. Many.
In addition to synchronize, you can do things like the following.
Break your tasks into two steps around the synchronization point. Start threads doing the pre-sync step. Then use "join" to wait until all threads finish step 1. Start new threads doing the post-sync step. I prefer this, over synchronize.
Create a queue; acquire a synchronization lock. Start all threads. Each thread puts an entry in the queue and waits on the synchronization lock. The "main" thread sits in a loop dequeueing items from the queue. When all threads have put an item in the queue, the "main" thread releases the synchronization lock. All other threads are now free to run again.
There are a number of interprocess communication (IPC) techniques -- all of which can be used for thread synchronization.
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With