Please explain how do we send/receive data from Thread managed by Queue....
First I subclass 'QThread' defining its run()
method which is started when QThread
's.start()
is called:
class SimpleThread(QtCore.QThread):
def __init__(self, queue, parent=None):
QtCore.QThread.__init__(self, parent)
self.queue=queue
def run(self):
while True:
arg=self.queue.get()
self.fun(arg)
self.queue.task_done()
def fun(self, arg):
for i in range (3):
print 'fun: %s'%i
self.sleep(1)
return arg+1
Then I declare two Thread instances (so only two CPU cores are taken) sending self.queue
instance as an argument.
self.queue=queue.Queue()
for i in range(2):
thread=SimpleThread(self.queue)
thread.start()
Now if I understand it correctly thread.start()
is not starting anything. The real "start" happens only when I call queue.put()
:
for arg in [1,2,3]: self.queue.put(arg)
This last line is what makes a "real" call. Aside from creating and starting Queue item put()
allows to save any arbitrary value to each Queue item. .put()
does several things at once: it creates, it starts, it moves the processing through the Queue and it allows to place a variable "inside" of the queue item (which later can be retrieved from inside of the function-processor: using Queue item's '.get()` method).
But how do I return the value from fun()
function. A "regular" fun()
's return resultValue
doesn't work. And I can't use self.queue.put() method since this method aside from storing a data "creates" a new queue item...
Here is slightly tweaked code (copy/pasted from another post) showing an approach on how to return a value from completed Thread. I am not sure if the the approach used here would work with QThread... please correct me if I am wrong:
import os, sys
import threading
import Queue
def callMe(incomingFun, daemon=False):
def execute(_queue, *args, **kwargs):
result=incomingFun(*args, **kwargs)
_queue.put(result)
def wrap(*args, **kwargs):
_queue=Queue.Queue()
_thread=threading.Thread(target=execute, args=(_queue,)+args, kwargs=kwargs)
_thread.daemon=daemon
_thread.start()
_thread.result_queue=_queue
return _thread
return wrap
@callMe
def localFunc(x):
import time
x = x + 5
time.sleep(5)
return x
thread=localFunc(10)
# this blocks, waiting for the result
result = thread.result_queue.get()
print result
In normal circumstances you'd use a result queue to send results back, and then have some other thread running that waits for the results:
class SimpleThread(QtCore.QThread):
def __init__(self, queue, result_queue, parent=None):
QtCore.QThread.__init__(self, parent)
self.queue=queue
self.result_queue = result_queue
def run(self):
while True:
arg=self.queue.get()
self.fun(arg)
self.queue.task_done()
def fun(self, arg):
for i in range (3):
print 'fun: %s'%i
self.sleep(1)
self.result_queue.put(arg+1)
def handle_results(result_queue):
while True:
result = result_queue.get()
print("Got result {}".format(result))
Main thread:
self.queue=queue.Queue()
self.result_queue = queue.Queue()
result_handler = threading.Thread(target=handle_results, self.result_queue)
for i in range(2):
thread=SimpleThread(self.queue, self.result_queue)
thread.start()
Doing it this way will keep you from blocking the GUI's event loop while you wait for the results. Here's what the equivalent would look like with multiprocessing.pool.ThreadPool
:
from multiprocessing.pool import ThreadPool
import time
def fun(arg):
for i in range (3):
print 'fun: %s'%i
time.sleep(1)
return arg+1
def handle_result(result):
print("got result {}".format(result))
pool = ThreadPool(2)
pool.map_async(fun, [1,2,3], callback=handle_result)
Which is a lot simpler. It internally creates a result handling thread, which will automatically call handle_result
for you when fun
completes.
That said, you're using QThread
, and you want the results to update GUI widgets, so you really want your results to be sent back to the main thread, not to a result handling thread. In that case, it makes sense to use Qt's signaling system, so that you can safely update the GUI when you receive the result:
from PyQt4 import QtCore, QtGui
import sys
import Queue as queue
class ResultObj(QtCore.QObject):
def __init__(self, val):
self.val = val
class SimpleThread(QtCore.QThread):
finished = QtCore.pyqtSignal(object)
def __init__(self, queue, callback, parent=None):
QtCore.QThread.__init__(self, parent)
self.queue = queue
self.finished.connect(callback)
def run(self):
while True:
arg = self.queue.get()
if arg is None: # None means exit
print("Shutting down")
return
self.fun(arg)
def fun(self, arg):
for i in range(3):
print 'fun: %s' % i
self.sleep(1)
self.finished.emit(ResultObj(arg+1))
class AppWindow(QtGui.QMainWindow):
def __init__(self):
super(AppWindow, self).__init__()
mainWidget = QtGui.QWidget()
self.setCentralWidget(mainWidget)
mainLayout = QtGui.QVBoxLayout()
mainWidget.setLayout(mainLayout)
button = QtGui.QPushButton('Process')
button.clicked.connect(self.process)
mainLayout.addWidget(button)
def handle_result(self, result):
val = result.val
print("got val {}".format(val))
# You can update the UI from here.
def process(self):
MAX_CORES=2
self.queue = queue.Queue()
self.threads = []
for i in range(MAX_CORES):
thread = SimpleThread(self.queue, self.handle_result)
self.threads.append(thread)
thread.start()
for arg in [1,2,3]:
self.queue.put(arg)
for _ in range(MAX_CORES): # Tell the workers to shut down
self.queue.put(None)
app = QtGui.QApplication([])
window = AppWindow()
window.show()
sys.exit(app.exec_())
Output when the button is pushed:
fun: 0
fun: 0
fun: 1
fun: 1
fun: 2
fun: 2
fun: 0
got val 2
got val 3
Shutting down
fun: 1
fun: 2
Shutting down
got val 4
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