.. index:: Tasks
.. highlight:: python
:linenothreshold: 5
.. testsetup:: tasks
iface = start_qgis()
The code snippets on this page need the following imports if you're outside the pyqgis console:
.. testcode:: tasks
from qgis.core import (
QgsProcessingContext,
QgsTaskManager,
QgsTask,
QgsProcessingAlgRunnerTask,
Qgis,
QgsProcessingFeedback,
QgsApplication,
QgsMessageLog,
)
.. _tasks:
******************************************
Tasks - doing heavy work in the background
******************************************
Introduction
------------
Background processing using threads is a way to maintain a responsive
user interface when heavy processing is going on.
Tasks can be used to achieve threading in QGIS.
A task (:class:`QgsTask <qgis.core.QgsTask>`) is a container for the code to be performed
in the background, and the task manager (:class:`QgsTaskManager <qgis.core.QgsTaskManager>`) is
used to control the running of the tasks.
These classes simplify background processing in QGIS by providing
mechanisms for signaling, progress reporting and access
to the status for background processes.
Tasks can be grouped using subtasks.
The global task manager (found with :meth:`QgsApplication.taskManager() <qgis.core.QgsApplication.taskManager>`)
is normally used. This means that your tasks may not be the only
tasks that are controlled by the task manager.
There are several ways to create a QGIS task:
* Create your own task by extending :class:`QgsTask <qgis.core.QgsTask>`
.. testcode:: tasks
class SpecialisedTask(QgsTask):
pass
* Create a task from a function
.. testcode:: tasks
def heavyFunction():
# Some CPU intensive processing ...
pass
def workdone():
# ... do something useful with the results
pass
task = QgsTask.fromFunction('heavy function', heavyFunction,
onfinished=workdone)
* Create a task from a processing algorithm
.. testcode:: tasks
params = dict()
context = QgsProcessingContext()
feedback = QgsProcessingFeedback()
buffer_alg = QgsApplication.instance().processingRegistry().algorithmById('native:buffer')
task = QgsProcessingAlgRunnerTask(buffer_alg, params, context,
feedback)
.. warning::
Any background task (regardless of how it is created) must NEVER
use any QObject that lives on the main thread, such as accessing
QgsVectorLayer, QgsProject or perform any GUI based operations
like creating new widgets or interacting with existing widgets.
Qt widgets must only be accessed or modified from the main thread.
Data that is used in a task must be copied before the task is started.
Attempting to use them from background threads will result in
crashes.
Dependencies between tasks can be described using the :meth:`addSubTask() <qgis.core.QgsTask.addSubTask>`
function of :class:`QgsTask <qgis.core.QgsTask>`.
When a dependency is stated, the task manager will automatically
determine how these dependencies will be executed.
Wherever possible dependencies will be executed in parallel in order
to satisfy them as quickly as possible.
If a task on which another task depends is canceled, the dependent
task will also be canceled.
Circular dependencies can make deadlocks possible, so be careful.
If a task depends on a layer being available, this can be stated
using the :meth:`setDependentLayers() <qgis.core.QgsTask.setDependentLayers>`
function of :class:`QgsTask <qgis.core.QgsTask>`.
If a layer on which a task depends is not available, the task will be
canceled.
Once the task has been created it can be scheduled for running using
the :meth:`addTask() <qgis.core.QgsTaskManager.addTask>` function of the task manager.
Adding a task to the manager automatically transfers ownership of
that task to the manager, and the manager will cleanup and delete
tasks after they have executed.
The scheduling of the tasks is influenced by the task priority, which
is set in :meth:`addTask() <qgis.core.QgsTaskManager.addTask>`.
The status of tasks can be monitored using :class:`QgsTask <qgis.core.QgsTask>` and
:class:`QgsTaskManager <qgis.core.QgsTaskManager>` signals and functions.
Examples
--------
Extending QgsTask
.................
In this example ``RandomIntegerSumTask`` extends :class:`QgsTask <qgis.core.QgsTask>` and will
generate 100 random integers between 0 and 500 during a specified period
of time.
If the random number is 42, the task is aborted and an exception is
raised.
Several instances of ``RandomIntegerSumTask`` (with subtasks) are generated
and added to the task manager, demonstrating two types of
dependencies.
.. this snippet crashes the test runner on self.exception = Exception('bad value!')
.. code-block:: python
import random
from time import sleep
from qgis.core import (
QgsApplication, QgsTask, QgsMessageLog,
)
MESSAGE_CATEGORY = 'RandomIntegerSumTask'
class RandomIntegerSumTask(QgsTask):
"""This shows how to subclass QgsTask"""
def __init__(self, description, duration):
super().__init__(description, QgsTask.CanCancel)
self.duration = duration
self.total = 0
self.iterations = 0
self.exception = None
def run(self):
"""Here you implement your heavy lifting.
Should periodically test for isCanceled() to gracefully
abort.
This method MUST return True or False.
Raising exceptions will crash QGIS, so we handle them
internally and raise them in self.finished
"""
QgsMessageLog.logMessage('Started task "{}"'.format(
self.description()),
MESSAGE_CATEGORY, Qgis.Info)
wait_time = self.duration / 100
for i in range(100):
sleep(wait_time)
# use setProgress to report progress
self.setProgress(i)
arandominteger = random.randint(0, 500)
self.total += arandominteger
self.iterations += 1
# check isCanceled() to handle cancellation
if self.isCanceled():
return False
# simulate exceptions to show how to abort task
if arandominteger == 42:
# DO NOT raise Exception('bad value!')
# this would crash QGIS
self.exception = Exception('bad value!')
return False
return True
def finished(self, result):
"""
This function is automatically called when the task has
completed (successfully or not).
You implement finished() to do whatever follow-up stuff
should happen after the task is complete.
finished is always called from the main thread, so it's safe
to do GUI operations and raise Python exceptions here.
result is the return value from self.run.
"""
if result:
QgsMessageLog.logMessage(
'RandomTask "{name}" completed\n' \
'RandomTotal: {total} (with {iterations} '\
'iterations)'.format(
name=self.description(),
total=self.total,
iterations=self.iterations),
MESSAGE_CATEGORY, Qgis.Success)
else:
if self.exception is None:
QgsMessageLog.logMessage(
'RandomTask "{name}" not successful but without '\
'exception (probably the task was manually '\
'canceled by the user)'.format(
name=self.description()),
MESSAGE_CATEGORY, Qgis.Warning)
else:
QgsMessageLog.logMessage(
'RandomTask "{name}" Exception: {exception}'.format(
name=self.description(),
exception=self.exception),
MESSAGE_CATEGORY, Qgis.Critical)
raise self.exception
def cancel(self):
QgsMessageLog.logMessage(
'RandomTask "{name}" was canceled'.format(
name=self.description()),
MESSAGE_CATEGORY, Qgis.Info)
super().cancel()
longtask = RandomIntegerSumTask('waste cpu long', 20)
shorttask = RandomIntegerSumTask('waste cpu short', 10)
minitask = RandomIntegerSumTask('waste cpu mini', 5)
shortsubtask = RandomIntegerSumTask('waste cpu subtask short', 5)
longsubtask = RandomIntegerSumTask('waste cpu subtask long', 10)
shortestsubtask = RandomIntegerSumTask('waste cpu subtask shortest', 4)
# Add a subtask (shortsubtask) to shorttask that must run after
# minitask and longtask has finished
shorttask.addSubTask(shortsubtask, [minitask, longtask])
# Add a subtask (longsubtask) to longtask that must be run
# before the parent task
longtask.addSubTask(longsubtask, [], QgsTask.ParentDependsOnSubTask)
# Add a subtask (shortestsubtask) to longtask
longtask.addSubTask(shortestsubtask)
QgsApplication.taskManager().addTask(longtask)
QgsApplication.taskManager().addTask(shorttask)
QgsApplication.taskManager().addTask(minitask)
.. testcode:: tasks
:hide:
# We need the test output here, hence the blocking
while QgsApplication.taskManager().countActiveTasks() != 0:
QgsApplication.instance().processEvents()
.. testoutput:: tasks
RandomIntegerSumTask(0): Started task "waste cpu subtask shortest"
RandomIntegerSumTask(0): Started task "waste cpu short"
RandomIntegerSumTask(0): Started task "waste cpu mini"
RandomIntegerSumTask(0): Started task "waste cpu subtask long"
RandomIntegerSumTask(3): Task "waste cpu subtask shortest" completed
RandomTotal: 25452 (with 100 iterations)
RandomIntegerSumTask(3): Task "waste cpu mini" completed
RandomTotal: 23810 (with 100 iterations)
RandomIntegerSumTask(3): Task "waste cpu subtask long" completed
RandomTotal: 26308 (with 100 iterations)
RandomIntegerSumTask(0): Started task "waste cpu long"
RandomIntegerSumTask(3): Task "waste cpu long" completed
RandomTotal: 22534 (with 100 iterations)
Task from function
..................
Create a task from a function (``doSomething`` in this example).
The first parameter of the function will hold the :class:`QgsTask <qgis.core.QgsTask>`
for the function.
An important (named) parameter is ``on_finished``, that specifies a
function that will be called when the task has completed.
The ``doSomething`` function in this example has an additional named
parameter ``wait_time``.
.. testcode:: tasks
import random
from time import sleep
MESSAGE_CATEGORY = 'TaskFromFunction'
def doSomething(task, wait_time):
"""
Raises an exception to abort the task.
Returns a result if success.
The result will be passed, together with the exception (None in
the case of success), to the on_finished method.
If there is an exception, there will be no result.
"""
QgsMessageLog.logMessage('Started task {}'.format(task.description()),
MESSAGE_CATEGORY, Qgis.Info)
wait_time = wait_time / 100
total = 0
iterations = 0
for i in range(100):
sleep(wait_time)
# use task.setProgress to report progress
task.setProgress(i)
arandominteger = random.randint(0, 500)
total += arandominteger
iterations += 1
# check task.isCanceled() to handle cancellation
if task.isCanceled():
stopped(task)
return None
# raise an exception to abort the task
if arandominteger == 42:
raise Exception('bad value!')
return {'total': total, 'iterations': iterations,
'task': task.description()}
def stopped(task):
QgsMessageLog.logMessage(
'Task "{name}" was canceled'.format(
name=task.description()),
MESSAGE_CATEGORY, Qgis.Info)
def completed(exception, result=None):
"""This is called when doSomething is finished.
Exception is not None if doSomething raises an exception.
result is the return value of doSomething."""
if exception is None:
if result is None:
QgsMessageLog.logMessage(
'Completed with no exception and no result '\
'(probably manually canceled by the user)',
MESSAGE_CATEGORY, Qgis.Warning)
else:
QgsMessageLog.logMessage(
'Task {name} completed\n'
'Total: {total} ( with {iterations} '
'iterations)'.format(
name=result['task'],
total=result['total'],
iterations=result['iterations']),
MESSAGE_CATEGORY, Qgis.Info)
else:
QgsMessageLog.logMessage("Exception: {}".format(exception),
MESSAGE_CATEGORY, Qgis.Critical)
raise exception
# Create a few tasks
task1 = QgsTask.fromFunction('Waste cpu 1', doSomething,
on_finished=completed, wait_time=4)
task2 = QgsTask.fromFunction('Waste cpu 2', doSomething,
on_finished=completed, wait_time=3)
QgsApplication.taskManager().addTask(task1)
QgsApplication.taskManager().addTask(task2)
.. testcode:: tasks
:hide:
# We need the test output here, hence the blocking
while QgsApplication.taskManager().countActiveTasks() != 0:
QgsApplication.instance().processEvents()
.. testoutput:: tasks
RandomIntegerSumTask(0): Started task "waste cpu subtask short"
RandomTaskFromFunction(0): Started task Waste cpu 1
RandomTaskFromFunction(0): Started task Waste cpu 2
RandomTaskFromFunction(0): Task Waste cpu 2 completed
RandomTotal: 23263 ( with 100 iterations)
RandomTaskFromFunction(0): Task Waste cpu 1 completed
RandomTotal: 25044 ( with 100 iterations)
Task from a processing algorithm
................................
Create a task that uses the algorithm :ref:`qgis:randompointsinextent <qgisrandompointsinextent>` to
generate 50000 random points inside a specified extent. The result is
added to the project in a safe way.
.. this snippet crashes the test runner
.. code-block:: python
from functools import partial
from qgis.core import (QgsTaskManager, QgsMessageLog,
QgsProcessingAlgRunnerTask, QgsApplication,
QgsProcessingContext, QgsProcessingFeedback,
QgsProject)
MESSAGE_CATEGORY = 'AlgRunnerTask'
def task_finished(context, successful, results):
if not successful:
QgsMessageLog.logMessage('Task finished unsucessfully',
MESSAGE_CATEGORY, Qgis.Warning)
output_layer = context.getMapLayer(results['OUTPUT'])
# because getMapLayer doesn't transfer ownership, the layer will
# be deleted when context goes out of scope and you'll get a
# crash.
# takeMapLayer transfers ownership so it's then safe to add it
# to the project and give the project ownership.
if output_layer and output_layer.isValid():
QgsProject.instance().addMapLayer(
context.takeResultLayer(output_layer.id()))
alg = QgsApplication.processingRegistry().algorithmById(
'qgis:randompointsinextent')
context = QgsProcessingContext()
feedback = QgsProcessingFeedback()
params = {
'EXTENT': '0.0,10.0,40,50 [EPSG:4326]',
'MIN_DISTANCE': 0.0,
'POINTS_NUMBER': 50000,
'TARGET_CRS': 'EPSG:4326',
'OUTPUT': 'memory:My random points'
}
task = QgsProcessingAlgRunnerTask(alg, params, context, feedback)
task.executed.connect(partial(task_finished, context))
QgsApplication.taskManager().addTask(task)
See also: https://opengis.ch/2018/06/22/threads-in-pyqgis3/.