You can stop running tasks in aThreadPoolExecutorwearing athreading.Event.
In this tutorial, you'll learn how to update your tasks running in a ThreadPoolExecutor so that they finish when you want them to.
Let's start.
table of contents
cancel() will not stop task execution
HeThreadPoolExecutorin Python, it provides a thread pool that allows you to run tasks concurrently.
You can add tasks to the group by callingdeliver()with the name of your function returning aFutureObject.
you can call themCancel()role inFutureObject to cancel the task before starting.
1 2 3 4 5 6 | ... # run a task Future = executor.deliver(to work) # cancel task press('Cancel task...') Future.Cancel() |
If your task is already running, callCancel()has no effect and you must wait for the task to complete.
The following example demonstrates this by starting a task that takes ten seconds and trying to stop it by calling cancel.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 sixteen 17 18 19 20 21 22 23 24 25 | #SuperFastPython.com # Example of canceling a call that doesn't interrupt the task outside ofTempomattersleep outside ofsimultaneously.futuresmatterThreadPoolExecutor # Mock-Target-Task-Funktion definitelyto work(): # pretend to read data for a long time for _ Em Area(10): # pretend to read some data sleep(1) # Create a thread group swindlerThreadPoolExecutor() e executor: # run a task Future = executor.deliver(to work) #mau momento press('The task is running...') sleep(2) # Try to stop calling the cancel function press('Cancel task...') Future.Cancel() # wait for all tasks to complete press('Hope...') press('All ready.') |
The sample run starts the job normally.
After two seconds, we try to stop the task by callingCancel()role inFutureObject. This will not stop the task as it is already running.
We have to wait for the task to complete before we can close the thread pool and continue.
1 2 3 4 | The task is in progress... cancel task... hope... All ready. |
Next, we'll look at how we can update a target task function to check for a thread-safe flag to indicate whether execution should terminate.
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Terminate task execution with threading.Event
DespiteThreadPoolExecutordoesn't provide a way to stop task execution, we can update our target task functions to stop execution if a threadsafe flag is set.
This can be implemented withsoak.Cair.
You can learn more about them.soak.CairHere:
First of all, you must first create one.soak.Cairto control when running tasks should finish.
1 2 3 | ... # Create an event to close all running tasks Cair = Cair() |
This event can be passed as an argument to any target task function.
1 2 3 | ... # Run the task and send the event Future = executor.deliver(to work, Cair) |
Once the task is running, it can be stopped on the main thread by setting the flag toCair.
1 2 3 | ... # stop running tasks through an event Cair.Prayer() |
Each target task function should check event status frequently, such as on each iteration of a loop in the task.
If the event is set, the task can exit execution, possibly returning immediately.
1 2 3 4 | ... # Check the state of the flag E Cair.is employed(): volte |
If your target search function opened some resources, you may need to clear them before returning.
This approach to terminating running tasks may require you to change the structure of your task so that it has a looping structure that can be used to check the flag value.
For example, if your task reads data from a file or socket, you might need to change the read operation to loop through blocks of data so that you can check the status of the flag on each iteration of the loop.
Now that we know how to pause a task, let's look at a working example.
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How to end running tasks in ThreadPoolExecutor
We can update our previous example to check the status of the threadsafe flag and stop if the flag is set.
First, we need to create the event that will be propagated to all tasks running in the thread pool.
1 2 3 | ... # Create an event that will be used to interrupt the execution of the task Cair = Cair() |
We can then pass that event to our target function when we submit the task to the pool for execution.
1 2 3 | ... # run a task Future = executor.deliver(to work, Cair) |
We can then update our target task function to receive the event as an argument and check the state of the event on each iteration over theis employed()paper not event
If the event is set, the target task function can return immediately.
1 2 3 4 5 6 7 8 9 | # Mock-Target-Task-Funktion definitelyto work(Cair): # pretend to read data for a long time for _ Em Area(10): # pretend to read some data sleep(1) # Check if the task should be completed E Cair.is employed(): volte |
It's a good idea to kill the task in the thread pool if it hasn't started running yet.
1 2 3 | ... # Cancel the task if it is not already running Future.Cancel() |
Finally, we can stop the running task by callingPrayer()role in the event at any time.
1 2 3 4 | ... # stop running task with flag press('Stop task...') Cair.Prayer() |
And that is.
In summary, the following example provides a template that you can use to add an event indicator to your target task function to check for a stopping condition to close all currently running tasks.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 sixteen 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 | #SuperFastPython.com # Example of how to stop a task running in a thread pool outside ofTempomattersleep outside ofsoakmatterCair outside ofsimultaneously.futuresmatterThreadPoolExecutor # Mock-Target-Task-Funktion definitelyto work(Cair): # pretend to read data for a long time for _ Em Area(10): # pretend to read some data sleep(1) # Check if the task should be completed E Cair.is employed(): volte # Create an event that will be used to interrupt the execution of the task Cair = Cair() # Create a thread group swindlerThreadPoolExecutor() e executor: # run a task Future = executor.deliver(to work, Cair) #mau momento press('The task is running...') sleep(2) # Cancel the task if it is not already running Future.Cancel() # stop running task with flag press('Stop task...') Cair.Prayer() # wait for all tasks to complete press('Hope...') press('All ready.') |
When you run the sample for the first time, a thread pool is created and a task is scheduled.
An event object is created and passed to the task, where it is checked each iteration to see if it has been set, and if so, to exit the task.
The task runs normally for two seconds. First, we delete all the tasks in the group in case the execution has not started yet.
Next, we define the event to trigger the stop of the running task. The task checks the status of the event every second and stops running on the next iteration after setting the event.
1 2 3 4 | The task is in progress... stop task... hope... All ready. |
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another read
This section contains additional resources that you may find helpful.
books
- ThreadPoolExecutor-Jump-Start, Jason Brownlee, 2022 (my book!).
- Simultaneous Futures API Interview Excerpt
- ThreadPoolExecutor-Klassen-API-Spickzettel
I also recommend specific chapters from the following books:
- effective python, Brett Slatkin, 2019.
- verChapter 7: Concurrency and Parallelism
- A summary of Python, Alex Martelli, and others, 2017.
- Ver:Chapter: 14: Threads and Processes
Führer
- ThreadPoolExecutor: The Complete Guide
API
Overwhelmed by Python's concurrency APIs?
Find relief, download my FREEPython concurrency mind maps
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Now you know how to use asoak.Cairto stop tasks being executed by aThreadPoolExecutor.
Do you have questions about stopping tasks from running in a thread pool?
Ask your questions in the comments below and I'll do my best to help.
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FAQs
How do I stop thread pool executor in Python? ›
You can cancel tasks in the ThreadPoolExecutor by calling the cancel() function on the Future object.
How do I stop a thread pool executor? ›When using an Executor, we can shut it down by calling the shutdown() or shutdownNow() methods. Although, it won't wait until all threads stop executing. Waiting for existing threads to complete their execution can be achieved by using the awaitTermination() method.
How do you wait for ThreadPoolExecutor to finish? ›You can wait for a task to finish in a ThreadPoolExecutor by calling the wait() module function.
How to use ThreadPoolExecutor in Python? ›- Create the Thread Pool.
- Submit Tasks to the Thread Pool.
- Wait for Tasks to Complete (Optional)
- Shutdown the Thread Pool.
- ThreadPoolExecutor Context Manager.
Modern ways to suspend/stop a thread are by using a boolean flag and Thread. interrupt() method.
How do you stop a Python execution? ›One of the most appropriate functions that we can use to exit from a Python program is the sys. exit() function. This function is available in the sys module and when called it raises the SystemException in Python that then triggers the interpreter to stop further execution of the current python script.
What happens when you call shutdownNow () on a Threadpoolexecutor? ›shutdownNow. Attempts to stop all actively executing tasks, halts the processing of waiting tasks, and returns a list of the tasks that were awaiting execution. These tasks are drained (removed) from the task queue upon return from this method. This method does not wait for actively executing tasks to terminate.
Should I shut down Executor? ›When finished using an ExecutorService , you need to shut it down explicitly. From its javadoc: "An unused ExecutorService should be shut down to allow reclamation of its resources." Calling shutdown initiates a gradual and orderly shutdown.
What if Executor service is not shutdown? ›If it's not shut down yet, the shutdown method is invoked on the service. Finally, we wait for the termination of the service for one second using the awaitTermination method.
How do you stop threading in ThreadPool? ›Whenever we want to stop a thread from running state by calling stop() method of Thread class in Java. This method stops the execution of a running thread and removes it from the waiting threads pool and garbage collected. A thread will also move to the dead state automatically when it reaches the end of its method.
How do you wait for thread pool to finish Python? ›
You can wait for tasks issued to the ThreadPool to complete by calling wait() on the AsyncResult object or calling join() on the ThreadPool.
What is the difference between shutdown and shutdownNow? ›The shutdown() method will allow previously submitted tasks to execute before terminating, while the shutdownNow() method prevents waiting tasks from starting and attempts to stop currently executing tasks.
What is the difference between ThreadPoolExecutor and threading in Python? ›The ThreadPoolExecutor supports multiple tasks, whereas the Thread class supports a single task. The ThreadPoolExecutor is designed to submit and execute multiple tasks. For example, the map() function is explicitly designed to perform multiple function calls concurrently. Additionally, the concurrent.
What is the difference between ThreadPool and ThreadPoolExecutor? ›The ThreadPool provides a focus on map() based concurrency, whereas the ThreadPoolExecutor does not. The ThreadPoolExecutor does provide a parallel version of the built-in map() function which will apply the same function to an iterable of arguments. Each function call is issued as a separate task to the thread pool.
How does thread pool executor work? ›ThreadPoolExecutor is an ExecutorService to execute each submitted task using one of possibly several pooled threads, normally configured using Executors factory methods. It also provides various utility methods to check current threads statistics and control them.
How do you pause a thread execution in Python? ›Answer: The python sleep() function provides an accurate and flexible way to suspend the execution of the current thread for any period of time. It is defined in terms of a time() module that provides several helpful functions to handle time-related tasks. The syntax for using the sleep() function is time.
Can we interrupt a running thread? ›A thread can send an interrupt by invoking interrupt on the Thread object for the thread to be interrupted. This means interruption of a thread is caused by any other thread calling the interrupt() method.
What can cause a thread to stop executing? ›A thread may stop or terminate because of the action of an attached debugger. The only other reason why a thread will stop (and terminate) is if its run() method completes.
What does quit () do in Python? ›quit() function is another in-built function, which is used to exit a python program. When the interpreter encounters the quit() function in the system, it terminates the execution of the program completely. It should not be used in production code and this function should only be used in the interpreter.
Which function is used to stop execution temporarily in Python? ›Adding a Python sleep() Call With time.
The time module has a function sleep() that you can use to suspend execution of the calling thread for however many seconds you specify. If you run this code in your console, then you should experience a delay before you can enter a new statement in the REPL.
What is the difference between ProcessPoolExecutor and ThreadPoolExecutor? ›
As their names suggest, the ThreadPoolExecutor uses threads internally, whereas the ProcessPoolExecutor uses processes. A process has a main thread and may have additional threads. A thread belongs to a process. Both processes and threads are features provided by the underlying operating system.
What happens when you call interrupt () on a running thread? ›interrupt() occurs while that thread is executing. The . interrupt() method sets the "interrupted" flag for that thread and interrupts any IO or sleep operations. It does nothing else, so it's up to your program to respond appropriately- and check its interrupt flag, via Thread.
Is Python ThreadPoolExecutor thread safe? ›ThreadPoolExecutor Thread-Safety
Although the ThreadPoolExecutor uses threads internally, you do not need to work with threads directly in order to execute tasks and get results. Nevertheless, when accessing resources or critical sections, thread-safety may be a concern.
1) The submit() can accept both Runnable and Callable tasks but execute() can only accept the Runnable task. 2) The submit() method is declared in the ExecutorService interface while the execute() method is declared in the Executor interface.
What is the difference between thread and Executor? ›A Thread represents something which is responsible for executing your code in parallel, while an Executor is an abstraction for concurrent task execution.
What is the difference between ExecutorService and Executor? ›Executor just executes stuff you give it. ExecutorService adds startup, shutdown, and the ability to wait for and look at the status of jobs you've submitted for execution on top of Executor (which it extends). This is a perfect answer, short and clear.
Can I stop being an executor? ›It is certainly possible for an executor to “resign” (or renounce). However, this can only be done if an executor has not already started dealing with the estate. This is known as “intermeddling”. This can be achieved by signing a deed of renunciation.
Can an executor be ignored? ›The executor has a duty to carry out their work in the best interests of the estate and the beneficiaries. If an executor breaches this duty, then they can be held personally liable for their mistakes, usually with a financial claim made against them, which can be substantial.
What happens if only executor dies? ›If: you named only one executor and no replacement executors, then a beneficiary of your will can apply for letters of administration. you named only one executor but did name a replacement, then that replacement executor can apply for a re-grant of probate in their name.
How do I turn off all threads in Python? ›- Raising exceptions in a python thread.
- Set/Reset stop flag.
- Using traces to kill threads.
- Using the multiprocessing module to kill threads.
- Killing Python thread by setting it as daemon.
- Using a hidden function _stop()
What happens when thread pool is exhausted? ›
This depends on the thread-pool. Some pools are fixed size so no more threads will be added. Other thread-pools are "cached" thread pools so it will reuse a free thread or will create a new one if none are available.
What happens when thread pool is full? ›If the work queue is full but the total number of running threads is less than the maximum pool size, a new thread will be created to handle the new submitted task. If the number of threads in a thread pool is larger than the core pool size, extra threads will be terminated if they are idle for keep-alive time.
How do you wait 30 seconds in Python? ›If you've got a Python program and you want to make it wait, you can use a simple function like this one: time. sleep(x) where x is the number of seconds that you want your program to wait.
What are the two shutdown rules? ›Conventionally stated, the shutdown rule is: "in the short run a firm should continue to operate if price equals or exceeds average variable costs." Restated, the rule is that to produce in the short run a firm must earn sufficient revenue to cover its variable costs.
Is shutting down the same as turning off? ›Use shut down to describe exiting the operating system and turning off the device in a single action. Don't use shut down to describe turning off a device or as a synonym for close. To turn off your computer, select Settings, and then select Shut down.
What are the types of shutdown? ›- Option 1: Shut down. Choosing to shut down your computer will begin the process of turning your computer off. ...
- Option 2: Log off. ...
- Option 3: Switch Users. ...
- Option 4: Restart. ...
- Option 5: Sleep. ...
- Option 6: Hibernate.
Use the ThreadPoolExecutor if your tasks are independent. This means that each task is not dependent on other tasks that could execute at the same time. It also may mean tasks that are not dependent on any data other than data provided via function arguments to the task.
Why is it a good idea to use a ThreadPoolExecutor as a context manager when you can? ›Why Use a ThreadPoolExecutor? ThreadPoolExecutors provide a simple abstraction around spinning up multiple threads and using these threads to perform tasks in a concurrent fashion. Adding threading to your application can help to drastically improve the speed of your application when used in the right context.
Is ThreadPoolExecutor submit thread safe? ›For ThreadPoolExecutor, it submit is thread safe. You can see the source code in jdk8. When adding a new task, it uses a mainLock to ensure the thread safe.
Does task run Use ThreadPool? ›NET code does not mean there are separate new threads involved. Generally when using Task. Run() or similar constructs, a task runs on a separate thread (mostly a managed thread-pool one), managed by the . NET CLR.
How do I get results from ProcessPoolExecutor? ›
You can get results from the ProcessPoolExecutor in the order that tasks are completed by calling the as_completed() module function. The function takes a collection of Future objects and will return the same Future objects in the order that their associated tasks are completed.
What is Max_workers in Threadpoolexecutor? ›The max_workers argument is the first argument in the constructor and does not need to be specified by name to be set; for example: 1. 2. 3.
How do I stop a thread pool Executor? ›When using an Executor, we can shut it down by calling the shutdown() or shutdownNow() methods. Although, it won't wait until all threads stop executing. Waiting for existing threads to complete their execution can be achieved by using the awaitTermination() method.
Which method can be used to stop the Threadpool Executor? ›We can invoke shutdown() method to finish execution of all the submitted tasks and terminate the thread pool. If you want to schedule a task to run with delay or periodically then you can use ScheduledThreadPoolExecutor class.
Can you pass a thread object to Executor execute? ›Answer: Thread implements the Runnable interface, so you can pass an instance of Thread to Executor. execute .
How do you force stop a thread in Python? ›You can kill a thread by killing its parent process via the terminate() and kill() methods. In this tutorial you will discover how to kill a thread in Python.
How do I stop and restart a thread in Python? ›You cannot restart a thread in Python, instead you must create and start a new thread with the same configuration.
Is it necessary to shutdown ExecutorService? ›Using shutdown() and awaitTermination()
In general, the ExecutorService will not be automatically destroyed when there is no task to process. It will stay alive and wait for new tasks to come. It simply means that JVM will not terminate if we are expecting it to.
We all know that the threading module can implement multi-threading in python, but the module does not provide methods for suspending, resuming and stopping threads. Once the thread object calls the start method, it can only wait until the corresponding method function is completed.
Can a thread be paused? ›suspend(): This is a method used to suspend the thread. The thread will remain suspended and won't perform its tasks until it is resumed. resume(): This is a method used to resume the suspended thread.
What is stop method in thread? ›
stop() method is used to terminate the thread execution. Once thread executed is halted by stop() method, start() function cannot restart the thread execution. stop() function has been deprecated in the latest versions of java.
What is threading lock () in Python? ›Lock Object: Python Multithreading
In the threading module of Python, for efficient multithreading a primitive lock is used. This lock helps us in the synchronization of two or more threads.
One method is for a thread to call interrupt on the target thread. The target thread should periodically call Thread. interrupted and if it returns true terminate gracefully. Another approach is to use a volatile boolean flag which a thread sets to true to terminate and the target thread checks the flag periodically.
How do I stop a restart and thread? ›Once a thread stops you cannot restart it. However, there is nothing stopping you from creating and starting a new thread. Option 1: Create a new thread rather than trying to restart. Option 2: Instead of letting the thread stop, have it wait and then when it receives notification you can allow it to do work again.