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Title: ThreadPoolExecutor in Python: The Complete Guide - Super Fast Python

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Description: Python ThreadPoolExecutor, your complete guide to thread pools and the ThreadPoolExecutor class for concurrent programming in Python.

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Python Threads and the Need for Thread Poolshttps://superfastpython.com/threadpoolexecutor-in-python#Python_Threads_and_the_Need_for_Thread_Pools
What Are Python Threadshttps://superfastpython.com/threadpoolexecutor-in-python#What_Are_Python_Threads
What Are Thread Poolshttps://superfastpython.com/threadpoolexecutor-in-python#What_Are_Thread_Pools
ThreadPoolExecutor for Thread Pools in Pythonhttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_for_Thread_Pools_in_Python
What Are Executorshttps://superfastpython.com/threadpoolexecutor-in-python#What_Are_Executors
What Are Futureshttps://superfastpython.com/threadpoolexecutor-in-python#What_Are_Futures
LifeCycle of the ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#LifeCycle_of_the_ThreadPoolExecutor
Step 1. Create the Thread Poolhttps://superfastpython.com/threadpoolexecutor-in-python#Step_1_Create_the_Thread_Pool
Step 2. Submit Tasks to the Thread Poolhttps://superfastpython.com/threadpoolexecutor-in-python#Step_2_Submit_Tasks_to_the_Thread_Pool
Step 3. Wait for Tasks to Complete (Optional)https://superfastpython.com/threadpoolexecutor-in-python#Step_3_Wait_for_Tasks_to_Complete_Optional
Step 4. Shutdown the Thread Poolhttps://superfastpython.com/threadpoolexecutor-in-python#Step_4_Shutdown_the_Thread_Pool
ThreadPoolExecutor Context Managerhttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_Context_Manager
ThreadPoolExecutor Examplehttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_Example
Download Files Seriallyhttps://superfastpython.com/threadpoolexecutor-in-python#Download_Files_Serially
Download Files Concurrently With submit()https://superfastpython.com/threadpoolexecutor-in-python#Download_Files_Concurrently_With_submit
Download Files Concurrently With submit() and as_completed()https://superfastpython.com/threadpoolexecutor-in-python#Download_Files_Concurrently_With_submit_and_as_completed
ThreadPoolExecutor Usage Patternshttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_Usage_Patterns
Map and Wait Patternhttps://superfastpython.com/threadpoolexecutor-in-python#Map_and_Wait_Pattern
Submit and Use as Completedhttps://superfastpython.com/threadpoolexecutor-in-python#Submit_and_Use_as_Completed
Submit and Use Sequentiallyhttps://superfastpython.com/threadpoolexecutor-in-python#Submit_and_Use_Sequentially
Submit and Use Callbackhttps://superfastpython.com/threadpoolexecutor-in-python#Submit_and_Use_Callback
Submit and Wait for Allhttps://superfastpython.com/threadpoolexecutor-in-python#Submit_and_Wait_for_All
Submit and Wait for Firsthttps://superfastpython.com/threadpoolexecutor-in-python#Submit_and_Wait_for_First
How to Configure ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Configure_ThreadPoolExecutor
Configure the Number of Threadshttps://superfastpython.com/threadpoolexecutor-in-python#Configure_the_Number_of_Threads
How Many Threads Should You Use?https://superfastpython.com/threadpoolexecutor-in-python#How_Many_Threads_Should_You_Use
Configure Thread Nameshttps://superfastpython.com/threadpoolexecutor-in-python#Configure_Thread_Names
Configure the Initializerhttps://superfastpython.com/threadpoolexecutor-in-python#Configure_the_Initializer
How to Use Future Objects in Detailhttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Use_Future_Objects_in_Detail
Life-Cycle of a Future Objecthttps://superfastpython.com/threadpoolexecutor-in-python#Life-Cycle_of_a_Future_Object
How to Check the Status of Futureshttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Check_the_Status_of_Futures
How to Get Results From Futureshttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Get_Results_From_Futures
How to Cancel Futureshttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Cancel_Futures
How to Add a Callback to Futureshttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Add_a_Callback_to_Futures
How to Get Exceptions From Futureshttps://superfastpython.com/threadpoolexecutor-in-python#How_to_Get_Exceptions_From_Futures
When to Use the ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#When_to_Use_the_ThreadPoolExecutor
Use ThreadPoolExecutor When…https://superfastpython.com/threadpoolexecutor-in-python#Use_ThreadPoolExecutor_When%E2%80%A6
Use Multiple ThreadPoolExecutor When…https://superfastpython.com/threadpoolexecutor-in-python#Use_Multiple_ThreadPoolExecutor_When%E2%80%A6
Don’t Use ThreadPoolExecutor When…https://superfastpython.com/threadpoolexecutor-in-python#Dont_Use_ThreadPoolExecutor_When%E2%80%A6
Use Threads for IO-Bound Taskshttps://superfastpython.com/threadpoolexecutor-in-python#Use_Threads_for_IO-Bound_Tasks
Don’t Use Threads for CPU-Bound Taskshttps://superfastpython.com/threadpoolexecutor-in-python#Dont_Use_Threads_for_CPU-Bound_Tasks
ThreadPoolExecutor Exception Handlinghttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_Exception_Handling
Exception Handling During Thread Initializationhttps://superfastpython.com/threadpoolexecutor-in-python#Exception_Handling_During_Thread_Initialization
Exception Handling During Task Executionhttps://superfastpython.com/threadpoolexecutor-in-python#Exception_Handling_During_Task_Execution
Exception Handling in Callbackshttps://superfastpython.com/threadpoolexecutor-in-python#Exception_Handling_in_Callbacks
How Does ThreadPoolExecutor Work Internallyhttps://superfastpython.com/threadpoolexecutor-in-python#How_Does_ThreadPoolExecutor_Work_Internally
Tasks Are Added to an Internal Queuehttps://superfastpython.com/threadpoolexecutor-in-python#Tasks_Are_Added_to_an_Internal_Queue
Worker Threads Are Created as Neededhttps://superfastpython.com/threadpoolexecutor-in-python#Worker_Threads_Are_Created_as_Needed
ThreadPoolExecutor Best Practiceshttps://superfastpython.com/threadpoolexecutor-in-python#ThreadPoolExecutor_Best_Practices
Use the Context Managerhttps://superfastpython.com/threadpoolexecutor-in-python#Use_the_Context_Manager
Use map() for Asynchronous For-Loopshttps://superfastpython.com/threadpoolexecutor-in-python#Use_map_for_Asynchronous_For-Loops
Use submit() with as_completed()https://superfastpython.com/threadpoolexecutor-in-python#Use_submit_with_as_completed
Use Independent Functions as Taskshttps://superfastpython.com/threadpoolexecutor-in-python#Use_Independent_Functions_as_Tasks
Use for IO-Bound Tasks (probably)https://superfastpython.com/threadpoolexecutor-in-python#Use_for_IO-Bound_Tasks_probably
Common Errors When Using ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#Common_Errors_When_Using_ThreadPoolExecutor
Using a Function Call in submit()https://superfastpython.com/threadpoolexecutor-in-python#Using_a_Function_Call_in_submit
Using a Function Call in map()https://superfastpython.com/threadpoolexecutor-in-python#Using_a_Function_Call_in_map
Incorrect Function Signature for map()https://superfastpython.com/threadpoolexecutor-in-python#Incorrect_Function_Signature_for_map
Incorrect Function Signature for Future Callbackshttps://superfastpython.com/threadpoolexecutor-in-python#Incorrect_Function_Signature_for_Future_Callbacks
Common Questions When Using the ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#Common_Questions_When_Using_the_ThreadPoolExecutor
How Do You Stop a Running Task?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Stop_a_Running_Task
How Do You Wait for All Tasks to Complete?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Wait_for_All_Tasks_to_Complete
How Do You Dynamically Change the Number of Threads?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Dynamically_Change_the_Number_of_Threads
How Do You Log From a Task?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Log_From_a_Task
How Do You Unit Tasks and Thread Pools?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Unit_Tasks_and_Thread_Pools
How Do You Compare Serial to Parallel Performance?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Compare_Serial_to_Parallel_Performance
How Do You Set chunksize in map()?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Set_chunksize_in_map
How Do You Submit a Follow-up Task?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Submit_a_Follow-up_Task
How Do You Store Local State for Each Thread?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Store_Local_State_for_Each_Thread
How Do You Show Progress of All Tasks?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Show_Progress_of_All_Tasks
Do We Need to Have a Check for __main__?https://superfastpython.com/threadpoolexecutor-in-python#Do_We_Need_to_Have_a_Check_for_main
How Do You Get a Future Object for Tasks Added With map()?https://superfastpython.com/threadpoolexecutor-in-python#How_Do_You_Get_a_Future_Object_for_Tasks_Added_With_map
Can I Call shutdown() From Within the Context Manager?https://superfastpython.com/threadpoolexecutor-in-python#Can_I_Call_shutdown_From_Within_the_Context_Manager
Common Objections to Using ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-in-python#Common_Objections_to_Using_ThreadPoolExecutor
What About the Global Interpreter Lock (GIL)?https://superfastpython.com/threadpoolexecutor-in-python#What_About_the_Global_Interpreter_Lock_GIL
Are Python Threads “Real Threads”?https://superfastpython.com/threadpoolexecutor-in-python#Are_Python_Threads_%E2%80%9CReal_Threads%E2%80%9D
Aren’t Python Threads Buggy?https://superfastpython.com/threadpoolexecutor-in-python#Arent_Python_Threads_Buggy
Isn’t Python a Bad Choice for Concurrency?https://superfastpython.com/threadpoolexecutor-in-python#Isnt_Python_a_Bad_Choice_for_Concurrency
Why Not Always Use ProcessPoolExecutor Instead?https://superfastpython.com/threadpoolexecutor-in-python#Why_Not_Always_Use_ProcessPoolExecutor_Instead
Why Not Use threading.Thread instead?https://superfastpython.com/threadpoolexecutor-in-python#Why_Not_Use_threadingThread_instead
Why Not Use AsyncIO?https://superfastpython.com/threadpoolexecutor-in-python#Why_Not_Use_AsyncIO
Further Readinghttps://superfastpython.com/threadpoolexecutor-in-python#Further_Reading
Conclusionshttps://superfastpython.com/threadpoolexecutor-in-python#Conclusions
threadhttps://en.wikipedia.org/wiki/Thread_(computing)
threading.Thread classhttps://docs.python.org/3/library/threading.html
Threading in Python: The Complete Guidehttps://superfastpython.com/threading-in-python/
thread poolhttps://en.wikipedia.org/wiki/Thread_pool
download your FREE bookhttps://superfastpython.com/plip-incontent
concurrent.futures modulehttps://docs.python.org/3/library/concurrent.futures.html
Brian Quinlanhttp://sweetapp.com/
thread.pyhttps://github.com/python/cpython/tree/3.10/Lib/concurrent/futures/thread.py
delayed result for an asynchronous taskhttps://en.wikipedia.org/wiki/Futures_and_promises
Download Now: Free ThreadPoolExecutor PDF Cheat Sheethttps://marvelous-writer-6152.ck.page/5fb5f69c42
lifecycle of using the ThreadPoolExecutor classhttps://superfastpython.com/threadpoolexecutor-quick-start-guide/
built-in map() functionhttps://docs.python.org/3/library/functions.html#map
map() functionhttps://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.Executor.map
wait() functionhttps://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.wait
as_completed() functionhttps://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.as_completed
Learn morehttps://marvelous-writer-6152.ck.page/5fb5f69c42
ThreadPoolExecutor is to download fileshttps://superfastpython.com/threadpoolexecutor-example/
urllib.request.urlopen()https://docs.python.org/3/library/urllib.request.html
os.path.join()https://docs.python.org/3/library/os.path.html
os.makedirs()https://docs.python.org/3/library/os.html
Python Concurrency Mind Mapshttps://marvelous-writer-6152.ck.page/8f23adb076
common usage patternshttps://superfastpython.com/threadpoolexecutor-usage-patterns/
thread pool will then call the callback functionhttps://superfastpython.com/threadpoolexecutor-add-callback/
https://superfastpython.com/ptpej-incontent
Learn morehttps://superfastpython.com/ptpej-incontent
number of threads in the thread poolhttps://superfastpython.com/threadpoolexecutor-number-of-threads/
source code for the ThreadPoolExecutorhttps://github.com/python/cpython/blob/3.10/Lib/concurrent/futures/thread.py
thread name prefix can be sethttps://superfastpython.com/threadpoolexecutor-thread-names/
initializer functionhttps://superfastpython.com/threadpoolexecutor-initializer/
Future objectshttps://docs.python.org/3/library/concurrent.futures.html#future-objects
lifecycle of a future objecthttps://superfastpython.com/threadpoolexecutor-futures/
retrieve the result from the taskhttps://superfastpython.com/threadpoolexecutor-get-results/
cancel a taskhttps://superfastpython.com/threadpoolexecutor-cancel-task/
add a callback to a Futurehttps://superfastpython.com/threadpoolexecutor-add-callback/
multiprocessing modulehttps://docs.python.org/3/library/multiprocessing.html#module-multiprocessing
ProcessPoolExecutorhttps://docs.python.org/3/library/concurrent.futures.html#concurrent.futures.ProcessPoolExecutor
Exception handlinghttps://superfastpython.com/threadpoolexecutor-exception-handling/
how the ThreadPoolExecutor works internallyhttps://superfastpython.com/how-does-threadpoolexecutor-work/
cpython/Lib/concurrent/futures/thread.pyhttps://github.com/python/cpython/blob/3.10/Lib/concurrent/futures/thread.py
cpython/Lib/concurrent/futures/_base.pyhttps://github.com/python/cpython/blob/3.10/Lib/concurrent/futures/_base.py
SimpleQueue objecthttps://docs.python.org/3/library/queue.html#queue.SimpleQueue
best practices to considerhttps://superfastpython.com/threadpoolexecutor-best-practices/
pure functionshttps://en.wikipedia.org/wiki/Pure_function
common errors when using the ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-common-errors/
all tasks must stop running as soon as they canhttps://superfastpython.com/threadpoolexecutor-stop-tasks/
wait for all tasks to complete in a ThreadPoolExecutorhttps://superfastpython.com/threadpoolexecutor-wait-all-tasks/
Logging facility for Python, Thread Safetyhttps://docs.python.org/3/library/logging.html#thread-safety
log from your target task functions directlyhttps://superfastpython.com/threadpoolexecutor-logging/
execute a follow-up taskhttps://superfastpython.com/threadpoolexecutor-followup-task/
show progress for taskshttps://superfastpython.com/threadpoolexecutor-progress/
context managerhttps://superfastpython.com/threadpoolexecutor-context-manager/
ThreadPoolExecutor vs. the Global Interpreter Lock (GIL)https://superfastpython.com/threadpoolexecutor-vs-gil/
green threadshttps://en.wikipedia.org/wiki/Green_threads
ThreadPoolExecutor vs. ProcessPoolExecutor in Pythonhttps://superfastpython.com/threadpoolexecutor-vs-processpoolexecutor/
ThreadPoolExecutor vs. Thread in Pythonhttps://superfastpython.com/threadpoolexecutor-vs-threads/
reactive programminghttps://en.wikipedia.org/wiki/Reactive_programming
ThreadPoolExecutor vs. AsyncIO in Pythonhttps://superfastpython.com/threadpoolexecutor-vs-asyncio/
ThreadPoolExecutor Jump-Starthttps://superfastpython.com/ptpej-further-reading
Concurrent Futures API Interview Questionshttps://superfastpython.com/python-concurrent-futures-interview-questions/
ThreadPoolExecutor Class API Cheat Sheethttps://marvelous-writer-6152.ck.page/5fb5f69c42
Effective Pythonhttps://amzn.to/3GpopJ1
Python in a Nutshellhttps://amzn.to/3m7SLGD
Python ThreadPoolExecutor: The Complete Guidehttps://superfastpython.com/threadpoolexecutor-in-python/
Python ProcessPoolExecutor: The Complete Guidehttps://superfastpython.com/processpoolexecutor-in-python/
Python Threading: The Complete Guidehttps://superfastpython.com/threading-in-python/
Python ThreadPool: The Complete Guidehttps://superfastpython.com/threadpool-python/
concurrent.futures - Launching parallel taskshttps://docs.python.org/3/library/concurrent.futures.html
threading — Thread-based parallelismhttps://docs.python.org/3/library/threading.html
Thread (computing), Wikipediahttps://en.wikipedia.org/wiki/Thread_(computing)
Futures and promises, Wikipediahttps://en.wikipedia.org/wiki/Futures_and_promises
Thread pool, Wikipediahttps://en.wikipedia.org/wiki/Thread_pool
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February 14, 2022 at 11:41 pmhttps://superfastpython.com/threadpoolexecutor-in-python/#comment-16
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Jason Brownleehttps://SuperFastPython.com
February 15, 2022 at 6:06 amhttps://superfastpython.com/threadpoolexecutor-in-python/#comment-17
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February 18, 2022 at 3:48 amhttps://superfastpython.com/threadpoolexecutor-in-python/#comment-18
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Jason Brownleehttps://SuperFastPython.com
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