Parallel execution of your tasks simplified! Analog to concurrent.futures executors.
Project description
parallelizer
Parallel execution of your tasks simplified! This package can be used as an alternative to Python's concurrent.futures
executors, or as an analog of Java's ExecutorService
.
Two simple wrappers (thread-based and process-based), that allow for easy split and parallel processing of your jobs.
Description
This package provides two classes:
ThreadParallelizer
to execute your jobs in new threadsProcessParallelizer
to execute your jobs in new processes
This is a pure python implementation, with usage of threading
and multiprocessing
packages
Note that the wrappers appear to be in sync (from the caller's perspective), they will wait until all inner tasks are completed.
Installation
Normal installation
pip install parallelizer
Development installation
git clone https://github.com/jpleorx/parallelizer.git
cd parallelizer
pip install --editable .
Example
import time
from parallelizer import ThreadParallelizer, ProcessParallelizer, repeat
def power_function(base: int, power: int) -> int:
time.sleep(1)
return base ** power
inputs = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
number_of_threads = 5
thread_parallelizer = ThreadParallelizer(number_of_threads)
results = thread_parallelizer.execute(power_function, [inputs, repeat(2, len(inputs))])
process_parallelizer = ProcessParallelizer(number_of_threads)
results = process_parallelizer.execute(power_function, [inputs, repeat(2, len(inputs))])
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