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Top 14 parallel-processing Open-Source Projects
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JobRunr
An extremely easy way to perform background processing in Java. Backed by persistent storage. Open and free for commercial use.
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envpool
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
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parallel
An advanced parallelization library for PHP, enabling efficient multitasking, optimizing resource use, and application responsiveness through multiple CPU threads. (by amphp)
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SaaSHub
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bedrock-clump
A GPU accelerated program to search the minecraft world for the largest connected clump of layer 5 bedrock
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librer
A cross-platform GUI file cataloging program with extensive customization options to suit user preferences. Highly optimized for multi-core parallel search speed, data integrity, and repository portability.
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SaaSHub
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Project mention: Open source Job Scheduler Library in java for high throughput | /r/java | 2023-11-20In java we have found Quartz( Quartz) , Job Runr(Jobrunr) and db-scheduler(db-scheduler) and need to evaluate these for our use case.
Project mention: How do I improve my SB3 PPO on an EnvPool environment | /r/reinforcementlearning | 2023-09-21I am looking to improve the overall performance as well as optimize the wall clock time. I slightly modified the code to develop a SB3 wrapper for envpool from here.
Yes, I encourage you to look at some example projects made with nbdev incase that is helpful:
- fastcore: https://github.com/fastai/fastcore - the nbs/ folder contains the source files that generate source code, docs and tests.
Project mention: Need Help With Multiprocessing or Multithreading or whatever it's called | /r/learnpython | 2023-06-24I avoid dealing directly with multiprocessing and asyncio unless absolutely necessary. I find I can parallelize a lot of tasks simply with the p_tqdm library which abstracts a lot of that away. Just be careful with it as it makes copies of anything you feed into it to get around the GIL.
So I started to build a library to help me parse all common dates and time strings. It should be able to infer from the input what the format specifiers should be (supports timezone, weekday, even including formats like 11/30/2024), and then use that format specifier to parse the date or time for me:
Project mention: Anyone have experience with azure data factory for "small" data ETL? | /r/dataengineering | 2023-12-10
Project mention: Librer – a highly customizable X-platform file cataloguing program | news.ycombinator.com | 2024-02-20
parallel-processing related posts
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Parsing dates and time in Java
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How do I improve my SB3 PPO on an EnvPool environment
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Scheduling a job in Spring Boot
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amphp/parallel v2.0.0 has been released
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[D] Adding a new RL environment to envpool
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Is Quartz abandoned?
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Concurrency framework amphp has been installed nearly 27 million times in the last three years but I rarely hear it used in production maybe reason is my location. Do you use it for production?What kind of projects?
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A note from our sponsor - InfluxDB
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Index
What are some of the best open-source parallel-processing projects? This list will help you:
Project | Stars | |
---|---|---|
1 | JobRunr | 2,162 |
2 | envpool | 1,021 |
3 | future | 932 |
4 | fastcore | 901 |
5 | parallel | 745 |
6 | p_tqdm | 438 |
7 | massiv | 382 |
8 | mug | 358 |
9 | BabelStream | 311 |
10 | yapp | 58 |
11 | didact-engine | 46 |
12 | pyDag | 24 |
13 | bedrock-clump | 20 |
14 | librer | 12 |
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