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Top 23 Python Queue Projects
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https://github.com/rq/rq is to the rescue.
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boltons
🔩 Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.
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Onboard AI
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I've considered using Nextflow for bioinformatics pipelines but have yet to take the plunge. At work, I develop a proteomics pipeline that is composed of huey¹ tasks (Python library; simple alternative to Celery) which either use subprocess to call out to some external tool, or are just pure python. It runs in a worker container which is created by docker swarm, and all containers pull jobs from redis. For our scale, it works great. However, I don't have control over the resource utilization of individual steps, and in the past I've had issues with the pipeline blocking as a result of how I was chaining tasks together. I think something like Nextflow would remove these limitations, but one thing I think I would miss is the ability to debug individual pipeline steps locally with an interactive debugger. As far as I can tell, Nextflow has logging/tracing facilities but nothing quite like an interactive debugger. I'd be happy to be told I'm wrong, or even that I'm doing it wrong.
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Hi everyone, I am looking into building data pipelines in a way that is as pythonic as possible, I found out about this Streamz project and it integrates well with Dask. Does anyone have any experience using this? My main use would be for fairly simple accumulator pipelines. https://github.com/python-streamz/streamz
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: Running Procrastinate from command line throwing exception | /r/learnpython | 2023-06-05
I did find this PR which adds a much more detailed description of what to do, although some of it is a bit outdated.
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django-q2
A multiprocessing distributed task queue for Django. Django Q2 is a fork of Django Q. Big thanks to Ilan Steemers for starting this project. Unfortunately, development has stalled since June 2021. Django Q2 is the new updated version of Django Q, with dependencies updates, docs updates and several bug fixes. Original repository: https://github.com/Koed00/django-q
Project mention: django-rq VS django-q2 - a user suggested alternative | libhunt.com/r/django-rq | 2023-03-21Actively maintained fork of original django-q lib.
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To make sure you that the message you are trying to retrieve hasn't been locked already by another worker.
[0]: https://github.com/litements/litequeue/
[1]: https://github.com/litements/litequeue/blob/3fece7aa9e9a31e4...
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Since everyone suggests alternatives to Celery, may I plug my own healthier celery?
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Project mention: Show HN: Repid – new Python job scheduler with Asyncio in mind | news.ycombinator.com | 2023-03-26
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SaaSHub
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Python Queue related posts
- Choose Postgres Queue Technology
- Nextflow: Data-Driven Computational Pipelines
- Running Procrastinate from command line throwing exception
- Background jobs with Django
- The Many Problems with Celery
- Keep the Monolith, but Split the Workloads
- Launch HN: Sidekick (YC W23) – AI support bot for developers
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www.saashub.com | 8 Dec 2023
Index
What are some of the best open-source Queue projects in Python? This list will help you:
Project | Stars | |
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1 | rq | 9,250 |
2 | boltons | 6,296 |
3 | huey | 4,706 |
4 | kombu | 2,649 |
5 | arq | 1,738 |
6 | tasktiger | 1,321 |
7 | Streamz | 1,197 |
8 | mrq | 878 |
9 | procrastinate | 615 |
10 | django-background-tasks | 577 |
11 | KQ | 562 |
12 | wakaq | 552 |
13 | django_dramatiq | 307 |
14 | saq | 306 |
15 | Flask-RQ2 | 219 |
16 | think-async | 217 |
17 | rele | 196 |
18 | django-q2 | 190 |
19 | simpleq | 164 |
20 | youtube-dl-nas | 146 |
21 | litequeue | 116 |
22 | spinach | 58 |
23 | repid | 50 |