Prefect
doit
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Prefect | doit | |
---|---|---|
19 | 20 | |
14,512 | 1,780 | |
2.7% | 1.4% | |
9.9 | 0.0 | |
6 days ago | 6 months ago | |
Python | Python | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Prefect
- Prefect: A workflow orchestration tool for data pipelines
- self hosted Alternative to easycron.com?
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Example typescript project repos?
If I was answering this question but for python, I'd recommend something like prefect, boto3, or tortoise-orm -- not extremely complex and with a pretty comprehensible featureset.
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I have developed a simple Task Orchestrator
However, if you are looking for something like this, but much more mature and something of a bloat to be frank, there's Prefect. Honestly, woflo borrows a lot from Prefect conceptually.
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Dabbling with Dagster vs. Airflow
Disclaimer: I work for Prefect.
It looks like we added cron and other schedule types to the deployment CLI just under a month ago[1].
Over the last couple of releases, we've also made it easier to pull deployments from GitHub or bake your flow code into Docker images instead of needing S3-like storage.
As with any product, there's always more to do, so I appreciate you sharing your thoughts. More than anywhere else I've worked, community feedback is a huge driver of product enhancements and feature development. Feel free to join our Slack community[2] if you'd like to share more feedback or ask questions.
[1] https://github.com/PrefectHQ/prefect/blob/main/RELEASE-NOTES...
- Prefect - The easiest way to automate your data
- Ask HN: Codebases with great, easy to read code?
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Prefect CLI Action
GitHub Action for running Prefect commands using the Prefect CLI.
- Perfect – Data workflow automation with Python
doit
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How do you deal with CI, project config, etc. falling out of sync across repos?
I like mage for Go and doit for Python.
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What’s with DevOps engineers using `make` of all things?
Some competitors - Rake (ruby) - Bake - Earthly - SCons - doit
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Show HN: Jeeves – A Pythonic Alternative to GNU Make
An alternative to Scons could be Doit (<https://pydoit.org/>), which if I remember correctly was built as a faster alternative to Scons. See also reasons of some users to prefer the later to other mentioned here: <https://pydoit.org/stories.html>.
- A Python powered task management and automation tool
- Makefile Tricks for Python Projects
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Write Posix Shell
If you code in Python, your probably should use the language as much as possible and avoid calling shell commands.
E.G:
- manipulate the file system with pathlib
- do hashes with hashlib
- zip with zipfile
- set error code with sys.exit
- use os.environ for env vars
- print to stderr with print(..., file=...)
- sometimes you'll need to install lib. Like, if you want to manipulate a git repo, instead of calling the git command, use gitpython (https://gitpython.readthedocs.io/en/stable/)
But if you don't feel like installing a too many libs, or just really want to call commands because you know them well, then the "sh" lib is going to make things smoother:
Also, enjoy the fact Python comes with argparse to parse script arguments (or if you feel like installing stuff, use typer). It sucks to do it in bash .
If what you need is more build oriented, like something to replace "make", then I would instead recommend "doit":
It's the only task runner that I haven't run away from yet.
Remember to always to everything in a venv. But you can have a giant venv for all the scripts, and just she-bang the venv python executable so that it's transparent. Things don't have to be difficult.
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Alternatives to Makefile for Python
I've been using Doit for a project which involves gathering together documents made up of multiple Markdown files and converting to multiple formats. It's really cool but has some irritations. It didn't end up being much simpler than Make for me. I'm interested in trying some of the alternatives people have posted.
- Just: A Command Runner
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I used Python to control a custom stop-motion animation drawing machine
The code for all of this is available here, and described in detail in my article. I'm particularly fan of doit for this type of project, and highly encourage everyone to check it out!
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Monorepo Build Tools
Instead, I use pydoit (which is basically a Python version of make). It's simple, flexible, and quite extensible. So, here's what I do with it:
What are some alternatives?
dagster - An orchestration platform for the development, production, and observation of data assets.
Invoke - Pythonic task management & command execution.
APScheduler - Task scheduling library for Python
Joblib - Computing with Python functions.
airbyte - The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
schedule - Python job scheduling for humans.
Task - A task runner / simpler Make alternative written in Go
django-schedule - A calendaring app for Django. It is now stable, Please feel free to use it now. Active development has been taken over by bartekgorny.
TaskFlow - A library to complete workflows/tasks in HA manner. Mirror of code maintained at opendev.org.
fastapi-dramatiq-data-ingestion - Sample project showing reliable data ingestion application using FastAPI and dramatiq