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Top 17 workflow-management Open-Source Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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snakemake
This is the development home of the workflow management system Snakemake. For general information, see
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awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF graduated project)
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couler
Unified Interface for Constructing and Managing Workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.
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covalent
Pythonic tool for orchestrating machine-learning/high performance/quantum-computing workflows in heterogeneous compute environments. (by AgnostiqHQ)
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comfyui-workspace-manager
A ComfyUI workflows and models management extension to organize and manage all your workflows, models in one place. Seamlessly switch between workflows, as well as import, export workflows, reuse subworkflows, install models, browse your models in a single workspace
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hera
Hera is an Argo Python SDK. Hera aims to make construction and submission of various Argo Project resources easy and accessible to everyone! Hera abstracts away low-level setup details while still maintaining a consistent vocabulary with Argo. ⭐️ Remember to star!
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Warewolf
Effortless Microservice Design and Integration. This repository includes the code-base for the Warewolf Studio and Server.
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temporal-go-helpers
:arrows_clockwise: Common convenience methods, and developer ergonomics for Temporal's Go SDK.
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Project mention: Show HN: Hatchet – Open-source distributed task queue | news.ycombinator.com | 2024-03-08
I don't know if I agree with the argument regarding durability vs elastic execution. If I can get both (with a nice API/DX) via something like Temporal (https://github.com/temporalio/temporal), what's the drawback here?
Project mention: How do you deal with CI, project config, etc. falling out of sync across repos? | /r/ExperiencedDevs | 2023-12-06I like mage for Go and doit for Python.
author seems to be describing the kind of patterns you might make with https://argoproj.github.io/argo-workflows/ . or see for example https://github.com/couler-proj/couler , which is an sdk for describing tasks that may be submitted to different workflow engines on the backend.
it's a little confusing to me that the author seems to object to "pipelines" and then equate them with messaging-queues. for me at least, "pipeline" vs "workflow-engine" vs "scheduler" are all basically synonyms in this context. those things may or may not be implemented with a message-queue for persistence, but the persistence layer itself is usually below the level of abstraction that $current_problem is really concerned with. like the author says, eventually you have to track state/timestamps/logs, but you get that from the beginning if you start with a workflow engine.
i agree with author that message-queues should not be a knee-jerk response to most problems because the LoE for edge-cases/observability/monitoring is huge. (maybe reach for a queue only if you may actually overwhelm whatever the "scheduler" can handle.) but don't build the scheduler from scratch either.. use argowf, kubeflow, or a more opinionated framework like airflow, mlflow, databricks, aws lamda or step-functions. all/any of these should have config or api that's robust enough to express rate-limit/retry stuff. almost any of these choices has better observability out-of-the-box than you can easily get from a queue. but most importantly.. they provide idioms for handling failure that data-science folks and junior devs can work with. the right way to structure code is just much more clear and things like structuring messages/events, subclassing workers, repeating/retrying tasks, is just harder to mess up.
Pretty interesting request, if SSH is not used, i would try using something like dask which uses tcp to connect and execute assuming your workers are in another machine.I also think something like covalent can be used to extend your own custom plugin in their ecosystem to connect how you want. We have a very custom private plugin written on top of covalent's to have a custom protocol to connect our central on-prem GPU machines to our local laptops that is rpc based, mostly for high performance as well as some mandate security from where the GPU machines are. Once done it is pretty much something like
Project mention: ComfyUI Workspace Manager 1.0 - switch between workflows, list all your workflows in one workspace | /r/comfyui | 2023-12-07https://github.com/11cafe/comfyui-workspace-manager Itself is a custom node, so you can install it like any custom node. In your ComfyUI custom_nodes folder:
Nice. It is great to see native lightweight opensource (I hope it is considering that someone said that there is no license file yet) solutions hit this space. For what it's worth, I have built something similar to this but for Java programming language. You can find it here -> https://github.com/americanexpress/unify-flowret. My reason for building something like this was that the product market is just too unwieldy to work with and has multiple layers of complexity which most of the time can be done away with. Just my opinion.
On a side note, you will at some point in time have to deal with multi version workflows. I know that this is one feature that limits wide adoption of an orchestrator.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
workflow-management related posts
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Netflix Conductor OSS discontinued support
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Orkes Monthly Highlights - October 2023
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4 Microservice Patterns Crucial in Microservices Architecture
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Orkes Monthly Highlights - September 2023
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question about microservice to microservice internal only communication
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Framework used by Netflix to orchestrate microservices
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Background Task Management on Celery and EC2
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A note from our sponsor - SaaSHub
www.saashub.com | 2 May 2024
Index
What are some of the best open-source workflow-management projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | conductor | 10,501 |
| 2 | temporal | 9,886 |
| 3 | snakemake | 2,115 |
| 4 | awesome-argo | 1,792 |
| 5 | doit | 1,783 |
| 6 | couler | 889 |
| 7 | covalent | 692 |
| 8 | comfyui-workspace-manager | 655 |
| 9 | hera | 484 |
| 10 | Warewolf | 266 |
| 11 | eventual | 170 |
| 12 | git-worktree-switcher | 124 |
| 13 | unify-flowret | 91 |
| 14 | SciFlow | 50 |
| 15 | temporal-go-helpers | 36 |
| 16 | kafka-workflow | 10 |
| 17 | javactrl-kafka | 8 |
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