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. Learn more →
Top 6 argo-workflow Open-Source Projects
-
-
awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF graduated project)
-
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.
-
couler
Unified Interface for Constructing and Managing Workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.
-
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!
-
soopervisor
☁️ Export Ploomber pipelines to Kubernetes (Argo), Airflow, AWS Batch, SLURM, and Kubeflow.
-
argo-workflows-aws-plugin
Argo Workflows Executor Plugin for AWS Services, e.g. SageMaker Pipelines, Glue, etc.
Like Argo Workflows?
https://github.com/argoproj/argo-workflows
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.
Project mention: AWS services executor plugin for Argo Workflows | news.ycombinator.com | 2023-11-09
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).
argo-workflows related posts
-
Ploomber Cloud - Parametrizing and running notebooks in the cloud in parallel
-
Show HN: Ploomber Cloud (YC W22) – run notebooks at scale without infrastructure
-
awesome-argo: A curated list of awesome projects and resources related to Argo (a CNCF hosted project)
-
terrytangyuan/awesome-argo: A curated list of awesome projects and resources related to Argo (a CNCF hosted project)
-
awesome-argo: A curated list of projects and resources related to Argo
-
awesome-argo: A curated list of awesome projects and resources related to Argo (a CNCF hosted project)
-
A note from our sponsor - InfluxDB
www.influxdata.com | 1 May 2024
Index
What are some of the best open-source argo-workflow projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | argo | 14,314 |
| 2 | awesome-argo | 1,792 |
| 3 | couler | 889 |
| 4 | hera | 484 |
| 5 | soopervisor | 42 |
| 6 | argo-workflows-aws-plugin | 4 |
Sponsored
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
www.saashub.com