flyte
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks. (by flyteorg)
awesome-workflow-engines
A curated list of awesome open source workflow engines (by meirwah)
| flyte | awesome-workflow-engines | |
|---|---|---|
| 31 | 11 | |
| 4,820 | 5,612 | |
| 3.1% | - | |
| 9.8 | 5.8 | |
| 1 day ago | 2 days ago | |
| Go | Java | |
| Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
flyte
Posts with mentions or reviews of flyte.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-12-15.
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First 15 Open Source Advent projects
9. Flyte by Union AI | Github | tutorial
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Flyte 1.10: Self-hosted solution to build production-grade data and ML pipelines; now ships with monorepo, new agents and sensors, eager workflows and more đ (4.1k stars on GitHub)
GitHub: https://github.com/flyteorg/flyte
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Flyte: Open-source orchestrator for building production-grade ML pipelines
This is actually but a link to Flyte, this is a link to the documentation for the Flyte integration in LangChain, a separate product.
Flyte's homepage is https://flyte.org/
- Flyte: Advanced workflow orchestration alternative to Apache Airflow
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Orchestration: Thoughts on Dagster, Airflow and Prefect?
Anyone tried Flyte?
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Flyte 1.6.0: Self-hosted solution to build production-grade data and ML pipelines; now ships with PyTorch elastic training, image specification without dockerfile, enhanced task execution insights and more đ (3.4k stars on GitHub)
Website: https://flyte.org/
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Flyte(v1.5.0) - Self-hosted solution to build production-grade data and ML pipelines; now ships with streaming support, pod templates, partial tasks and more đ (3.2k stars on GitHub)
Flyte is an open source orchestration tool for managing the workflow of machine learning and AI projects. It runs on top of Kubernetes.
- Flyte: Open-Source Kubernetes-Native ML Orchestrator Implemented in Go
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What is MLOps and how to get started? | MLOps series | Deploying ML in production
I have a question though, what is your opinion on https://flyte.org. My pipeline uses this and itâll be interesting to get your perspectives on itâs capabilities.
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Github alternative for ML?
Have you looked at flyte.org. It aims to bring "versioning", "compute" and "reproducibility" together in one package.
awesome-workflow-engines
Posts with mentions or reviews of awesome-workflow-engines.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-08-25.
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Looking for an orchestration engine for HTTP requests similar to âPostman flowsâ I can selfhost.
I've come across this list, but I'm uncertain about which option would suit my requirements without going through a trial-and-error process. Do you have any recommendations for a tool similar to "Postman flows" that enables the creation of chained HTTP requests and allows for response analysis?
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Building a distributed workflow engine from scratch
True, there are many options out there. And we looked at a good number before we made the decision to build one ourselves. But at least at the time (circa 2014), many of the existing options were either not designed for a distributed environment, were designed more particularly for data-processing use cases, were seemingly abandoned, or simply felt over-engineered to our taste.
- Building some âmarketing automationâ esque features into a CRM. Am I looking for a rules engine?
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Dabbling with Dagster vs. Airflow
I'd say give Temporal (https://temporal.io) a look, but there are a lot of options (https://github.com/meirwah/awesome-workflow-engines).
- Are there any good resources for building data pipelines?
- Any bpmn engine out there?
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CSV File automation
I believe the type of software you're looking for is a workflow engine. I've found this list of them, perhaps there's some in the list that could work for your needs: https://github.com/meirwah/awesome-workflow-engines
- Looking for genuine feedback on if my idea is good or not!
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Looking for a tutorial to develop a workflow service
https://github.com/meirwah/awesome-workflow-engines links to a bunch of open source workflow engines. If you donât find a tutorial, maybe try one of those and see if the code is small enough to read easily.
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State machines are wonderful tools
[2] https://github.com/meirwah/awesome-workflow-engines
What are some alternatives?
When comparing flyte and awesome-workflow-engines you can also consider the following projects:
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
xstate - Actor-based state management & orchestration for complex app logic.
argo - Workflow Engine for Kubernetes
RE2 - RE2 is a fast, safe, thread-friendly alternative to backtracking regular expression engines like those used in PCRE, Perl, and Python. It is a C++ library.
temporal - Temporal service
common-workflow-language - Repository for the CWL standards. Use https://cwl.discourse.group/ for support đ
kubeflow - Machine Learning Toolkit for Kubernetes
processus - A simple lightweight nodejs workflow engine designed to help orchestrate multiple tasks.
Celery-Kubernetes-Operator - An operator to manage celery clusters on Kubernetes (Work in Progress)
tork-web - Web UI for Tork Workflow Engine
Kedro - Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
proposals - Temporal proposals
flyte vs metaflow
awesome-workflow-engines vs xstate
flyte vs argo
awesome-workflow-engines vs RE2
flyte vs temporal
awesome-workflow-engines vs common-workflow-language
flyte vs kubeflow
awesome-workflow-engines vs processus
flyte vs Celery-Kubernetes-Operator
awesome-workflow-engines vs tork-web
flyte vs Kedro
awesome-workflow-engines vs proposals