cromwell
Scientific workflow engine designed for simplicity & scalability. Trivially transition between one off use cases to massive scale production environments (by broadinstitute)
arena
A CLI for Kubeflow. (by kubeflow)
| cromwell | arena | |
|---|---|---|
| 2 | 1 | |
| 959 | 709 | |
| 1.0% | 1.8% | |
| 8.9 | 8.3 | |
| 1 day ago | 1 day ago | |
| Scala | Go | |
| BSD 3-clause "New" or "Revised" License | 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.
cromwell
Posts with mentions or reviews of cromwell.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-22.
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I have decided to connect my future with Scala (if possible), need little advice
What about https://github.com/broadinstitute/cromwell ?
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Volcano vs Yunikorn vs Knative
Volcano is a batch scheduler on top of Kube-batch targetting spark-operator, plain old MPI, chinesium paddlepaddle, and Kromwell HPC.
arena
Posts with mentions or reviews of arena.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-03.
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Volcano vs Yunikorn vs Knative
tldr; you should start with KubeFlow 99% of the time. The respective job scheduling workflows (including volano) can be managed with Kubeflow Arena. Vulcano is ok, but I personally prefer Nvidia's Merlin + Triton inference on top of ONNX and MS ONNX Runtime. I do like to train with GPU's on Merlin in GKE (TabularNV and HugeCTR's tbe), and run TFKeras ReLu models on CPU's with OpenVino on AWS EKS, to optimize costs a bit. I do use Kubeflow on top of TektonCD for OpenShift, while some folks do prefer Argo Workflows and Apache Airflow, in the end - it's all DAG pipelines, so doesn't really matter.
What are some alternatives?
When comparing cromwell and arena you can also consider the following projects:
fancy-mouse-boot-rom - Free MCPX boot ROM implementation to load an Xbox BIOS on an Xbox console
determined - Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
trading - 💱 Trading application written in Scala 3 that showcases an Event-Driven Architecture (EDA) and Functional Programming (FP)
ML-Workspace - 🛠All-in-one web-based IDE specialized for machine learning and data science.
kube-batch - A batch scheduler of kubernetes for high performance workload, e.g. AI/ML, BigData, HPC