flintrock
dask-gateway
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flintrock | dask-gateway | |
---|---|---|
1 | 4 | |
630 | 127 | |
- | 0.8% | |
5.0 | 8.4 | |
17 days ago | 8 days ago | |
Python | Python | |
Apache License 2.0 | BSD 3-clause "New" or "Revised" License |
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flintrock
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Why Databricks Is Winning
> * AWS has a managed Spark offering called EMR
There is also my rinky-dink open source project, Flintrock [0], that will launch open source Spark clusters on AWS for you.
It's probably not the right tool for production use (and you would be right to wonder why Flintrock exists when we have EMR [1]), but I know of several companies that have used Flintrock at one point or other in production at large scale (like, 400+ node clusters).
[0]: https://github.com/nchammas/flintrock
[1]: https://github.com/nchammas/flintrock#why-build-flintrock-wh...
dask-gateway
- How to change the API version from v1alpha to v1 prior to upgrading the kubernetes cluster?
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How can we change the API versions of kubernetes objects in GKE prior to cluster upgrade?
Those two resource types are using the traefik.containo.us/v1alpha1 API version, which itself is defined at https://github.com/dask/dask-gateway/blob/main/resources/helm/dask-gateway/crds/traefik.yaml, and doesn't use the deprecated CRD API.
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Why Databricks Is Winning
Iβve had a lot of success with Dask lately. Itβs comparable to spark in some ways [0]. Being written in python and built on top of pandas/numpy it allows much more flexibility. It also has great tools built on top of kubernetes making deployment quick and easy [1].
[0] https://docs.dask.org/en/latest/spark.html
[1] https://github.com/dask/dask-gateway
What are some alternatives?
databricks-nutter-repos-demo - Demo of using the Nutter for testing of Databricks notebooks in the CI/CD pipeline
spark-snowflake - Snowflake Data Source for Apache Spark.
kube-no-trouble - Easily check your clusters for use of deprecated APIs
chispa - PySpark test helper methods with beautiful error messages
transformers - π€ Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
MLflow - Open source platform for the machine learning lifecycle
quinn - pyspark methods to enhance developer productivity π£ π― π