incubator-livy
Apache Livy is an open source REST interface for interacting with Apache Spark from anywhere. (by apache)
tispark
TiSpark is built for running Apache Spark on top of TiDB/TiKV (by pingcap)
| incubator-livy | tispark | |
|---|---|---|
| 4 | 2 | |
| 853 | 878 | |
| 0.5% | 0.0% | |
| 5.2 | 5.1 | |
| 10 days ago | 20 days ago | |
| Scala | Scala | |
| 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.
incubator-livy
Posts with mentions or reviews of incubator-livy.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-11-24.
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Sparkless is born
Apache Livy - REST API For submitting jobs to a cluster. Used in conjunction with Jupyter or Zeppelin notebooks and you have a multi-tenant SQL only workload — https://livy.apache.org
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State of connecting (Jupyter) notebooks to remote Spark 3+ clusters
There’s definitely some patching that still has to happen depending on the version (just found this Spark 3.2 PR), but I presume many folks that actively use it have to maintain their own forks. Latest version of EMR is Spark 3.1.2, but 3.2 is coming soon.
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Spark is lit once again
Apache Livy - an open-source REST API for interacting with Apache Spark from anywhere.
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Hadoop Clusters to K8S
Spark 3 has some solid support for Kubernetes. Livy is a good addition to Spark on K8S, although support is not merged upstream yet (there's publicly available images and other in the PR). I'd strongly recommend to avoid running HDFS on top of Kubernetes. Either cloud-native buckets or on-premise bucket storage like Minio would be much better suited.
tispark
Posts with mentions or reviews of tispark.
We have used some of these posts to build our list of alternatives
and similar projects.
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A simple way to import TiSpark into Databricks to load TiDB data
dbutils.fs.mkdirs("dbfs:/databricks/scripts/") dbutils.fs.put( "/databricks/scripts/tispark-install.sh", """ #!/bin/bash wget --quiet -O /mnt/driver-daemon/jars/tispark-assembly-3.2_2.12-3.1.0-SNAPSHOT.jar https://github.com/pingcap/tispark/releases/download/v3.1.0/tispark-assembly-3.2_2.12-3.1.0.jar """, True)
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Understand TiSpark pushdown
TiSpark is a thin layer built for running Apache Spark on top of TiKV/TiFlash to answer complex OLAP queries. It supports reading, writing, and deleting from TiKV/TiFlash with the guarantee of transactions.
What are some alternatives?
When comparing incubator-livy and tispark you can also consider the following projects:
lighter - REST API for Apache Spark on K8S or YARN
sparkmagic - Jupyter magics and kernels for working with remote Spark clusters
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
incubator-livy - Mirror of Apache livy (Incubating)
Trino - Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)