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[KYUUBI #4678] Improve FinalStageResourceManager kill executors
### _Why are the changes needed?_

This pr change two things:
1. add a config to kill executors if the plan contains table caches. It's not always safe to kill executors if the cache is referenced by two write-like plan.
2. force adjustTargetNumExecutors when killing executors. YarnAllocator` might re-request original target executors if DRA has not updated target executors yet. Note, DRA would re-adjust executors if there are more tasks to be executed, so we are safe. It's better to adjuest target num executor once we kill executors.

### _How was this patch tested?_
These issues are found during my POC

Closes #4678 from ulysses-you/skip-cache.

Closes #4678

b12620954 [ulysses-you] Improve kill executors

Authored-by: ulysses-you <ulyssesyou18@gmail.com>
Signed-off-by: ulyssesyou <ulyssesyou@apache.org>
2023-04-10 11:41:37 +08:00
.github [KYUUBI #4632] [CI] Add rule for labeler to tag module:ui 2023-03-30 19:48:15 +08:00
.idea
bin [KYUUBI #4494] bin/kyuubi should use exec to run Kyuubi server 2023-03-11 00:19:04 +08:00
build [KYUUBI #4647] Bump Maven from 3.8.7 to 3.9.1 and Mvnd from 0.9.0 to 1.0-m6 2023-04-03 11:45:10 +08:00
charts/kyuubi [KYUUBI #4606] [K8S][HELM] Add command and args configuration support 2023-03-26 21:01:59 +08:00
conf [KYUUBI #4483] Enable REST frontend protocol by default 2023-03-09 02:15:47 +08:00
dev [KYUUBI #4325] Support replace preparedStatement for Trino-jdbc 2023-03-30 20:37:55 +08:00
docker [KYUUBI #4601] Bump Hadoop 3.3.5 for playground 2023-03-26 18:44:37 +08:00
docs [KYUUBI #4678] Improve FinalStageResourceManager kill executors 2023-04-10 11:41:37 +08:00
extensions [KYUUBI #4678] Improve FinalStageResourceManager kill executors 2023-04-10 11:41:37 +08:00
externals [KYUUBI #4662] [ARROW] Arrow serialization should not introduce extra shuffle for outermost limit 2023-04-10 09:43:30 +08:00
integration-tests [KYUUBI #1652] Support Flink yarn application mode 2023-04-07 18:51:48 +08:00
kyuubi-assembly Bump 1.8.0-SNAPSHOT 2023-02-10 15:25:49 +08:00
kyuubi-common [KYUUBI #1652] Support Flink yarn application mode 2023-04-07 18:51:48 +08:00
kyuubi-ctl [KYUUBI #4657] Building rest client to kyuubi instance including original host urls 2023-04-04 16:19:45 +08:00
kyuubi-events Bump 1.8.0-SNAPSHOT 2023-02-10 15:25:49 +08:00
kyuubi-ha [KYUUBI #1652] Support Flink yarn application mode 2023-04-07 18:51:48 +08:00
kyuubi-hive-beeline [KYUUBI #4619] Fix beeline with -e When there are other SQL statements before the source statement, the source statement cannot be executed normally 2023-04-04 09:36:05 +08:00
kyuubi-hive-jdbc [KYUUBI #4325] Support replace preparedStatement for Trino-jdbc 2023-03-30 20:37:55 +08:00
kyuubi-hive-jdbc-shaded Bump 1.8.0-SNAPSHOT 2023-02-10 15:25:49 +08:00
kyuubi-metrics [KYUUBI #4563] [Improvement] Format error log output in case of metrics json file not found 2023-03-23 18:01:16 +08:00
kyuubi-rest-client [KYUUBI #4657] Building rest client to kyuubi instance including original host urls 2023-04-04 16:19:45 +08:00
kyuubi-server [KYUUBI #1652] Support Flink yarn application mode 2023-04-07 18:51:48 +08:00
kyuubi-zookeeper Bump 1.8.0-SNAPSHOT 2023-02-10 15:25:49 +08:00
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tools/spark-block-cleaner [KYUUBI #4295] Introduce super-linter action for linting JSON, XML, ENV files and bash_exec 2023-03-18 21:54:45 +08:00
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.gitattributes [KYUUBI #4287] [INFRA] Remove Travis 2023-02-09 19:50:07 +08:00
.gitignore [KYUUBI #4546] Fully exclude metrics dir from git 2023-03-17 12:31:36 +08:00
.rat-excludes [KYUUBI #4397] [BUILD] build/dist supports --web-ui 2023-02-23 11:45:58 +08:00
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pom.xml [KYUUBI #4662] [ARROW] Arrow serialization should not introduce extra shuffle for outermost limit 2023-04-10 09:43:30 +08:00
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Kyuubi logo

Project - Documentation - Who's using

Apache Kyuubi

Apache Kyuubi™ is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.

https://kyuubi.apache.org/

What is Kyuubi?

Kyuubi provides a pure SQL gateway through Thrift JDBC/ODBC interface for end-users to manipulate large-scale data with pre-programmed and extensible Spark SQL engines. This "out-of-the-box" model minimizes the barriers and costs for end-users to use Spark at the client side. At the server-side, Kyuubi server and engines' multi-tenant architecture provides the administrators a way to achieve computing resource isolation, data security, high availability, high client concurrency, etc.

  • A HiveServer2-like API
  • Multi-tenant Spark Support
  • Running Spark in a serverless way

Target Users

Kyuubi's goal is to make it easy and efficient for anyone to use Spark(maybe other engines soon) and facilitate users to handle big data like ordinary data. Here, anyone means that users do not need to have a Spark technical background but a human language, SQL only. Sometimes, SQL skills are unnecessary when integrating Kyuubi with Apache Superset, which supports rich visualizations and dashboards.

In typical big data production environments with Kyuubi, there should be system administrators and end-users.

  • System administrators: A small group consists of Spark experts responsible for Kyuubi deployment, configuration, and tuning.
  • End-users: Focus on business data of their own, not where it stores, how it computes.

Additionally, the Kyuubi community will continuously optimize the whole system with various features, such as History-Based Optimizer, Auto-tuning, Materialized View, SQL Dialects, Functions, e.t.c.

Usage scenarios

Port workloads from HiveServer2 to Spark SQL

In typical big data production environments, especially secured ones, all bundled services manage access control lists to restricting access to authorized users. For example, Hadoop YARN divides compute resources into queues. With Queue ACLs, it can identify and control which users/groups can take actions on particular queues. Similarly, HDFS ACLs control access of HDFS files by providing a way to set different permissions for specific users/groups.

Apache Spark is a unified analytics engine for large-scale data processing. It provides a Distributed SQL Engine, a.k.a, the Spark Thrift Server(STS), designed to be seamlessly compatible with HiveServer2 and get even better performance.

HiveServer2 can identify and authenticate a caller, and then if the caller also has permissions for the YARN queue and HDFS files, it succeeds. Otherwise, it fails. However, on the one hand, STS is a single Spark application. The user and queue to which STS belongs are uniquely determined at startup. Consequently, STS cannot leverage cluster managers such as YARN and Kubernetes for resource isolation and sharing or control the access for callers by the single user inside the whole system. On the other hand, the Thrift Server is coupled in the Spark driver's JVM process. This coupled architecture puts a high risk on server stability and makes it unable to handle high client concurrency or apply high availability such as load balancing as it is stateful.

Kyuubi extends the use of STS in a multi-tenant model based on a unified interface and relies on the concept of multi-tenancy to interact with cluster managers to finally gain the ability of resources sharing/isolation and data security. The loosely coupled architecture of the Kyuubi server and engine dramatically improves the client concurrency and service stability of the service itself.

DataLake/Lakehouse Support

The vision of Kyuubi is to unify the portal and become an easy-to-use data lake management platform. Different kinds of workloads, such as ETL processing and BI analytics, can be supported by one platform, using one copy of data, with one SQL interface.

  • Logical View support via Kyuubi DataLake Metadata APIs
  • Multiple Catalogs support
  • SQL Standard Authorization support for DataLake(coming)

Cloud Native Support

Kyuubi can deploy its engines on different kinds of Cluster Managers, such as, Hadoop YARN, Kubernetes, etc.

The Kyuubi Ecosystem(present and future)

The figure below shows our vision for the Kyuubi Ecosystem. Some of them have been realized, some in development, and others would not be possible without your help.

Online Documentation

Since Kyuubi 1.3.0-incubating, the Kyuubi online documentation is hosted by https://kyuubi.apache.org/. You can find the latest Kyuubi documentation on this web page. For 1.2 and earlier versions, please check the Readthedocs directly.

Quick Start

Ready? Getting Started with Kyuubi.

Contributing

Contributor over time

Contributor over time

Aside

The project took its name from a character of a popular Japanese manga - Naruto. The character is named Kyuubi Kitsune/Kurama, which is a nine-tailed fox in mythology. Kyuubi spread the power and spirit of fire, which is used here to represent the powerful Apache Spark. Its nine tails stand for end-to-end multi-tenancy support of this project.

License

This project is licensed under the Apache 2.0 License. See the LICENSE file for details.