.. Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to You under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at .. http://www.apache.org/licenses/LICENSE-2.0 .. Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. `TiDB`_ ========== TiDB is an open-source NewSQL database that supports Hybrid Transactional and Analytical Processing (HTAP) workloads. TiSpark is a thin layer built for running Apache Spark on top of TiDB/TiKV to answer complex OLAP queries. It enjoys the merits of both the Spark platform and the distributed clusters of TiKV while seamlessly integrated to TiDB to provide one-stop HTAP solutions for online transactions and analyses. .. tip:: This article assumes that you have mastered the basic knowledge and operation of TiDB and TiSpark. For the knowledge not mentioned in this article, you can obtain it from TiDB `Official Documentation`_. By using kyuubi, we can run SQL queries towards TiDB/TiKV which is more convenient, easy to understand, and easy to expand than directly using spark to manipulate TiDB/TiKV. TiDB Integration ------------------- To enable the integration of kyuubi spark sql engine and TiDB through Apache Spark Datasource V2 and Catalog APIs, you need to: - Referencing the TiSpark :ref:`dependencies` - Setting the spark extension and catalog :ref:`configurations` .. _spark-tidb-deps: Dependencies ************ The classpath of kyuubi spark sql engine with TiDB supported consists of 1. kyuubi-spark-sql-engine-\ |release|\ _2.12.jar, the engine jar deployed with Kyuubi distributions 2. a copy of spark distribution 3. tispark-assembly-_-.jar (example: tispark-assembly-3.2_2.12-3.0.1.jar), which can be found in the `Maven Central`_ In order to make the TiSpark packages visible for the runtime classpath of engines, we can use one of these methods: 1. Put the TiSpark packages into ``$SPARK_HOME/jars`` directly 2. Set ``spark.jars=/path/to/tispark-assembly`` .. warning:: Please mind the compatibility of different TiDB, TiSpark and Spark versions, which can be confirmed on the page of `TiSpark Environment setup`_. .. _spark-tidb-conf: Configurations ************** To activate functionality of TiSpark, we can set the following configurations: .. code-block:: properties spark.tispark.pd.addresses $pd_host:$pd_port spark.sql.extensions org.apache.spark.sql.TiExtensions spark.sql.catalog.tidb_catalog org.apache.spark.sql.catalyst.catalog.TiCatalog spark.sql.catalog.tidb_catalog.pd.addresses $pd_host:$pd_port The `spark.tispark.pd.addresses` and `spark.sql.catalog.tidb_catalog.pd.addresses` configurations allow you to put in multiple PD servers. Specify the port number for each of them. For example, when you have multiple PD servers on `10.16.20.1,10.16.20.2,10.16.20.3` with the port `2379`, put it as `10.16.20.1:2379,10.16.20.2:2379,10.16.20.3:2379`. TiDB Operations ------------------ Taking ``SELECT`` as a example, .. code-block:: sql SELECT * FROM foo; Taking ``DELETE FROM`` as a example, Spark 3 added support for DELETE FROM queries to remove data from tables. .. code-block:: sql DELETE FROM foo WHERE id >= 1 and id < 2; .. note:: As for now (TiSpark 3.0.1), TiSpark does not support ``CREATE TABLE``, ``INSERT INTO/OVERWRITE`` operations through Apache Spark Datasource V2 and Catalog APIs. .. _Official Documentation: https://docs.pingcap.com/tidb/stable/overview .. _Maven Central: https://repo1.maven.org/maven2/com/pingcap/tispark/ .. _TiSpark Environment setup: https://docs.pingcap.com/tidb/stable/tispark-overview#environment-setup