Status
Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).
Motivation
In the batch world, Hive is still the standard. Considering that Flink has continuously improved its compatibility with Hive in recent years, we propose to expose HiveServer2 Endpoint in the Flink SQL Gateway. The endpoint will implement the thrift interface exposed by HiveServer2, and users' BI, CLI, and other tools based on the HiveServer2 can also be seamlessly migrated to the Flink SQL Gateway.
HiveServer2 has 3 kinds of functionality:
- manage the metadata info in the Hive MetaStore
- translate the HiveSQL to the Operation and execute:
- translate DML/QUERY to MapReduce job and submit the job to the Hadoop
- translate to the Operation that manipulates the Hive MetaStore
- Users can look up the Operation status and manage the submitted Operation.
After the FLIP finishes, the users can do all the functionality above in the Flink SQL Gateway with the HiveServer2 endpoint.
Overall Design
HiveServer2 has the similar architecture we describe in the FLIP-91. Users should register the Session
in the SessionManager
before submitting the statement. After that, the user uses the SessionHandle
to find the registered resources in the Session
and execute the statements. All statements will be translated to the Operation
and use the OperationHandle
to fetch the results or logs. Therefore, the HiveServer2 endpoint guarantees:
- The
SessionHandle
andOperationHandle
in the HiveServer2 can convert to theSessionHandle
andOperationHandle
in the FLIP-91; - The interfaces exposed by the HiveServer2 can be converted into the calls in
GatewayService
;
Handle Mapping
The structure of the Handle in the HiveServer2 is as follows.
The transformation is as follows.
- HiveServer2
SessionHandle
has the same structure as the GatewaySessionHandle
- The HiveServer2
OperationHandle
has more information than theOperationHandle
in the Gateway. HiveServer2 endpoint should use the result of theGatewayService#getOperationInfo
to build theOperationHandle
in the HiveServer2.
HiveServer2 Endpoint API
Refer to the file for the HiveServer2 API. In this FLIP, most of the functionlities that supports by the HiveServer2 is implmented by the SQL Gateway with HiveServer2 Endpoint. For specific implemention detail, please refer to the Appendix. Here, we only focus on the difference between the HiveServer2 and SQL Gateway with HiveServer2 Endpoint.
Use SQL Gateway with HiveServer2 Endpoint as HiveServer2
HiveServer2 contains of the Hive metastore and the execution engine to submit the job to the Hadoop[1]. When users connect to the Flink SQL Gateway, it has a built-in the Hive Catalog and allows to the submit the SQL in Hive dialect. The Hive Catalog works like the Hive Metastore and users can lookup the metadata stored in the Hive Metastore. Therefore, it will register the HiveCatalog, switch to the Hive dialect and batch mode in the openSession API.
Differences with HiveServer2
- GetCrossReference API
Flink doesn't have the concepts of cross-reference. So Flink SQL Gateway with HiveServer2 endpoint doesn't support this.
- FetchResults
Currently, the SqlGatewayService only supports fetching forward and can not fetch backward multiple times but the HiveServer2 doesn't have the limitation. So Flink SQL Gateway with HiveServer2 endpoint will throw an exception if the client fetches backward multiple times.
- Infomation loss between the conversion
Currently, the Gateway uses the HiveCatalog to get metadata from the metastore. It means we need to convert the results in the Hive dialect to the Flink dialect in the Catalog. When the endpoint sends the results to the users, it needs to translate the results in Flink dialect to Hive dialect. In some cases, it may lose some info. For example, Hive has 5 kinds TableType: MANAGED_TABLE, EXTERNAL_TABLE, VIRTUAL_TABLE, INDEX_TABLE, and MATERIALIZED_VIEW. But Flink only supports TABLE/VIEW. It means users can't get the specific table type with the HiveServer2 endpoint.
- Delegation Token
In this FLIP, we mainly focus on the basic functionalities. The delegation token is used as the ticket to identify the users and we leave the work in the future. So Flink SQL Gateway with HiveServer2 endpoint doesn't support this now.
HiveServer2 Compatibility
Compatibility with Client
HiveServer2 uses the version to solve the compatibility between the client and server, which means hiveserver2 can communicate with the client in any version. The logic behind this is the
- During the OpenSession, the client and server determine the protocol version.
- Client promises:
- client should not send the request which is exposed in the higher version
- client should not send the request that contains the parameter that is exposed in the higher version
- client should send the request with the parameters that are specified in the determined protocol version.
- Server promises:
- return the result with the specified schema in the determined protocol version
If users want to use the HiveServer2 with a higher version, users can just upgrade the HiveServer2 endpoint's version(dependency version) and don't need to implement another HiveServer2 endpoint with the expected version. If users want to use the HiveServer2 in the lower version, the current endpoint should satisfy the requirements.
Compatibility with Hive metastore
During the setup, the HiveServer2 tries to load the config in the hive-site.xml to initialize the Hive metastore client. In the Flink, we use the Catalog interface to connect to the Hive Metastore. The hiveserver2 endpoint requires the user to specify the path of the hive-site.xml as the endpoint parameters, which will be used to create the default HiveCatalog. Considering the HiveServer2 binds to the hive metastore with the same version, our hiveserver2 endoint also binds to the specific versions of the Hive Catalog. But user can switch to the different hive metastore instance using JDBC parameters or using the DDL to register a new HiveCatalog.
Public Interfaces
Options
We use the same style as the HiveServer2 options。
Option name | Default value(Required) | Description |
sql-gateway.endpoint.hiveserver2.catalog.hive-conf-dir | (none)(Yes) | URI to your Hive conf dir containing hive-site.xml. The URI needs to be supported by Hadoop FileSystem. If the URI is relative, i.e. without a scheme, the local file system is assumed. If the option is not specified, hive-site.xml is searched in the classpath. |
sql-gateway.endpoint.hiveserver2.catalog.name | hive (No) | hive catalog name |
sql-gateway.endpoint.hiveserver2.catalog.default-database | (none) (No) | The default database to use when the catalog is set as the current catalog. |
sql-gateway.endpoint.hiveserver2.thrift.port | 8084(No) | The port of the HiveServer2 endpoint |
sql-gateway.endpoint.hiveserver2.thrift.worker.threads.max | 5(No) | HiveServer2 uses |
sql-gateway.endpoint.hiveserver2.thrift.worker.threads.min | 512(No) | |
sql-gateway.endpoint.hiveserver2.thrift.worker.keepalive-time | 60 s(No) | |
sql-gateway.endpoint.hiveserver2.transport.mode | binary/http | Currently only supports binary mode. |
Merge HiveServer2 Endpoint into Hive Connector Module
In this way, every flink-sql-connector-hive-xxx package will contains a specific version HiveServer2 endpoint.
Usage
Switch to the Streaming Mode
SQL Gateway with HiveServer2 endpoint uses the BATCH mode with hive dialect by default. It doesn't limit the user to switch to the default dialect or streaming mode. But please be careful to use the Hive Dialect in the streaming mode because we still don't get the promise that the hive dialect works well in the streaming mode. It may get problems for the corner case.
Please also changes the 'table. dml-sync' to false when using the hiveserver2 endpoint with default dialect in streaming mode. Because in the streaming mode the pipeline will never end.
How to use
Users can just add the configuration in the flink-conf.yaml.
sql-gateway.endpoint.type: hiveserver2 sql-gateway.endpoint.hiveserver2.port: 9002 sql-gateway.endpoint.hiveserver2.catalog.hive-conf-dir: /path/to/catalog
Then just use the command to start the SQL Gateway.
./sql-gateway.sh start
Please make sure the endpoint package is in the lib directory or the classpath.
We don't suggest the users use the HiveServer2 endpoint with a different version of the Hive Catalog.
For beeline users, they can use the command to connect to the Sql Gateway.
beeline> !connect jdbc:hive2://<host>:<port>/<db>;auth=noSasl hiveuser pass
Ecosystem
Hive JDBC Driver
Many tools use the HiveJdbcDriver to connect to the HiveServer2. Considering the driver uses the thrift client to communicate with, the current HiveServer2 endpoint has the same API. Therefore, in most cases, the Hive Jdbc Driver can directly connect to the HiveServer2 endpoint. However, the Hive Jdbc driver supports using the following URL to open the Session in the HiveServer2.
jdbc:hive2://<host1>:<port1>/dbName;sess_var_list?hive_conf_list#hive_var_list
- The session_var_list means the properties in the
Session, e.g. The file to init the Session or Jdbc connection parametres or authentication.
- hive_conf_list: set the hive propreties into HiveConf, which works like Configuration in Flink and influences the plan or execution.
- hive_var_list: set the hive properties into HiveConf but can do the variable subsitutation.
For the difference between the hive_conf and hive_var please refer to the link.
In some cases, the user can also modify the Hive Metastore URLs by using the JDBC URL. e.g.
jdbc:hive2://<host1>:<port1>/dbName;#hive.metastore.uris=thrift://localhost:9083
The config will be used to init the Session Configuration and HiveCatalog.
Future Work
- Support authentication in the Gateway side, including Kerberos, SSL, and Delegation Token.
- More transport mode, e.g. HTTP/HTTPS
Implementation
HiveServer2 uses the Apache Thrift framework. The server is composed of 3 parts.
- Transport determines how the client communicates with the server. Now, HiveServer2 supports HTTP and binary mode.
- Protocol is responsible for serialization and deserialization. Currently, HiveServer2 uses the TBinaryProtocol.
- Processor is the application logic to handle requests. We should rewrite the Processor with the Flink logic.
Appendix
HiveServer2 API Implementation Details
Session API
- OpenSession
- Usage: register a
Session
in theSessionManager
- Return:
SessionHandle
- HiveServer2 Endpoint needs to do:
- Determine the communication version between HiveServer2 and Client;
- Invoke
GatewayService#openSession
to register theSession
; - Configure the Hive Environment
- Create the Hive Catalog
- Switch to the Hive Dialect
- Load the Hive Module
- CloseSession
- Usage: Clear the related resources;
- HiveServer2 Endpoint needs to do:
- Invoke the
GatewayService#closeSession
Operation API
- GetOperationStatus
- Usage: Get the Operation status.
- HiveServer2 Endpoint needs to do:
- Invoke the
GatewayService#getOperationStatus
- CancelOperation
- Usage: Cancel the Operation.
- HiveServer2 Endpoint needs to do:
- Invokes the
GatewayService#cancelOperation
- CloseOperation
- Usage: Close the Operation
- HiveServer2 Endpoint needs to do:
- Invoke the
GatewayService#closeOperation
Statement API
- ExecuteStatement
- Usage: Execute the SQL to the Gateway Service synchronously or asynchronously.
- Return:
OperationHandle
- HiveServer2 Endpoint needs to do:
- Set
table.DML-sync
is true because the hive Operation's lifecycle contains the job execution;
- Set
- Invokes the
GatewayService#executeStatement
- HiveServer2 supports executing statements in synchronous mode.
- Currently the
GatewayService
only supports submission in asynchronous mode. It requires the HiveServer2 Endpoint to monitorOperation
status.
- Currently the
- FetchResults
- Usage: Supports fetching the results or logs with fetch orientation to the client.
- We only support fetching backward once because the GatewayService releases the fetched rows.
- HiveServer2 Endpoint needs to do:
- Invoke the
GatewayService#fetchResults
orGatewayService#fetchLog
- GetResultSetMetadata
- Usage: return the result schema
- HiveServer2 Endpoint needs to do:
- Invokes the
GatewayService#getResultSchema
。
- GetInfo
- Get cluster-info。
- Only support to get the CLI_SERVER_NAME(FLINK) now. Extend other values if needed in the future.
- GetTypeInfo
- Get the ODBC's type info.
- GetCatalogs
- Return the registered Catalogs.
- Do as follows:
/** * The schema for the Operation is * <pre> * +-------------------------------+--------------+ * | column name | column type | comments | * +-------------------------------+--------------+ * | TABLE_CAT | STRING | catalog name | * +-------------------------------+--------------+ * </pre> */ gateway.submitOperation( HiveServer2OperationType.GET_CATALOGS, () -> convertToGetCatalogs(gateway.listCatalogs()), resultSchema);
- GetSchemas
- Return the databases info. Currently HiveServer2 supports to use regex to filter out the unmatched database.
- Do as follow:
/** * The schema for the Operation is * <pre> * +-------------------------------+--------------+ * | column name | column type | comments | * +-------------------------------+--------------+ * | TABLE_SCHEMA | STRING | schema name | * +-------------------------------+--------------+ * | TABLE_CAT | STRING | catalog name | * +-------------------------------+--------------+ * </pre> */ gateway.submitOperation( HiveServer2OperationType.GET_SCHEMAS, () -> { List<String> databases = filter(gateway.listDatabases(sessionHandle), databasePattern); return convertToGetDatabasesResultSet(databases); }, resultSchema);
- GetTables
- Get the tables in the specified Catalog and Database. HiveServer2 allows using the Catalog/Database/Table Pattern to filter out the unmatched tables.
- Do as follow:
/** * The schema for the Operation is * <pre> * +-------------------------------+--------------------------------+ * | column name | column type | comments | * +-------------------------------+--------------------------------+ * | TABLE_CAT | STRING | catalog name | * +-------------------------------+--------------------------------+ * | TABLE_SCHEMA | STRING | schema name | * +-------------------------------+--------------------------------+ * | TABLE_NAME | STRING | table name | * +-------------------------------+--------------------------------+ * | TABLE_TYPE | STRING | table type, e.g. TABLE, VIEW | * +-------------------------------+--------------------------------+ * | REMARKS | STRING | table desc | * +-------------------------------+--------------------------------+ * </pre> */ gateway.submitOperation( HiveServer2OperationType.GET_TABLES, () -> { List<CatalogTable> results = new ArrayList<>(); List<String> catalogs = filter(gateway.listCatalogs(sessionHandle), catalogPattern); for (String catalog: catalogs) { List<String> databases = filter(gateway.listDatabases(sessionHandle, catalog), databasePattern); for (String database: databases) { List<String> tables = filter(gateway.listTables(sessionHandle, catalog, database), tablePattern); for (String table: tables) { results.add(gateway.getTable(catalog, database, table, ALL)); } } } return convertToGetTablesResultSet(results); }, resultSchema);
- GetTableTypes
- Return the table types in the current catalog and current database.
- Do as follow.
/** * The schema for the Operation is * <pre> * +-------------------------------+--------------------------------+ * | column name | column type | comments | * +-------------------------------+--------------------------------+ * | TABLE_TYPE | STRING | table type, e.g. TABLE, VIEW | * +-------------------------------+--------------------------------+ * | REMARKS | STRING | table desc | * +-------------------------------+--------------------------------+ * </pre> */ gateway.submitOperaton( HiveServer2OperationType.GET_TABLE_TYPES, () -> { String catalog = gateway.getCurrentCatalog(); String database = gateway.getCurrentDatbase(); List<TableDescriptor> tables = gateway.listTables(catalog, database, ALL); return convertToGetTablesResultSet(results); } )
- GetColumns
- Return the column info for the specified tables
- Should be similar to the GatTables
/** * The schema for the Operation is * <pre> * +-------------------------------------+-------------------------------------+-------------------------------------+ * | column name | column type | comments | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_CAT | STRING | Catalog name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_SCHEMA | STRING | Schema name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_NAME | STRING | Table name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | COLUMN_NAME | STRING | Column name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | DATA_TYPE | INT | SQL type from java.sql.Types | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TYPE_NAME | STRING | Data source dependent type name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | COLUMN_SIZE | INT | Column size | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | BUFFER_LENGTH | TINYINT | Unused | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | DECIMAL_DIGITS | INT | The number of fractional digits | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | NUM_PREC_RADIX | INT | Radix (typically either 10 or 2) | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | NULLABLE | INT | Is NULL allowed | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | REMARKS | STRING | Comment describing column | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | COLUMN_DEF | STRING | Default value (may be null) | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SQL_DATA_TYPE | INT | Unused | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SQL_DATETIME_SUB | INT | Unused | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | CHAR_OCTET_LENGTH | INT | Length | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | ORDINAL_POSITION | INT | Index of column in table | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | IS_NULLABLE | STRING | NO or YES | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SCOPE_CATALOG | STRING | null because no reference | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SCOPE_SCHEMA | STRING | null because no reference | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SCOPE_TABLE | STRING | null because no reference | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SOURCE_DATA_TYPE | SMALLINT | | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | IS_AUTO_INCREMENT | STRING | | * +-------------------------------------+-------------------------------------+-------------------------------------+ * </pre> */
- GetPrimaryKeys
- Return the PK Infos
- Should be similar to the GatTables
/** * The schema for the Operation is * <pre> * +-------------------------------------+-------------------------------------+-------------------------------------+ * | column name | column type | comments | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_CAT | STRING | Catalog name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_SCHEMA | STRING | Schema name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | TABLE_NAME | STRING | Table name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | KEY_SEQ | INT | Sequence number within primary key | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | PK_NAME | STRING | Primary key name (may be null) | * +-------------------------------------+-------------------------------------+-------------------------------------+ */
- GetFunctions
- Return the registered function Infos
- Should be similar to the GatTables
/** * The schema for the Operation is * <pre> * +-------------------------------------+-------------------------------------+-------------------------------------+ * | column name | column type | comments | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | FUNCTION_CAT | STRING | Catalog name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | FUNCITON_SCHEMA | STRING | Schema name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | FUNCTION_NAME | STRING | Function name | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | REMARKS | STRING | Explanatory comment on the function | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | FUNCTION_TYPE | STRING | Kind of function | * +-------------------------------------+-------------------------------------+-------------------------------------+ * | SPECIFIC_NAME | STRING | The name identifies this function| * +-------------------------------------+-------------------------------------+-------------------------------------+ */