10.1.1 HEATWAVE_LOAD

MySQL 9.0.0 adds support for Lakehouse Incremental Load with the refresh_external_tables option, see: Section 4.3.13.2, “Refresh Data Using Incremental Load”.

Press CTRL+C to copy
 
mysql> CALL sys.HEATWAVE_LOAD(input_list,[options]);

input_list: {
 JSON_ARRAY(input [,input] ...)
}

options: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      ["mode",{"normal"|"dryrun"|"validation"}]
      ["output",{"normal"|"compact"|"silent"|"help"}]
      ["sql_mode","sql_mode"]
      ["policy",{"disable_unsupported_columns"|"not_disable_unsupported_columns"}]
      ["set_load_parallelism",{true|false}]
      ["auto_enc",JSON_OBJECT("mode",{"off"|"check"})]
      ["refresh_external_tables",{true|false}]          
      }
}

input: {
 'db_name' | db_object
}

db_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "db_name": "db_name",
      ["tables": JSON_ARRAY(table [, table] ...)]
      ["exclude_tables": JSON_ARRAY(table [, table] ...)]
      }
}

table: {
 'table_name' | table_object
}

table_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "table_name": "table_name",
      ['engine_attribute': engine_attribute_object],
      ['columns': JSON_ARRAY('column_name' [, 'column_name', ...])],
      ['exclude_columns': JSON_ARRAY('column_name' [, 'column_name', ...])]
      }
}

engine_attribute_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "sampling": true|false,
      "dialect": {dialect_section},
      "file": JSON_ARRAY(file_section [, file_section]...) 
      }
}

MySQL 8.4.0 adds support for the following:

• An input_list JSON array replaces the db_list JSON array. This adds an include list to exactly specify the tables and columns to load for a set of queries. It is no longer necessary to include a complete schema, and exclude unnecessary tables and columns.

  input_list is backwards compatible with db_list.

• A validation mode for external files.

Press CTRL+C to copy
 
mysql> CALL sys.HEATWAVE_LOAD(input_list,[options]);

input_list: {
 JSON_ARRAY(input [,input] ...)
}

options: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      ["mode",{"normal"|"dryrun"|"validation"}]
      ["output",{"normal"|"compact"|"silent"|"help"}]
      ["sql_mode","sql_mode"]
      ["policy",{"disable_unsupported_columns"|"not_disable_unsupported_columns"}]
      ["set_load_parallelism",{true|false}]
      ["auto_enc",JSON_OBJECT("mode",{"off"|"check"})]
      }
}

input: {
 'db_name' | db_object
}

db_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "db_name": "db_name",
      ["tables": JSON_ARRAY(table [, table] ...)]
      ["exclude_tables": JSON_ARRAY(table [, table] ...)]
      }
}

table: {
 'table_name' | table_object
}

table_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "table_name": "table_name",
      ['engine_attribute': engine_attribute_object],
      ['columns': JSON_ARRAY('column_name' [, 'column_name', ...])],
      ['exclude_columns': JSON_ARRAY('column_name' [, 'column_name', ...])]
      }
}

engine_attribute_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "sampling": true|false,
      "dialect": {dialect_section},
      "file": JSON_ARRAY(file_section [, file_section]...) 
      }
}

Use input_list to define what to load. input_list is a JSON array and requires one or more valid input which can be either a valid schema name or a db_object. An empty array is permitted to view the Auto Parallel Load command-line help, see Use the Auto Parallel Load Command-Line Help. This is backwards compatible with db_list.

Use key-value pairs in JSON format to specify parameters. MySQL HeatWave uses the default setting if there is no option setting. Use NULL to specify no arguments.

For syntax examples, see Quickstart: Load Data Using Lakehouse Auto Parallel Load Examples.

Auto Parallel Load options is a JSON object literal that includes:

• mode: Defines the Auto Parallel Load operational mode. Permitted values are:

  • normal: The default. Generates and executes the load script.

  • dryrun: Generates a load script only. Auto Parallel Load executes in dryrun mode automatically if the MySQL HeatWave Cluster is not active.

  • validation: Only use with Lakehouse. validation performs the same checks as dryrun and also validates external files before loading. It follows all the options and the load configuration, for example column information, sql_mode, is_strict_mode and allow_missing_files, but does not load any tables. It uses schema inference and might modify the schema, see: About Lakehouse Auto Parallel Load Schema Inference. validation is faster than a full load, particularly for large tables. The memory requirement is similar to running a full load.

    Note

    validation requires created tables.

• output: Defines how Auto Parallel Load produces output. Permitted values are:

  • normal: The default. Produces summarized output and sends it to stdout and to the heatwave_autopilot_report table. See Section 5.8.8, “Autopilot Report Table”.

  • silent: Sends output to the heatwave_autopilot_report table only. See Section 5.8.8, “Autopilot Report Table”. The silent output type is useful if human-readable output is not required; when the output is consumed by a script, for example. For an example of a stored procedure with an Auto Parallel Load call that uses the silent output type, see Quickstart: Load Data Using Lakehouse Auto Parallel Load Examples.

  • compact: Produces compact output.

  • help: Displays Auto Parallel Load command-line help. See Use the Auto Parallel Load Command-Line Help.

• sql_mode: Defines the SQL mode used while loading tables. Auto Parallel Load does not support the MySQL global or session sql_mode variable. To run Auto Parallel Load with a non-oci-default SQL mode configuration, specify the configuration using the Auto Parallel Load sql_mode option as a string value. If no SQL modes are specified, the default OCI SQL mode configuration is used.

  For information about SQL modes, see Server SQL Modes.

• policy: Defines the policy for handling of tables containing columns with unsupported data types. Permitted values are:

  • disable_unsupported_columns: The default. Disable columns with unsupported data types and include the table in the load script. Columns that are explicitly pre-defined as NOT SECONDARY are ignored (they are neither disabled or enabled).

    Auto Parallel Load does not generate statements to disable columns that are explicitly defined as NOT SECONDARY.

  • not_disable_unsupported_columns: Exclude the table from the load script if the table contains a column with an unsupported data type.

    A column with an unsupported data type that is explicitly defined as a NOT SECONDARY column does not cause the table to be excluded. For information about defining columns as NOT SECONDARY, see Section 4.2.6.1, “Exclude Table Columns”.

• set_load_parallelism: Enabled by default. Optimizes load parallelism based on machine-learning models by optimizing the innodb_parallel_read_threads variable setting before loading each table.

• auto_enc: Checks if there is enough memory for string column encoding. Settings include:

  • mode: Defines the auto_enc operational mode. Permitted values are:

    • off: Disables the auto_enc option. No memory checks are performed.

    • check: The default. Checks if there is enough memory on the MySQL node for dictionary-encoded columns and if there is enough root heap memory for variable-length column encoding overhead. Dictionary-encoded columns require memory on the MySQL node for dictionaries. For each loaded table, 64KB of memory, the default heap segment size, must be allocated from the root heap for variable-length column encoding overhead. If there is not enough memory, Auto Parallel Load executes in dryrun mode and prints a warning about insufficient memory. The auto_enc option runs check mode if it is not specified explicitly and set to off. For more information, see Memory Estimation for String Column Encoding.

• refresh_external_tables: Only use with Lakehouse. Set to true to refresh external tables. See: Section 4.3.13.2, “Refresh Data Using Incremental Load”.

  Set to false, the default setting, to only load new tables, unloaded tables, and not refresh external tables.

  This option only works with mode set to normal. All other mode settings ignore this option.

The db_object is a JSON object literal that includes:

• db_name: The name of the database to load.

• Use one or other of the following, but not both. The use of both parameters will throw an error.

  • tables: An optional JSON array of table to include in the load.

  • exclude_tables: As of MySQL 8.4.0, an optional JSON array of table to exclude from the load.

• table: Either a valid table name or a table_object.

• As of MySQL 8.4.0, table_object is a JSON object literal that includes:

  • table_name: The name of the table to load.

  • engine_attribute: A JSON object literal that includes:

    • sampling: Only use with Lakehouse. If set to true, the default setting, Lakehouse Auto Parallel Load samples the data to infer the schema and collect statistics.

      If set to false, Lakehouse Auto Parallel Load performs a full scan to infer the schema and collect statistics. Depending on the size of the data, this can take a long time.

      Auto Parallel Load uses the inferred schema to generate CREATE TABLE statements. The statistics are used to estimate storage requirements and load times. See: About Lakehouse Auto Parallel Load Schema Inference.

    • For dialect and file, see: Section 4.3.6, “Lakehouse External Table Syntax”.

  • Use one or other of the following, but not both. The use of both parameters will throw an error.

    • columns: An optional JSON array of column_name to include in the load.

    • exclude_columns: An optional JSON array of column_name to exclude from the load.

Deprecated Auto Parallel Load Syntax

Before MySQL 8.4.0, the following syntax will be deprecated in a future release.

Press CTRL+C to copy
 
mysql> CALL sys.HEATWAVE_LOAD(db_list,[options]);

db_list: {
 JSON_ARRAY(["schema_name","schema_name"] ...)
}

options: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      ["mode",{"normal"|"dryrun"}]
      ["output",{"normal"|"compact"|"silent"|"help"}]
      ["sql_mode","sql_mode"]
      ["policy",{"disable_unsupported_columns"|"not_disable_unsupported_columns"}]
      ["exclude_list",JSON_ARRAY(schema_name_1, schema_name_2.table_name_1, schema_name_3.table_name_2.column_name_1, ...)]
      ["set_load_parallelism",{true|false}]
      ["auto_enc",JSON_OBJECT("mode",{"off"|"check"})]
      ["external_tables",JSON_ARRAY(db_object [, db_object]... )]
      }
}

db_object: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "db_name": "name",
      "tables": JSON_ARRAY(table [, table] ...)
      }
}

table: {
 JSON_OBJECT("key","value"[,"key","value"] ...)
      "key","value": {
      "table_name": "name",
      "sampling": true|false,
      "dialect": {dialect_section},
      "file": JSON_ARRAY(file_section [, file_section]...) 
      }
}

db_list specifies the schemas to load. The list is a JSON array and requires one or more valid schema names. An empty array is permitted to view the Auto Parallel Load command-line help.

Auto Parallel Load options is a JSON object literal. The following options will be deprecated in a future release:

• exclude_list: Defines a list of schemas, tables, and columns to exclude from the load script. Names must be fully qualified without backticks.

  Use db_object with tables, exclude_tables, columns or exclude_columns instead.

  Auto Parallel Load automatically excludes database objects that cannot be offloaded, according to the default policy setting. These objects need not be specified explicitly in the exclude list. System schemas, non-InnoDB tables, tables that are already loaded in MySQL HeatWave, and columns explicitly defined as NOT SECONDARY are automatically excluded.

• external_tables: non-InnoDB tables which do not store any data, but refer to data stored externally. For the external_tables syntax, see: Section 4.3.8.5, “Use Lakehouse Auto Parallel Load with external_tables Option”.

  Use db_object with tables or exclude_tables instead.

Quickstart: Load Data Using Lakehouse Auto Parallel Load Examples

• Load a single schema with default options.

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  mysql> CALL sys.heatwave_load(JSON_ARRAY("tpch"),NULL);

• Load multiple schemas with default options.

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  mysql> CALL sys.heatwave_load(JSON_ARRAY("tpch","airportdb","employees","sakila"),NULL);

• Load multiple schemas with the not_disable_unsupported_columns policy, which causes tables with unsupported columns to be excluded from the load operation. Unsupported columns are those with unsupported data types.

  Press CTRL+C to copy
   
  mysql> CALL sys.heatwave_load(JSON_ARRAY("tpch","airportdb","employees","sakila"), 
        JSON_OBJECT("policy","not_disable_unsupported_columns"));

• Load multiple schemas, excluding specified tables and a particular column:

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  mysql> CALL sys.heatwave_load(JSON_ARRAY("tpch","airportdb"), 
        JSON_OBJECT("exclude_list",JSON_ARRAY("tpch.orders","airportdb.employee.salary")));

• Load tables that begin with an “hw” prefix from a schema named schema_customer_1.

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  mysql> SET @exc_list = (SELECT JSON_OBJECT('exclude_list',
               JSON_ARRAYAGG(CONCAT(table_schema,'.',table_name))) 
               FROM information_schema.tables 
               WHERE table_schema = 'schema_customer_1' 
               AND table_name NOT LIKE 'hw%');
  mysql> CALL sys.heatwave_load(JSON_ARRAY('schema_customer_1'), @exc_list);

• Load all schemas with tables that start with an “hw” prefix.

  Press CTRL+C to copy
   
  mysql> SET @db_list = (SELECT json_arrayagg(schema_name) FROM information_schema.schemata);
  mysql> SET @exc_list = (SELECT JSON_OBJECT('exclude_list',
        JSON_ARRAYAGG(CONCAT(table_schema,'.',table_name))) 
        FROM information_schema.tables 
        WHERE table_schema NOT IN
        ('mysql','information_schema', 'performance_schema','sys') 
        AND table_name NOT LIKE 'hw%');
  mysql> CALL sys.heatwave_load(@db_list, @exc_list);

  You can check db_list and exc_list using SELECT JSON_PRETTY(@db_list); and SELECT JSON_PRETTY(@exc_list);

• Call Auto Parallel Load from a stored procedure:

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  DROP PROCEDURE IF EXISTS auto_load_wrapper;
  DELIMITER //
  CREATE PROCEDURE auto_load_wrapper()
  BEGIN
  -- AUTOMATED INPUT
  SET @db_list = (SELECT JSON_ARRAYAGG(schema_name) FROM information_schema.schemata);
  SET @exc_list = (SELECT JSON_ARRAYAGG(CONCAT(table_schema,'.',table_name)) 
  FROM information_schema.tables WHERE table_schema = "db0");
  
  CALL sys.heatwave_load(@db_list, JSON_OBJECT("output","silent","exclude_list", 
  CAST(@exc_list AS JSON)));
  
  -- CUSTOM OUTPUT
  SELECT log as 'Unsupported objects' FROM sys.heatwave_autopilot_report WHERE type="warn" 
  AND stage="VERIFICATION" and log like "%Unsupported%";
  SELECT Count(*) AS "Total Load commands Generated" 
  FROM sys.heatwave_autopilot_report WHERE type = "sql" ORDER BY id;
  
  END //
  DELIMITER ;
  
  CALL auto_load_wrapper();

Use the Auto Parallel Load Command-Line Help

To view Auto Parallel Load command-line help, issue the following statement:

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mysql> CALL sys.heatwave_load(JSON_ARRAY(),JSON_OBJECT("output","help"));

The command-line help provides usage documentation for the Auto Parallel Load utility.