4.3.7 About Lakehouse Auto Parallel Load

Lakehouse Auto Parallel Load, which extends the Auto Parallel Load feature of MySQL HeatWave, facilitates the process of loading data from Object Storage into MySQL HeatWave by automating many of the steps involved, including:

• Excluding schemas, tables, and columns that Auto Parallel Load cannot load.

• Verifying that there is sufficient memory available for the data.

• Optimizing load parallelism based on machine learning models.

• Loading data into MySQL HeatWave.

• Defining LAKEHOUSE as the engine for tables that MySQL HeatWave loads.

• Defining the ENGINE_ATTRIBUTE for tables that MySQL HeatWave loads.

Lakehouse Auto Parallel Load also includes Lakehouse Incremental Load, which can refresh tables after an initial load.

About Lakehouse Auto Parallel Load Schema Inference

Lakehouse Auto Parallel Load includes schema inference, and uses it in one of two ways:

• Lakehouse Auto Parallel Load analyzes the data, infers the table structure, and creates the database and all tables. This only requires the name of the database, the names of each table, the external file parameters, and then Lakehouse Auto Parallel Load generates the CREATE DATABASE and CREATE TABLE statements.

  Lakehouse Auto Parallel Load uses header information from the external files to define the column names. If this is not available, Lakehouse Auto Parallel Load defines the column names sequentially: col_1, col_2, col_3 ...

• If the tables already exist, Lakehouse Auto Parallel Load analyzes the data, infers the table structure, and then modifies the structure to avoid errors during data load. For example, if a table defines a column with TINYINT, but Lakehouse Auto Parallel Load infers that the data requires SMALLINT MEDIUMINT, INT, or BIGINT, then Lakehouse Auto Parallel Load modifies the structure accordingly. If the inferred data type is incompatible with the table definition, Lakehouse Auto Parallel Load raises an error, and specifies the column as NOT SECONDARY.

Note

If you are on a version earlier than MySQL 8.4.0, refer to Lakehouse Auto Parallel Load with The external_tables Option for more information on the appropriate syntax to use.

What's Next

• Review the following:

  • Auto Parallel Load Syntax

  • Lakehouse External Table Syntax

• Learn How to Load Data from Object Storage Using Lakehouse Auto Parallel Load.

• Learn how to Refresh Data Using Event-Based Incremental Load.