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4.3.8.4 Use PAR to Create External Tables

Review the following examples to see the different ways to use pre-authenticated requests (PAR) and Auto Parallel Load to specify files when creating external tables.

These examples use an input_list variable to set up the creation of the external table and the files to load the table. To create the external table, you need to run the HEATWAVE_LOAD command with the input_list. To learn more, see Load Structured Data Using Lakehouse Auto Parallel Load.

This topic contains the following sections:

Before You Begin
Types of PARs

You can create the following types of PARs:

  • Bucket or prefix PAR: This type of PAR ends with /o/. You can specify multiple files with this PAR. You can also use name, prefix, or pattern parameters to specify files in the bucket or Object Storage folder.

  • Object PAR: This type of PAR ends with /o/object_name. This PAR specifies individual files. You cannot use name, prefix, or pattern parameters with this PAR.

PAR Recommendations

When creating PARs consider the following recommendations:

  • Only use read-only PARs.

  • Set a short expiration date for the PAR URL that matches the data loading plan.

  • Do not make a PAR URL publicly accessible.

  • If the target defines a bucket or uses a prefix or pattern:

    • Use Enable Object Listing when creating the PAR in the Oracle Cloud Infrastructure (OCI) console.

    • When creating the PAR from the command line, include the --access-type AnyObjectRead parameter.

Note

Use a resource principal for access to more sensitive data in Object Storage as it is more secure. See Access Object Storage with Resource Principals.

PAR Parameters

To set up PARs, you configure the following parameters:

  • par: Provide the PAR URL.

  • name: Use this to specify a file for an object or bucket PAR.

  • pattern: Use this to set a regular expression that defines a set of Object Storage files. The pattern follows the modified Modified ECMAScript regular expression grammar.

  • prefix: Use this to specify a set of Object Storage folders and files.

PAR Examples

The following examples use these parameters to create the external tables and specify the files to load the tables with. Replace the values in the examples with your own.

  • SET @input_list creates a session variable that stores all the parameters for creating the external file and loading the table with the specified files.

  • db_name identifies the database name to store the table. MySQL HeatWave automatically creates the database if it does not exist.

  • table_name sets the table name to store the data. MySQL HeatWave automatically creates the table if it does not exist.

  • engine_attribute defines the parameters of the specified files.

  • dialect defines the format options of the specified files.

  • file defines the file or files to load.

Note

If you are on MySQL 9.1.2 and earlier, you need to update dialect with the field delimiter and record delimiter parameters. As of MySQL 9.2.0, MySQL HeatWave Lakehouse can automatically detect these values. See Lakehouse External Table Syntax to learn more.

To review all syntax options for creating external tables and specifying files, see HEATWAVE_LOAD and Lakehouse External Table Syntax.

Specify a Single File

To specify a single file with a PAR, you can create a pre-authenticated request for that individual file or specify the file in the command.

The following example specifies a single file by using a PAR for that file.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/data_file_1.csv"}]
    }
  }]
}]';

The following example specifies a single file by using a PAR for a bucket and naming the file in the name parameter. The file is in the data_files Object Storage folder.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{
        "par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/",
        "name": "data_files/data_file_1.csv"}]
    }
  }]
}]';
Specify Multiple Files for One External Table

If you want to specify multiple files for one external table, you can do one of the following:

  • Create a folder in the Object Storage bucket and upload the required files into that folder. See Managing Folders in an Object Storage Bucket in Oracle Cloud Infrastructure Documentation.

  • Create a PAR for a bucket or folder, and then specify each file to load with the name parameter.

  • Create a PAR for each file to load, and then specify the files as separate items in the ENGINE_ATTRIBUTE parameter.

To specify multiple external files for one external table, you can create a folder in the Object Storage bucket and upload the required files into that folder. See Managing Folders in an Object Storage Bucket in Oracle Cloud Infrastructure Documentation.

If you create a folder with the files for the external table, create a PAR for that folder and do the following:

  • For the Pre-Authenticated Request Target, select Objects with prefix.

  • Use Enable Object Listing.

The following example specifies all the files uploaded to the folder in the Object Storage bucket for one table.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/"}]
    }
  }]
}]';

The following example uses one PAR for a bucket and specifies two files with the name parameter.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{
        "par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/",
        "name": "data_files/data_file_1.csv"
    },
    {
        "par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/",
        "name": "data_files/data_file_2.csv"}]
    }
  }]
}]';

The following example specifies two separate object PARs to load two files.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/data_files/data_file_1.csv"},
               {"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/data_files/data_file_2.csv"}]
    }
  }]
}]';
Specify Multiple Files for Multiple Tables

To specify multiple files for multiple external tables with one command, create a pre-authenticated for each required file and create the necessary number of tables items.

The following example specifies two files for two tables.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/data_files/data_file_1.csv"}]
    }
  },
  {
    "table_name": "table_2",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenant_1/b/bucket_1/o/data_files/data_file_2.csv"}]
    }
  }]
}]';
Specify Files with a Prefix

You can add a prefix parameter to a PAR to specify specific files. To do this, create a PAR for the folder that stores the files to load.

The following example specifies all files in the data_files folder that begin with data_file_. For example, it uses the files data_file_1, data_file_2, and data_file_3 to load the external table.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/",
                "prefix": "data_files/data_file_"}]
    }
  }]
}]';
Specify Files with a Pattern

You can add a pattern parameter to a PAR and use regular expression to specify files.

The regular expression syntax requires certain characters to have an escape character.

The escape character is the backslash character, and it is a reserved character in both JSON and MySQL. Therefore, it is necessary to escape the backslash character twice, and specify \\ for both JSON and MySQL.

However, the regular expression escape sequence depends upon the NO_BACKSLASH_ESCAPES SQL mode:

  • Use \\. to escape a period if NO_BACKSLASH_ESCAPES is enabled.

  • Use \\\\. to escape a period if NO_BACKSLASH_ESCAPES is not enabled. The following examples use this sequence because it is the default mode.

See the following to learn more:

The following example specifies all files in the data_files folder that have a numerical suffix of one or more digits. For example, it uses the files data_file_1.csv, data_file_2.csv, and data_file_3.csv to load the external table.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/",
                "pattern": "data_files/data_file_\\\\d+\\\\.csv"}]
    }
  }]
}]';

The following examples specifies all files in the data_files folder that have an alphabetical suffix of one or more lowercase characters. For example, it uses the files data_file_a.csv, data_file_b.csv, and data_file_c.csv to load the external table.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/",
                "pattern": "data_files/data_file_[a-z]+\\\\.csv"}]
    }
  }]
}]';

To update the previous example to include uppercase and lowercase characters, replace [a-z] with [A-Za-z].

The following example specifies all files in the data_files folder that have a numerical suffix that end in 0 with one preceding digit. For example, it loads the files data_file_10.csv, data_file_20.csv, and data_file_30.csv to load the external table.

mysql> SET @input_list = '[{
  "db_name": "lakehouse_db",
  "tables": [{
    "table_name": "table_1",
    "engine_attribute": {
      "dialect": {"format": "csv"},
      "file": [{"par": "https://objectstorage.us-ashburn-1.oraclecloud.com/p/.../n/tenancy_1/b/bucket_1/o/",
                "pattern": "data_files/data_file_\\\\d0\\\\.csv"}]
    }
  }]
}]';

To update the previous example to load files with one or more digits preceding the 0, update \\\\d0\\\\ with \\\\d+0\\\\.

What's Next

After successfully creating external tables and specifying the files to load data into the table, learn how to Load Structured Data Using Auto Parallel Load.