INFER_SCHEMA
Automatically detects the file metadata schema and retrieves the column definitions.
Caution:
infer_schema currently only supports parquet file format.SQL Syntax
INFER_SCHEMA(
LOCATION => '{ internalStage | externalStage }'
[ PATTERN => '<regex_pattern>']
)
Where:
internalStage
internalStage ::= @<internal_stage_name>[/<path>]
externalStage
externalStage ::= @<external_stage_name>[/<path>]
PATTERN = 'regex_pattern'
A PCRE2-based regular expression pattern string, enclosed in single quotes, specifying the file names to match. Click here to see an example. For PCRE2 syntax, see http://www.pcre.org/current/doc/html/pcre2syntax.html.
SQL Examples
Generate a parquet file in a stage:
CREATE STAGE infer_parquet FILE_FORMAT = (TYPE = PARQUET);
COPY INTO @infer_parquet FROM (SELECT * FROM numbers(10)) FILE_FORMAT = (TYPE = PARQUET);
LIST @infer_parquet;
┌───────────────────────────────────────────────────────┬──────┬────────────────────────────────────┬───────────────────────────────┬─────────┐
│ name │ size │ md5 │ last_modified │ creator │
├───────────────────────────────────────────────────────┼──────┼────────────────────────────────────┼───────────────────────────────┼─────────┤
│ data_e0fd9cba-f45c-4c43-aa07-d6d87d134378_0_0.parquet │ 258 │ "7DCC9FFE04EA1F6882AED2CF9640D3D4" │ 2023-02-09 05:21:52.000 +0000 │ NULL │
└───────────────────────────────────────────────────────┴──────┴────────────────────────────────────┴───────────────────────────────┴─────────┘
infer_schema
SELECT * FROM INFER_SCHEMA(location => '@infer_parquet/data_e0fd9cba-f45c-4c43-aa07-d6d87d134378_0_0.parquet');
┌─────────────┬─────────────────┬──────────┬──────────┐
│ column_name │ type │ nullable │ order_id │
├─────────────┼─────────────────┼──────────┼──────────┤
│ number │ BIGINT UNSIGNED │ 0 │ 0 │
└─────────────┴─────────────────┴──────────┴──────────┘
infer_schema with Pattern Matching
SELECT * FROM infer_schema(location => '@infer_parquet/', pattern => '.*parquet');
┌─────────────┬─────────────────┬──────────┬──────────┐
│ column_name │ type │ nullable │ order_id │
├─────────────┼─────────────────┼──────────┼──────────┤
│ number │ BIGINT UNSIGNED │ 0 │ 0 │
└─────────────┴─────────────────┴──────────┴──────────┘
Create a Table From Parquet File
The infer_schema can only display the schema of a parquet file and cannot create a table from it.
To create a table from a parquet file:
CREATE TABLE mytable AS SELECT * FROM @infer_parquet/ (pattern=>'.*parquet') LIMIT 0;
DESC mytable;
┌────────┬─────────────────┬──────┬─────────┬───────┐
│ Field │ Type │ Null │ Default │ Extra │
├────────┼─────────────────┼──────┼─────────┼───────┤
│ number │ BIGINT UNSIGNED │ NO │ 0 │ │
└────────┴─────────────────┴──────┴─────────┴───────┘