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[SPARK-33976][SQL][DOCS] Add a SQL doc page for a TRANSFORM clause #31010
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| --- | ||
| layout: global | ||
| title: TRANSFORM | ||
| displayTitle: TRANSFORM | ||
| license: | | ||
| Licensed to the Apache Software Foundation (ASF) under one or more | ||
| contributor license agreements. See the NOTICE file distributed with | ||
| this work for additional information regarding copyright ownership. | ||
| The ASF licenses this file to You under the Apache License, Version 2.0 | ||
| (the "License"); you may not use this file except in compliance with | ||
| the License. You may obtain a copy of the License at | ||
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
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| Unless required by applicable law or agreed to in writing, software | ||
| distributed under the License is distributed on an "AS IS" BASIS, | ||
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| See the License for the specific language governing permissions and | ||
| limitations under the License. | ||
| --- | ||
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| ### Description | ||
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| The `TRANSFORM` clause is used to specifies a Hive-style transform (SELECT TRANSFORM/MAP/REDUCE) | ||
| query specification to transform the input by running a specified script. Users can | ||
| plug in their own custom mappers and reducers in the data stream by using features natively supported | ||
| in the Spark SQL. e.g. in order to run a custom mapper script `map_script` and a custom | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. just "Spark SQL" |
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| reducer script `reduce_script` the user can issue the following command which uses the TRANSFORM | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. There is no following command? |
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| clause to embed the mapper and the reducer scripts. | ||
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| In default format, columns will be transformed to `STRING` and delimited by tabs before feeding | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What is 'format' here? |
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| to the user script, Similarly, all `NULL` values will be converted to the literal string `\N` in order to | ||
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| differentiate `NULL` values from empty strings. The standard output of the user script will be treated as | ||
| TAB-separated STRING columns, any cell containing only `\N` will be re-interpreted as a `NULL`, and then the | ||
| resulting STRING column will be cast to the data type specified in the table declaration in the usual way. | ||
| User scripts can output debug information to standard error which will be shown on the task detail page on hadoop. | ||
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| These defaults can be overridden with `ROW FORMAT DELIMITED`. | ||
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| ### Syntax | ||
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| ```sql | ||
| SELECT [ TRANSFORM ( namedExpressionSeq ) | MAP namedExpressionSeq | REDUCE namedExpressionSeq ] | ||
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| [ inRowFormat ] | ||
| [ RECORDWRITER recordWriter_class ] | ||
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| USING script [ AS ( [ col_name [ col_type ]] [ , ... ] ) ] | ||
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| [ outRowFormat ] | ||
| [ RECORDREADER recordReader_class ] | ||
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| FROM { from_item [ , ... ] } | ||
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| rowFormat | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This syntax is ANTLR one, so please follow how to write a syntax? e.g., |
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| : ROW FORMAT SERDE serde_class [ WITH SERDEPROPERTIES serde_props ] | ||
| | ROW FORMAT DELIMITED | ||
| [ FIELDS TERMINATED BY fields_terminated_char [ ESCAPED BY escapedBy ] ] | ||
| [ COLLECTION ITEMS TERMINATED BY collectionItemsTerminatedBy ] | ||
| [ MAP KEYS TERMINATED BY keysTerminatedBy ] | ||
| [ LINES TERMINATED BY linesSeparatedBy ] | ||
| [ NULL DEFINED AS nullDefinedAs ] | ||
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| inRowFormat=rowFormat | ||
| outRowFormat=rowFormat | ||
| namedExpressionSeq = named_expression [ , ... ] | ||
| ``` | ||
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| ### Parameters | ||
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| * **named_expression** | ||
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| An expression with an assigned name. In general, it denotes a column expression. | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. update it please
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. same reason to #31010 (comment)
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. updated |
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| **Syntax:** `expression [AS] [alias]` | ||
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| * **row_format** | ||
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| Use the `SERDE` clause to specify a custom SerDe for one table. Otherwise, use the `DELIMITED` clause to use the native SerDe and specify the delimiter, escape character, null character and so on. | ||
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| * **SERDE** | ||
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| Specifies a custom SerDe for one table. | ||
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| * **serde_class** | ||
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| Specifies a fully-qualified class name of a custom SerDe. | ||
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| * **SERDEPROPERTIES** | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. shall we document
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Done |
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| A list of key-value pairs that is used to tag the SerDe definition. | ||
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| * **DELIMITED** | ||
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| The `DELIMITED` clause can be used to specify the native SerDe and state the delimiter, escape character, null character and so on. | ||
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| * **FIELDS TERMINATED BY** | ||
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| Used to define a column separator. | ||
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| * **COLLECTION ITEMS TERMINATED BY** | ||
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| Used to define a collection item separator. | ||
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| * **MAP KEYS TERMINATED BY** | ||
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| Used to define a map key separator. | ||
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| * **LINES TERMINATED BY** | ||
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| Used to define a row separator. | ||
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| * **NULL DEFINED AS** | ||
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| Used to define the specific value for NULL. | ||
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| * **ESCAPED BY** | ||
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| Used for escape mechanism. | ||
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| * **RECORDREADER** | ||
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| Specifies a custom RecordReader for one table. | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. shall we mention that users should specify a full class name?
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. removed
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What does "removed" means? I couldn't find the fix corresponding to the @cloud-fan comment above.
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
Sorry..push failed, I mean here is duplicated with |
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| * **RECORDWRITER** | ||
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| Specifies a custom RecordWriter for one table. | ||
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| * **recordReader_class** | ||
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| Specifies a fully-qualified class name of a custom RecordReader. A default value is `org.apache.hadoop.hive.ql.exec.TextRecordReader`. | ||
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| * **recordWriter_class** | ||
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| Specifies a fully-qualified class name of a custom RecordWriter. A default value is `org.apache.hadoop.hive.ql.exec.TextRecordWriter`. | ||
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| * **script** | ||
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| Specifies a command to process data. | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. a command? or the path to a script?
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
both support command and path to script.
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. change to |
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| ### Schema-less Script Transforms | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I'd just document this as the default schema when introducing
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Hmm, like current change ? |
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| If there is no AS clause after USING my_script, Spark assumes that the output of the script contains 2 parts: | ||
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| 1. key: which is before the first tab, | ||
| 2. value: which is the rest after the first tab. | ||
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| Note that this is different from specifying an AS `key, value` because in that case, the value will only contain the portion | ||
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| between the first tab and the second tab if there are multiple tabs. | ||
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| ### Examples | ||
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| ```sql | ||
| CREATE TABLE person (zip_code INT, name STRING, age INT); | ||
| INSERT INTO person VALUES | ||
| (94588, 'Zen Hui', 50), | ||
| (94588, 'Dan Li', 18), | ||
| (94588, 'Anil K', 27), | ||
| (94588, 'John V', NULL), | ||
| (94511, 'David K', 42), | ||
| (94511, 'Aryan B.', 18), | ||
| (94511, 'Lalit B.', NULL); | ||
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| -- With specified output without data type | ||
| SELECT TRANSFORM(zip_code, name, age) | ||
| USING 'cat' AS (a, b, c) | ||
| FROM person | ||
| WHERE zip_code > 94511; | ||
| +-------+---------+-----+ | ||
| | a | b| c| | ||
| +-------+---------+-----+ | ||
| | 94588| Anil K| 27| | ||
| | 94588| John V| NULL| | ||
| | 94588| Zen Hui| 50| | ||
| | 94588| Dan Li| 18| | ||
| +-------+---------+-----+ | ||
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| -- With specified output with data type | ||
| SELECT TRANSFORM(zip_code, name, age) | ||
| USING 'cat' AS (a STRING, b STRING, c STRING) | ||
| FROM person | ||
| WHERE zip_code > 94511; | ||
| +-------+---------+-----+ | ||
| | a | b| c| | ||
| +-------+---------+-----+ | ||
| | 94588| Anil K| 27| | ||
| | 94588| John V| NULL| | ||
| | 94588| Zen Hui| 50| | ||
| | 94588| Dan Li| 18| | ||
| +-------+---------+-----+ | ||
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| -- Using ROW FORMAT DELIMITED | ||
| SELECT TRANSFORM(name, age) | ||
| ROW FORMAT DELIMITED | ||
| FIELDS TERMINATED BY ',' | ||
| LINES TERMINATED BY '\n' | ||
| NULL DEFINED AS 'NULL' | ||
| USING 'cat' AS (name_age string) | ||
| ROW FORMAT DELIMITED | ||
| FIELDS TERMINATED BY '@' | ||
| LINES TERMINATED BY '\n' | ||
| NULL DEFINED AS 'NULL' | ||
| FROM person; | ||
| +---------------+ | ||
| | name_age| | ||
| +---------------+ | ||
| | Anil K,27| | ||
| | John V,null| | ||
| | ryan B.,18| | ||
| | David K,42| | ||
| | Zen Hui,50| | ||
| | Dan Li,18| | ||
| | Lalit B.,null| | ||
| +---------------+ | ||
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| -- Using Hive Serde | ||
| SELECT TRANSFORM(zip_code, name, age) | ||
| ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' | ||
| WITH SERDEPROPERTIES ( | ||
| 'field.delim' = '\t' | ||
| ) | ||
| USING 'cat' AS (a STRING, b STRING, c STRING) | ||
| ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' | ||
| WITH SERDEPROPERTIES ( | ||
| 'field.delim' = '\t' | ||
| ) | ||
| FROM person | ||
| WHERE zip_code > 94511; | ||
| +-------+---------+-----+ | ||
| | a | b| c| | ||
| +-------+---------+-----+ | ||
| | 94588| Anil K| 27| | ||
| | 94588| John V| NULL| | ||
| | 94588| Zen Hui| 50| | ||
| | 94588| Dan Li| 18| | ||
| +-------+---------+-----+ | ||
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| -- Schema-less mode | ||
| SELECT TRANSFORM(zip_code, name, age) | ||
| USING 'cat' | ||
| FROM person | ||
| WHERE zip_code > 94500; | ||
| +-------+---------------------+ | ||
| | key| value| | ||
| +-------+---------------------+ | ||
| | 94588| Anil K 27| | ||
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| | 94588| John V \N| | ||
| | 94511| Aryan B. 18| | ||
| | 94511| David K 42| | ||
| | 94588| Zen Hui 50| | ||
| | 94588| Dan Li 18| | ||
| | 94511| Lalit B. \N| | ||
| +-------+---------------------+ | ||
| ``` | ||
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| ### Related Statements | ||
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| * [SELECT Main](sql-ref-syntax-qry-select.html) | ||
| * [WHERE Clause](sql-ref-syntax-qry-select-where.html) | ||
| * [GROUP BY Clause](sql-ref-syntax-qry-select-groupby.html) | ||
| * [HAVING Clause](sql-ref-syntax-qry-select-having.html) | ||
| * [ORDER BY Clause](sql-ref-syntax-qry-select-orderby.html) | ||
| * [SORT BY Clause](sql-ref-syntax-qry-select-sortby.html) | ||
| * [DISTRIBUTE BY Clause](sql-ref-syntax-qry-select-distribute-by.html) | ||
| * [LIMIT Clause](sql-ref-syntax-qry-select-limit.html) | ||
| * [CASE Clause](sql-ref-syntax-qry-select-case.html) | ||
| * [PIVOT Clause](sql-ref-syntax-qry-select-pivot.html) | ||
| * [LATERAL VIEW Clause](sql-ref-syntax-qry-select-lateral-view.html) | ||
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specifies -> specify
Just another nit, but do you want to tick-quote the keywords here and everywhere else?