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[SPARK-33976][SQL] Spark script TRANSFORM related change doc
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2 changes: 2 additions & 0 deletions docs/_data/menu-sql.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -188,6 +188,8 @@
url: sql-ref-syntax-qry-select-lateral-view.html
- text: PIVOT Clause
url: sql-ref-syntax-qry-select-pivot.html
- text: TRANSFORM Clause
url: sql-ref-syntax-qry-select-transform.html
- text: EXPLAIN
url: sql-ref-syntax-qry-explain.html
- text: Auxiliary Statements
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263 changes: 263 additions & 0 deletions docs/sql-ref-syntax-qry-select-transform.md
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@@ -0,0 +1,263 @@
---
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

http://www.apache.org/licenses/LICENSE-2.0

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.
---

### Description

The `TRANSFORM` clause is used to specifies a Hive-style transform (SELECT TRANSFORM/MAP/REDUCE)

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specifies -> specify
Just another nit, but do you want to tick-quote the keywords here and everywhere else?

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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just "Spark SQL"
"e.g." doesn't begin a sentence like that; use "For example,"

reducer script `reduce_script` the user can issue the following command which uses the TRANSFORM

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There is no following command?

clause to embed the mapper and the reducer scripts.

In default format, columns will be transformed to `STRING` and delimited by tabs before feeding

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What is 'format' here?

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

```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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: 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 ]

inRowFormat=rowFormat
outRowFormat=rowFormat
namedExpressionSeq = named_expression [ , ... ]
```

### Parameters

* **named_expression**

An expression with an assigned name. In general, it denotes a column expression.

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update it please

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same reason to #31010 (comment)

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updated


**Syntax:** `expression [AS] [alias]`

* **row_format**

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**

Specifies a custom SerDe for one table.
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* **serde_class**

Specifies a fully-qualified class name of a custom SerDe.

* **SERDEPROPERTIES**

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shall we document serde_props instead and explain its syntax?

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Done


A list of key-value pairs that is used to tag the SerDe definition.

* **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.

* **FIELDS TERMINATED BY**

Used to define a column separator.

* **COLLECTION ITEMS TERMINATED BY**

Used to define a collection item separator.

* **MAP KEYS TERMINATED BY**

Used to define a map key separator.

* **LINES TERMINATED BY**

Used to define a row separator.

* **NULL DEFINED AS**

Used to define the specific value for NULL.

* **ESCAPED BY**

Used for escape mechanism.

* **RECORDREADER**

Specifies a custom RecordReader for one table.

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shall we mention that users should specify a full class name?

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removed

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What does "removed" means? I couldn't find the fix corresponding to the @cloud-fan comment above.

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What does "removed" means? I couldn't find the fix corresponding to the @cloud-fan comment above.

Sorry..push failed, I mean here is duplicated with record_reder_class, I think remove this part is ok.


* **RECORDWRITER**

Specifies a custom RecordWriter for one table.

* **recordReader_class**

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**

Specifies a fully-qualified class name of a custom RecordWriter. A default value is `org.apache.hadoop.hive.ql.exec.TextRecordWriter`.

* **script**

Specifies a command to process data.

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a command? or the path to a script?

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a command? or the path to a script?

both support command and path to script. cat, 'xxx.py', /path/to/xxx.py

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change to

Specifies a command or a path to script to process data.


### Schema-less Script Transforms

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I'd just document this as the default schema when introducing USING script [ AS ( [ col_name [ col_type ] ] [ , ... ] ) ]

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Hmm, like current change ?


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.

### Examples

```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);

-- 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|
+-------+---------+-----+

-- 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|
+-------+---------+-----+

-- 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|
+---------------+

-- 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|
+-------+---------+-----+

-- 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|
+-------+---------------------+
```

### Related Statements

* [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)
8 changes: 7 additions & 1 deletion docs/sql-ref-syntax-qry-select.md
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Expand Up @@ -41,7 +41,7 @@ select_statement [ { UNION | INTERSECT | EXCEPT } [ ALL | DISTINCT ] select_stat

While `select_statement` is defined as
```sql
SELECT [ hints , ... ] [ ALL | DISTINCT ] { [ named_expression | regex_column_names ] [ , ... ] }
SELECT [ hints , ... ] [ ALL | DISTINCT ] { [[ named_expression | regex_column_names ] [ , ... ] | TRANSFORM Clause ] }
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FROM { from_item [ , ... ] }
[ PIVOT clause ]
[ LATERAL VIEW clause ] [ ... ]
Expand Down Expand Up @@ -164,6 +164,11 @@ SELECT [ hints , ... ] [ ALL | DISTINCT ] { [ named_expression | regex_column_na
)
```

* **TRANSFORM**

Specifies a hive-style transform (SELECT TRANSFORM/MAP/REDUCE) query specification to transform
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the input by forking and running the specified script.
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### Related Statements

* [WHERE Clause](sql-ref-syntax-qry-select-where.html)
Expand All @@ -187,3 +192,4 @@ SELECT [ hints , ... ] [ ALL | DISTINCT ] { [ named_expression | regex_column_na
* [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)
* [TRANSFORM Clause](sql-ref-syntax-qry-select-transform.html)
1 change: 1 addition & 0 deletions docs/sql-ref-syntax-qry.md
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Expand Up @@ -49,4 +49,5 @@ ability to generate logical and physical plan for a given query using
* [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)
* [TRANSFORM Clause](sql-ref-syntax-qry-select-transform.html)
* [EXPLAIN Statement](sql-ref-syntax-qry-explain.html)
1 change: 1 addition & 0 deletions docs/sql-ref-syntax.md
Original file line number Diff line number Diff line change
Expand Up @@ -70,6 +70,7 @@ Spark SQL is Apache Spark's module for working with structured data. The SQL Syn
* [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)
* [TRANSFORM Clause](sql-ref-syntax-qry-select-transform.html)
* [EXPLAIN](sql-ref-syntax-qry-explain.html)

### Auxiliary Statements
Expand Down