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[Feature][st-engine] Support for transform-v2 API
Release binary package: - Move engine starter jar from `lib/` to `starter/` dir - Outpout `seatunnel-transforms-v2.jar` to `lib/` dir Maven modules: - Add seatunnel-transforms-v2 module - Add seatunnel-transforms-v2-e2e module Engine Starter: - Add `lib/` to task execute classpath ST-Engine: - Support for Split、Replace、Filter transform E2E: - Copy `seatunnel-transforms-v2.jar` into container `lib/` dir - Improve get project root path for e2e test module
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# Contribute Transform Guide | ||
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This document describes how to understand, develop and contribute a transform. | ||
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We also provide the [transform e2e test](../../../seatunnel-e2e/seatunnel-transforms-v2-e2e) | ||
to verify the data input and output by the transform. | ||
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## Concepts | ||
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Using SeaTunnel you can read or write data through the connector, but if you need to | ||
process your data after reading or before writing, then need to use transform. | ||
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Use transform to make simple edits to your data rows or fields, such as split field, | ||
change field values, add or remove field. | ||
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### DataType transform | ||
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Transform receives datatype input from upstream(source or transform) and outputs new datatype to | ||
downstream(sink or transform), this process is datatype transform. | ||
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Example 1:Remove fields | ||
```shell | ||
| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | | ||
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| A | B | | ||
|-----------|-----------| | ||
| STRING | INT | | ||
``` | ||
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Example 2:Sort fields | ||
```shell | ||
| B | C | A | | ||
|-----------|-----------|-----------| | ||
| INT | BOOLEAN | STRING | | ||
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| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | | ||
``` | ||
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Example 3:Update fields datatype | ||
```shell | ||
| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | | ||
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| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | STRING | STRING | | ||
``` | ||
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Example 4:Add new fields | ||
```shell | ||
| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | | ||
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| A | B | C | D | | ||
|-----------|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | DOUBLE | | ||
``` | ||
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### Data transform | ||
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After datatype transformed, Transform will receives data-row input from upstream(source or transform), | ||
edit into data-row with [new datatype](#DataType transform) and outputs to downstream (sink or transform). | ||
This process is data transform. | ||
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### Translation | ||
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Transform is decoupled from the execution engine, any transform implement can run into all engines | ||
without change the code & config, which requires the translation layer to adapt transform and execution engine. | ||
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Example:Translation datatype & data | ||
```shell | ||
Original: | ||
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| A | B | C | | ||
|-----------|-----------|-----------| | ||
| STRING | INT | BOOLEAN | | ||
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Datatype translation: | ||
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| A | B | C | | ||
|-------------------|-------------------|-------------------| | ||
| ENGINE<STRING> | ENGINE<INT> | ENGINE<BOOLEAN> | | ||
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Data translation: | ||
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| A | B | C | | ||
|-------------------|-------------------|-------------------| | ||
| ENGINE<"test"> | ENGINE<1> | ENGINE<false> | | ||
``` | ||
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## Core APIs | ||
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### SeaTunnelTransform | ||
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`SeaTunnelTransform` provides all major and primary APIs, you can subclass it to do whatever transform. | ||
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1. Receive datatype input from upstream. | ||
```java | ||
/** | ||
* Set the data type info of input data. | ||
* | ||
* @param inputDataType The data type info of upstream input. | ||
*/ | ||
void setTypeInfo(SeaTunnelDataType<T> inputDataType); | ||
``` | ||
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2. Outputs new datatype to downstream. | ||
```java | ||
/** | ||
* Get the data type of the records produced by this transform. | ||
* | ||
* @return Produced data type. | ||
*/ | ||
SeaTunnelDataType<T> getProducedType(); | ||
``` | ||
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3. Edit input data and outputs new data to downstream. | ||
```java | ||
/** | ||
* Transform input data to {@link this#getProducedType()} types data. | ||
* | ||
* @param row the data need be transform. | ||
* @return transformed data. | ||
*/ | ||
T map(T row); | ||
``` | ||
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### SingleFieldOutputTransform | ||
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`SingleFieldOutputTransform` abstract single field change operator | ||
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1. Define output field | ||
```java | ||
/** | ||
* Outputs new field | ||
* | ||
* @return | ||
*/ | ||
protected abstract String getOutputFieldName(); | ||
``` | ||
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2. Define output field datatype | ||
```java | ||
/** | ||
* Outputs new field datatype | ||
* | ||
* @return | ||
*/ | ||
protected abstract SeaTunnelDataType getOutputFieldDataType(); | ||
``` | ||
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3. Define output field value | ||
```java | ||
/** | ||
* Outputs new field value | ||
* | ||
* @param inputRow The inputRow of upstream input. | ||
* @return | ||
*/ | ||
protected abstract Object getOutputFieldValue(SeaTunnelRowAccessor inputRow); | ||
``` | ||
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### MultipleFieldOutputTransform | ||
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`MultipleFieldOutputTransform` abstract multiple fields change operator | ||
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1. Define output fields | ||
```java | ||
/** | ||
* Outputs new fields | ||
* | ||
* @return | ||
*/ | ||
protected abstract String[] getOutputFieldNames(); | ||
``` | ||
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2. Define output fields datatype | ||
```java | ||
/** | ||
* Outputs new fields datatype | ||
* | ||
* @return | ||
*/ | ||
protected abstract SeaTunnelDataType[] getOutputFieldDataTypes(); | ||
``` | ||
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3. Define output field values | ||
```java | ||
/** | ||
* Outputs new fields value | ||
* | ||
* @param inputRow The inputRow of upstream input. | ||
* @return | ||
*/ | ||
protected abstract Object[] getOutputFieldValues(SeaTunnelRowAccessor inputRow); | ||
``` | ||
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### AbstractSeaTunnelTransform | ||
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`AbstractSeaTunnelTransform` abstract datatype & fields change operator | ||
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1. Transform input row type and outputs new row type | ||
```java | ||
/** | ||
* Outputs transformed row type. | ||
* | ||
* @param inputRowType upstream input row type | ||
* @return | ||
*/ | ||
protected abstract SeaTunnelRowType transformRowType(SeaTunnelRowType inputRowType); | ||
``` | ||
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2. Transform input row data and outputs new row data | ||
```java | ||
/** | ||
* Outputs transformed row data. | ||
* | ||
* @param inputRow upstream input row data | ||
* @return | ||
*/ | ||
protected abstract SeaTunnelRow transformRow(SeaTunnelRow inputRow); | ||
``` | ||
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## Develop a Transform | ||
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It must implement one of the following APIs: | ||
- SeaTunnelTransform | ||
- AbstractSeaTunnelTransform | ||
- SingleFieldOutputTransform | ||
- MultipleFieldOutputTransform | ||
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Add implement subclass into module `seatunnel-transforms-v2`. | ||
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### Example: copy field to new field | ||
```java | ||
@AutoService(SeaTunnelTransform.class) | ||
public class CopyFieldTransform extends SingleFieldOutputTransform { | ||
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private String srcField; | ||
private int srcFieldIndex; | ||
private SeaTunnelDataType srcFieldDataType; | ||
private String destField; | ||
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@Override | ||
public String getPluginName() { | ||
return "Copy"; | ||
} | ||
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@Override | ||
protected void setConfig(Config pluginConfig) { | ||
this.srcField = pluginConfig.getString("src_field"); | ||
this.destField = pluginConfig.getString("dest_fields"); | ||
} | ||
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@Override | ||
protected void setInputRowType(SeaTunnelRowType inputRowType) { | ||
srcFieldIndex = inputRowType.indexOf(srcField); | ||
srcFieldDataType = inputRowType.getFieldType(srcFieldIndex); | ||
} | ||
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@Override | ||
protected String getOutputFieldName() { | ||
return destField; | ||
} | ||
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@Override | ||
protected SeaTunnelDataType getOutputFieldDataType() { | ||
return srcFieldDataType; | ||
} | ||
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@Override | ||
protected Object getOutputFieldValue(SeaTunnelRowAccessor inputRow) { | ||
return inputRow.getField(srcFieldIndex); | ||
} | ||
} | ||
``` | ||
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1. The `getPluginName` method is used to identify the transform name. | ||
2. The @AutoService is used to generate the `META-INF/services/org.apache.seatunnel.api.transform.SeaTunnelTransform` | ||
file automatically. | ||
3. The `setConfig` method is used to inject user configs. | ||
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## Transform Test Tool | ||
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Once you add a new plugin, it is recommended to add e2e tests for it. | ||
We have a `seatunnel-e2e/seatunnel-transforms-v2-e2e` module to help you to do this. | ||
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For example, if you want to add an e2e test for `CopyFieldTransform`, you can create a new test in | ||
`seatunnel-e2e/seatunnel-transforms-v2-e2e` module and extend the `TestSuiteBase` class in the test. | ||
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```java | ||
public class TestCopyFieldTransformIT extends TestSuiteBase { | ||
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@TestTemplate | ||
public void testCopyFieldTransform(TestContainer container) { | ||
Container.ExecResult execResult = container.executeJob("/copy_transform.conf"); | ||
Assertions.assertEquals(0, execResult.getExitCode()); | ||
} | ||
} | ||
``` | ||
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Once your testcase implements the `TestSuiteBase` interface and use `@TestTemplate` annotation startup, | ||
it will running job to all engines, and you just need to execute the executeJob method with your SeaTunnel configuration file, | ||
it will submit the SeaTunnel job. |
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