This commit is contained in:
Haoran 2025-04-10 16:19:18 +08:00 committed by GitHub
commit 6da8ae510c
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
31 changed files with 2033 additions and 0 deletions

View File

@ -0,0 +1,85 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<parent>
<artifactId>datax-example</artifactId>
<groupId>com.alibaba.datax</groupId>
<version>0.0.1-SNAPSHOT</version>
</parent>
<modelVersion>4.0.0</modelVersion>
<artifactId>datax-example-iotdb</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
<dependencies>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>iotdbreader</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>iotdbwriter</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>datax-example-core</artifactId>
<version>0.0.1-SNAPSHOT</version>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>streamreader</artifactId>
<version>0.0.1-SNAPSHOT</version>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>streamwriter</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>txtfilereader</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>txtfilewriter</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>mysqlreader</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>mysqlwriter</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>mysql</groupId>
<artifactId>mysql-connector-java</artifactId>
<version>8.0.31</version>
</dependency>
</dependencies>
</project>

View File

@ -0,0 +1,147 @@
package com.alibaba.datax.example.iotdb;
import org.apache.iotdb.isession.util.Version;
import org.apache.iotdb.rpc.IoTDBConnectionException;
import org.apache.iotdb.rpc.StatementExecutionException;
import org.apache.iotdb.rpc.TSStatusCode;
import org.apache.iotdb.session.Session;
import org.apache.tsfile.enums.TSDataType;
import org.apache.tsfile.file.metadata.enums.CompressionType;
import org.apache.tsfile.file.metadata.enums.TSEncoding;
import org.junit.Test;
import java.io.BufferedReader;
import java.io.FileReader;
import java.io.IOException;
import java.time.LocalDateTime;
import java.time.ZoneOffset;
import java.util.*;
public class TestCreateData {
private static Session session;
private static Random random = new Random();
@Test
public void createAndInsert()
throws IoTDBConnectionException, StatementExecutionException {
// 创建测试数据
// session init
session =
new Session.Builder()
// .host("192.168.150.100")
.host("172.20.31.61")
.port(6667)
.username("root")
.password("root")
.version(Version.V_0_13)
.build();
// open session, close RPCCompression
session.open(false);
// set session fetchSize
session.setFetchSize(10000);
// 创建测点并插入数据
String filePath = "src/test/resources/testData.txt";
String database = "root.cgn";
try {
session.createDatabase(database);
} catch (StatementExecutionException e) {
if (e.getStatusCode() != TSStatusCode.DATABASE_ALREADY_EXISTS.getStatusCode()) {
throw e;
}
}
String device = "root.cgn.device";
createAndInsert2(filePath, device);
}
private static void createAndInsert2(String filePath, String device)
throws IoTDBConnectionException, StatementExecutionException {
// 读取文件(文件中无表头)
// 点的类型 点名 描述 量纲 量程下限 量程上限
// AX L2KRT008MA 测试性描述 % 0 1.00E+02
// AX L2ETY101MP 测试性描述 % 0 1.00E+02
List<List<String>> res = new ArrayList<>();
try (BufferedReader br = new BufferedReader(new FileReader(filePath))) {
String line;
while ((line = br.readLine()) != null) {
String[] words = line.split("\\s+");
List<String> wordList = new ArrayList<>(Arrays.asList(words));
res.add(wordList);
}
} catch (IOException e) {
e.printStackTrace();
}
// 准备传入的参数构造时间序列
List<String> paths = new ArrayList<>();
List<String> measurements = new ArrayList<>();
List<Boolean> isDoubleList = new ArrayList<>();
List<TSDataType> tsDataTypes = new ArrayList<>();
List<TSEncoding> tsEncodings = new ArrayList<>();
List<CompressionType> compressionTypes = new ArrayList<>();
List<Map<String, String>> tagsList = new ArrayList<>();
List<Map<String, String>> attributesList = new ArrayList<>();
List<String> alias = new ArrayList<>();
for (int i = 0; i < res.size(); i++) {
measurements.add(res.get(i).get(1));
paths.add(device + "." + res.get(i).get(1));
boolean isDouble = "AX".equals(res.get(i).get(0));
isDoubleList.add(isDouble);
tsDataTypes.add(isDouble ? TSDataType.DOUBLE : TSDataType.BOOLEAN);
tsEncodings.add(isDouble ? TSEncoding.GORILLA : TSEncoding.RLE);
compressionTypes.add(CompressionType.SNAPPY);
Map<String, String> attributes = new HashMap<>();
attributes.put("描述", "测试性描述");
attributes.put("量纲", isDouble ? "%" : "");
attributes.put("量程下限", "0");
attributes.put("量程上限", isDouble ? "1.00E+02" : "2.00E+02");
attributesList.add(attributes);
}
// 先删除已有的时间序列
if (session.checkTimeseriesExists(device + ".**")) {
session.deleteTimeseries(device + ".**");
System.out.println("删除已有的时间序列完成==============");
}
// 创建测点时间序列
session.createMultiTimeseries(
paths, tsDataTypes, tsEncodings, compressionTypes, null, null, attributesList, null);
// 插入数据每个测点里都写1万条数据时间间隔1秒
List<List<String>> measurementsList = new ArrayList<>();
List<List<Object>> valuesList = new ArrayList<>();
List<Long> timestamps = new ArrayList<>();
List<List<TSDataType>> typesList = new ArrayList<>();
long startTime =
LocalDateTime.of(2024, 1, 1, 0, 0, 0, 0).toInstant(ZoneOffset.ofHours(8)).toEpochMilli();
int count = 10000; // 每个测点插入数据条数
for (long time = startTime; count >= 0; time += 1000, count--) {
timestamps.add(time);
measurementsList.add(measurements); // 39个测点
typesList.add(tsDataTypes);
List<Object> randomValue = new ArrayList<>();
for (Boolean isDouble : isDoubleList) {
randomValue.add(isDouble ? random.nextDouble() * 100 : random.nextBoolean());
}
valuesList.add(randomValue); // 39个随机数
// 每1000次插入一批数据
if (count != 10000 && count % 1000 == 0) {
session.insertRecordsOfOneDevice(
device, timestamps, measurementsList, typesList, valuesList);
measurementsList.clear();
valuesList.clear();
typesList.clear();
timestamps.clear();
valuesList.clear();
}
}
}
}

View File

@ -0,0 +1,64 @@
package com.alibaba.datax.example.iotdb;
import com.alibaba.datax.example.ExampleContainer;
import com.alibaba.datax.example.util.PathUtil;
import org.junit.Test;
public class TestIoTDB {
@Test
public void testIoTDBReader2MySQLWriter() {
String path = "/iotdb2mysql.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testMySQLReader2IoTDBWriter() {
String path = "/mysql2iotdb.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testIoTDBReader2txtWriter() {
String path = "/iotdb2txt.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testIoTDBReader2StreamWriter() {
String path = "/iotdb2stream.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testMySQLReader2StreamWriter() {
String path = "/mysql2stream.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testMySQLReader2txtWriter() {
String path = "/mysql2txt.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testStreamReader2TxtWriter() {
String path = "/stream2txt.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
@Test
public void testStreamReader2StreamWriter() {
String path = "/stream2stream.json";
String jobPath = PathUtil.getAbsolutePathFromClassPath(path);
ExampleContainer.start(jobPath);
}
}

View File

@ -0,0 +1,56 @@
{
"job": {
"setting": {
"speed": {
"channel": 3
}
},
"content": [
{
"reader": {
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "172.20.31.61",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"timeColumnPosition": 0,
"querySqls":[
],
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"where": "time > 2023-03-07 12:00:00 and time < 2024-03-07 19:00:00"
}
},
"writer": {
"name": "mysqlwriter",
"parameter": {
"username": "root",
"password": "toy123",
"writeMode": "insert",
"#需要提前建表": "CREATE TABLE device (`time` DATETIME,`A5STD` DOUBLE,`L2RIS014MD` DOUBLE,`L2VVP003SM5` BOOLEAN,`D1RIS001MD` DOUBLE,`D1KRT003EU` DOUBLE);",
"column": ["time","A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"session": [
"set session sql_mode='ANSI'"
],
"preSql": [
"delete from device"
],
"connection": [
{
"table": [
"device"
],
"#": "下面的URL需要把中括号去掉否则报错mysqlwriter的bug未修改",
"jdbcUrl": "jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
}
]
}
}
}
]
}
}

View File

@ -0,0 +1,42 @@
{
"job": {
"setting": {
"speed": {
"channel": 3
},
"errorLimit": {
"record": 0,
"percentage": 0.02
}
},
"content": [
{
"reader": {
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"timeColumnPosition": 0,
"querySqls":[
],
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"where": "time > 2023-03-07 12:00:00 and time < 2024-03-07 19:00:00"
}
},
"writer": {
"name": "streamwriter",
"parameter": {
"print":true
}
}
}
]
}
}

View File

@ -0,0 +1,42 @@
{
"job": {
"setting": {
"speed": {
"channel": 3
}
},
"content": [
{
"reader": {
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "172.20.31.61",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"timeColumnPosition": 0,
"querySqls":[
"select * from root.cgn.device",
"select A5STD,L2RIS014MD,L2VVP003SM5,D1RIS001MD,D1KRT003EU from root.cgn.device"
],
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"where": "time > 2023-03-07 12:00:00 and time < 2024-03-07 19:00:00"
}
},
"writer": {
"name": "txtfilewriter",
"parameter": {
"path": "D:/下载",
"fileName": "txtText",
"writeMode": "truncate",
"dateFormat": "yyyy-MM-dd"
}
}
}
]
}
}

View File

@ -0,0 +1,50 @@
{
"job": {
"content": [
{
"reader": {
"name": "mysqlreader",
"parameter": {
"username": "root",
"password": "toy123",
"column": ["time","A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"splitPk": "",
"connection": [
{
"table": [
"device"
],
"jdbcUrl": [
"jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
]
}
]
}
},
"writer": {
"name": "iotdbwriter",
"parameter": {
"username": "root",
"password": "root",
"host": "172.20.31.61",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"timeColumnPosition": 0,
"insertBatchSize": 1000,
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"preSql": [
"delete timeseries root.cgn.device.**"
]
}
}
}
],
"setting": {
"speed": {
"channel": 3
}
}
}
}

View File

@ -0,0 +1,46 @@
{
"job": {
"setting": {
"speed": {
"channel": 3
},
"errorLimit": {
"record": 0,
"percentage": 0.02
}
},
"content": [
{
"reader": {
"name": "mysqlreader",
"parameter": {
"username": "root",
"password": "toy123",
"column": [
"order_num",
"cust_id"
],
"splitPk": "",
"connection": [
{
"table": [
"orders"
],
"jdbcUrl": [
"jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
]
}
]
}
},
"writer": {
"name": "streamwriter",
"parameter": {
"print":true
}
}
}
]
}
}

View File

@ -0,0 +1,41 @@
{
"job": {
"content": [
{
"reader": {
"name": "mysqlreader",
"parameter": {
"username": "root",
"password": "toy123",
"column": ["time","A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"splitPk": "",
"connection": [
{
"table": [
"device"
],
"jdbcUrl": [
"jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
]
}
]
}
},
"writer": {
"name": "txtfilewriter",
"parameter": {
"path": "D:/下载",
"fileName": "txtText",
"writeMode": "truncate",
"dateFormat": "yyyy-MM-dd"
}
}
}
],
"setting": {
"speed": {
"channel": 5
}
}
}
}

View File

@ -0,0 +1,36 @@
{
"job": {
"content": [
{
"reader": {
"name": "streamreader",
"parameter": {
"sliceRecordCount": 10,
"column": [
{
"type": "long",
"value": "15"
},
{
"type": "string",
"value": "hello你好世界-DataX"
}
]
}
},
"writer": {
"name": "streamwriter",
"parameter": {
"encoding": "UTF-8",
"print": true
}
}
}
],
"setting": {
"speed": {
"channel": 5
}
}
}
}

View File

@ -0,0 +1,38 @@
{
"job": {
"content": [
{
"reader": {
"name": "streamreader",
"parameter": {
"sliceRecordCount": 10,
"column": [
{
"type": "long",
"value": "10"
},
{
"type": "string",
"value": "hello你好世界-DataX"
}
]
}
},
"writer": {
"name": "txtfilewriter",
"parameter": {
"path": "D:/下载",
"fileName": "txtText",
"writeMode": "truncate",
"dateFormat": "yyyy-MM-dd"
}
}
}
],
"setting": {
"speed": {
"channel": 5
}
}
}
}

View File

@ -0,0 +1,39 @@
AX L2KRT008MA 测试性描述 % 0 1.00E+02
AX L2ETY101MP 测试性描述 % 0 1.00E+02
AX L2SEC002MD 测试性描述 % 0 1.00E+02
AX L1ETY103MP 测试性描述 % 0 1.00E+02
AX D1KRT003EU 测试性描述 % 0 1.00E+02
AX L4EAS008MDX_XQ01 测试性描述 % 0 1.00E+02
AX L3RIC039KMX_XQ01 测试性描述 % 0 1.00E+02
AX L2VVP008MP 测试性描述 % 0 1.00E+02
AX D2RCV039MD 测试性描述 % 0 1.00E+02
DX D2RPA063EC 测试性描述 0 2.00E+00
AX L4KRT022MAK_XP01 测试性描述 % 0 1.00E+02
AX L3SEC002MPX_XQ01 测试性描述 % 0 1.00E+02
DX L4RCP651KSX_XG52 测试性描述 0 2.00E+00
AX L2RRI082MT 测试性描述 % 0 1.00E+02
AX A5STD 测试性描述 % 0 1.00E+02
DX D2RRI003PO 测试性描述 0 2.00E+00
AX L4RCP091MT_XQ01 测试性描述 % 0 1.00E+02
DX L1GCT132SM5 测试性描述 0 2.00E+00
DX L1GCT132SM3 测试性描述 0 2.00E+00
AX L2RIC035MT 测试性描述 % 0 1.00E+02
AX L1RGL018QM 测试性描述 % 0 1.00E+02
AX L1RIC037MT 测试性描述 % 0 1.00E+02
AX D2RCP042MD 测试性描述 % 0 1.00E+02
AX D2RGL001QM 测试性描述 % 0 1.00E+02
AX D2RIC020MT 测试性描述 % 0 1.00E+02
AX D1RIC022MT 测试性描述 % 0 1.00E+02
AX D1RGL003QM 测试性描述 % 0 1.00E+02
AX L3LGE005TU_XQ01 测试性描述 % 0 1.00E+02
DX D2RCP517EC 测试性描述 0 2.00E+00
AX D1RCP054MD 测试性描述 % 0 1.00E+02
AX L2RIS014MD 测试性描述 % 0 1.00E+02
DX D1LGE001JA 测试性描述 0 2.00E+00
DX D2SEC001PO 测试性描述 0 2.00E+00
DX D1SEC003PO 测试性描述 0 2.00E+00
AX D1RIS001MD 测试性描述 % 0 1.00E+02
AX L1RCP090MT 测试性描述 % 0 1.00E+02
DX L2VVP003SM5 测试性描述 0 2.00E+00
AX L3RIC022KMX_XQ01 测试性描述 % 0 1.00E+02
DX L1GCT501EC 测试性描述 0 2.00E+00

View File

@ -15,6 +15,7 @@
<module>datax-example-core</module>
<module>datax-example-streamreader</module>
<module>datax-example-neo4j</module>
<module>datax-example-iotdb</module>
</modules>
<properties>

View File

@ -0,0 +1,212 @@
# DataX IoTDBReader
## 1 快速介绍
IoTDBReader 插件实现了 IoTDB 读取数据的功能。
## 2 实现原理
IoTDBReader 通过 IoTDB 的 原生java session 查询获取数据。
## 3 功能说明
### 3.1 配置样例
* 配置一个从 IoTDB 抽取数据作业:
```json
{
"job": {
"setting": {
"speed": {
"channel": 3
}
},
"content": [
{
"reader": {
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"##": "时间列插入DataX的Record中的位置默认第0列",
"timeColumnPosition": 0,
"##":"写了querySqls 默认下面全部参数失效,适合开发人员, 多个session并行执行多条SQL语句",
"querySqls":[
],
"device": "root.cgn.device",
"##":"时间列不属于测点",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"where": "time > 2023-03-07 12:00:00 and time < 2024-03-07 19:00:00"
}
},
"writer": {
"name": "mysqlwriter",
"parameter": {
"username": "root",
"password": "toy123",
"writeMode": "insert",
"#需要提前建表": "CREATE TABLE device (`time` DATETIME,`A5STD` DOUBLE,`L2RIS014MD` DOUBLE,`L2VVP003SM5` BOOLEAN,`D1RIS001MD` DOUBLE,`D1KRT003EU` DOUBLE);",
"column": ["time","A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"session": [
"set session sql_mode='ANSI'"
],
"preSql": [
"delete from device"
],
"connection": [
{
"table": [
"device"
],
"#": "下面的URL需要把中括号去掉否则报错mysqlreader的bug未修改",
"jdbcUrl": "jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
}
]
}
}
}
]
}
}
```
* 配置一个自定义 SQL 的数据抽取作业:
```json
{
"job": {
"setting": {
"speed": {
"channel": 3
}
},
"content": [
{
"reader": {
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"timeColumnPosition": 0,
"##":"写了querySqls 默认下面全部参数失效,适合开发人员, 多个session并行执行多条SQL语句",
"querySqls":[
"select * from root.cgn.device",
"select A5STD,L2RIS014MD,L2VVP003SM5,D1RIS001MD,D1KRT003EU from root.cgn.device"
],
"device": "",
"measurements": "",
"where": ""
}
},
"writer": {
"name": "txtfilewriter",
"parameter": {
"path": "D:/下载",
"fileName": "txtText",
"writeMode": "truncate",
"dateFormat": "yyyy-MM-dd"
}
}
}
]
}
}
```
### 3.2 参数说明
* username
* 描述:用户名
* 必选:是
* 默认值:无
* password
* 描述:用户名的密码
* 必选:是
* 默认值:无
* host
* 描述连接iotdb数据库的主机地址
* 必选:是
* 默认值:无
* port
* 描述:端口
* 必选:是
* 默认值:无
* version
* 描述iotdb版本
* 必选:是
* 默认值:无
* timeColumnPosition
* 描述时间列在Record中列的位置
* 必选:否
* 默认值0
* querySqls
* 描述直接写多行SQL可以并行读取此时下面的参数失效。
* 必选:否
* 默认值:
* device
* 描述IoTDB中的概念可理解为mysql中的表。
* 必选querySqls为空时必选
* 默认值:无
* measurements
* 描述IoTDB中的概念可理解为mysql中的字段。
* 必选querySqls为空时必选
* 默认值:无
* where
* 描述:查询条件
* 必选:否
* 默认值:无
### 3.3 类型转换
| IoTDB 数据类型 | DataX 内部类型 |
|-----------------|--------|
| INT32 | Int |
| INT64,TIMESTAMP | Long |
| FLOAT | FLOAT |
| DOUBLE | Double |
| BOOLEAN | Bool |
| DATE | Date |
| STRING,TEXT | String |
## 4 性能报告
### 4.1 环境准备
#### 4.1.1 数据特征
#### 4.1.2 机器参数
#### 4.1.3 DataX jvm 参数
-Xms1024m -Xmx1024m -XX:+HeapDumpOnOutOfMemoryError
### 4.2 测试报告
#### 4.2.1 单表测试报告
| 通道数| DataX速度(Rec/s)|DataX流量(MB/s)| DataX机器网卡流出流量(MB/s)|DataX机器运行负载|DB网卡进入流量(MB/s)|DB运行负载|DB TPS|
|--------| --------|--------|--------|--------|--------|--------|--------|
|1| | | | | | | |
|4| | | | | | | |
|8| | | | | | | |
|16| | | | | | | |
|32| | | | | | | |
说明:
#### 4.2.4 性能测试小结
1.
2.
## 5 约束限制
## FAQ

102
iotdbreader/pom.xml Normal file
View File

@ -0,0 +1,102 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<parent>
<artifactId>datax-all</artifactId>
<groupId>com.alibaba.datax</groupId>
<version>0.0.1-SNAPSHOT</version>
</parent>
<modelVersion>4.0.0</modelVersion>
<artifactId>iotdbreader</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<iotdb.session.version>1.3.3-SNAPSHOT</iotdb.session.version>
</properties>
<dependencies>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>datax-core</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>test</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>datax-common</artifactId>
<version>${datax-project-version}</version>
<exclusions>
<exclusion>
<artifactId>slf4j-log4j12</artifactId>
<groupId>org.slf4j</groupId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>org.apache.iotdb</groupId>
<artifactId>iotdb-session</artifactId>
<version>${iotdb.session.version}</version>
</dependency>
<dependency>
<groupId>org.apache.iotdb</groupId>
<artifactId>node-commons</artifactId>
<version>${iotdb.session.version}</version>
</dependency>
</dependencies>
<build>
<plugins>
<!-- compiler plugin -->
<plugin>
<artifactId>maven-compiler-plugin</artifactId>
<configuration>
<source>${jdk-version}</source>
<target>${jdk-version}</target>
<encoding>${project-sourceEncoding}</encoding>
</configuration>
</plugin>
<plugin>
<artifactId>maven-assembly-plugin</artifactId>
<configuration>
<descriptors>
<descriptor>src/main/assembly/package.xml</descriptor>
</descriptors>
<finalName>datax</finalName>
</configuration>
<executions>
<execution>
<id>dwzip</id>
<phase>package</phase>
<goals>
<goal>single</goal>
</goals>
</execution>
</executions>
</plugin>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-surefire-plugin</artifactId>
<version>2.12.4</version>
<configuration>
<!-- 包含哪些测试用例 -->
<includes>
<include>**/*Test.java</include>
</includes>
<!-- 不包含哪些测试用例 -->
<excludes>
</excludes>
<testFailureIgnore>true</testFailureIgnore>
</configuration>
</plugin>
</plugins>
</build>
</project>

View File

@ -0,0 +1,34 @@
<assembly xmlns="http://maven.apache.org/plugins/maven-assembly-plugin/assembly/1.1.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/plugins/maven-assembly-plugin/assembly/1.1.0 http://maven.apache.org/xsd/assembly-1.1.0.xsd">
<id></id>
<formats>
<format>dir</format>
</formats>
<includeBaseDirectory>false</includeBaseDirectory>
<fileSets>
<fileSet>
<directory>src/main/resources</directory>
<includes>
<include>plugin.json</include>
<include>plugin_job_template.json</include>
</includes>
<outputDirectory>plugin/writer/iotdbreader</outputDirectory>
</fileSet>
<fileSet>
<directory>target/</directory>
<includes>
<include>iotdbreader-0.0.1-SNAPSHOT.jar</include>
</includes>
<outputDirectory>plugin/writer/iotdbreader</outputDirectory>
</fileSet>
</fileSets>
<dependencySets>
<dependencySet>
<useProjectArtifact>false</useProjectArtifact>
<outputDirectory>plugin/reader/iotdbreader/libs</outputDirectory>
<scope>runtime</scope>
</dependencySet>
</dependencySets>
</assembly>

View File

@ -0,0 +1,252 @@
package com.alibaba.datax.plugin.reader.iotdbreader;
import com.alibaba.datax.common.element.*;
import com.alibaba.datax.common.exception.DataXException;
import com.alibaba.datax.common.plugin.AbstractTaskPlugin;
import com.alibaba.datax.common.plugin.RecordSender;
import com.alibaba.datax.common.plugin.TaskPluginCollector;
import com.alibaba.datax.common.spi.Reader;
import com.alibaba.datax.common.util.Configuration;
import org.apache.iotdb.isession.SessionDataSet;
import org.apache.iotdb.isession.util.Version;
import org.apache.iotdb.rpc.IoTDBConnectionException;
import org.apache.iotdb.rpc.StatementExecutionException;
import org.apache.iotdb.session.Session;
import org.apache.tsfile.enums.TSDataType;
import org.apache.tsfile.read.common.Field;
import org.apache.tsfile.read.common.RowRecord;
import org.apache.tsfile.read.common.block.column.NullColumn;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.sql.*;
import java.util.ArrayList;
import java.util.List;
public class IoTDBReader extends Reader {
public static class Job extends Reader.Job {
private static final Logger LOG = LoggerFactory.getLogger(Job.class);
private Configuration jobConf;
/**
* Job对象初始化工作
*/
@Override
public void init() {
// 通过super.getPluginJobConf()获取与本插件相关的配置
this.jobConf = super.getPluginJobConf();
// 检查各种参数是否正确
String username = this.jobConf.getString(Key.USERNAME);
if (username == null || username.isEmpty()) {
throw DataXException.asDataXException(IoTDBReaderErrorCode.REQUIRED_VALUE, "The parameter [" + Key.USERNAME + "] is not set.");
}
String password = this.jobConf.getString(Key.PASSWORD);
if (password == null || password.isEmpty()) {
throw DataXException.asDataXException(IoTDBReaderErrorCode.REQUIRED_VALUE, "The parameter [" + Key.PASSWORD + "] is not set.");
}
String host = this.jobConf.getString(Key.HOST);
if (host == null || host.isEmpty()) {
throw DataXException.asDataXException(IoTDBReaderErrorCode.REQUIRED_VALUE, "The parameter [" + Key.HOST + "] is not set.");
}
String port = this.jobConf.getString(Key.PORT);
if (port == null || port.isEmpty()) {
throw DataXException.asDataXException(IoTDBReaderErrorCode.REQUIRED_VALUE, "The parameter [" + Key.PORT + "] is not set.");
}
String fetchSize = this.jobConf.getString(Key.FETCH_SIZE);
if (fetchSize == null || fetchSize.isEmpty()) {
throw DataXException.asDataXException(IoTDBReaderErrorCode.REQUIRED_VALUE, "The parameter [" + Key.FETCH_SIZE + "] is not set.");
}
// 还有一部分参数没检查没必要了
}
@Override
public void prepare() {
}
/**
* 将Job拆分Task
* @param adviceNumber 框架建议的拆分数一般是运行时所配置的并发度
* @return Task的配置列表一个配置文件对应一个task
*/
@Override
public List<Configuration> split(int adviceNumber) {
// 每个config对应一个task
List<Configuration> configs = new ArrayList<>();
List<String> queryList = this.jobConf.getList(Key.QUERY_SQLS, String.class);
if (queryList == null || queryList.size() == 0){
Configuration clone = this.jobConf.clone();
String device = this.jobConf.getString(Key.DEVICE);
List<String> measurements = this.jobConf.getList(Key.MEASUREMENTS, String.class);
String where = this.jobConf.getString(Key.WHERE);
StringBuilder sb = new StringBuilder();
sb.append("select ").append(String.join(",", measurements));
sb.append(" from ").append(device);
if (where != null && !where.isEmpty()){
sb.append(" where ").append(where);
}
clone.set(Key.QUERY_SQL, sb.toString());
configs.add(clone);
//DataX中一个查询是单线程实际上底层session中是多线程读取
}else{
// 直接读取最终SQL
for (String query : queryList) {
Configuration clone = this.jobConf.clone();
clone.remove(Key.QUERY_SQLS);
clone.set(Key.QUERY_SQL, query);
configs.add(clone);
}
}
// LOG.info("configs: {}", configs);
return configs;
}
/**
* Job对象自身的销毁工作
*/
@Override
public void destroy() {
}
/**
* 全局的后置工作
*/
@Override
public void post() {
}
}
public static class Task extends Reader.Task {
private static final Logger LOG = LoggerFactory.getLogger(Task.class);
private Configuration taskConf;
/**
* IoTDB原生读写工具
*/
private Session session;
/**
* IoTDB中的时间列插入的位置默认为0即第一列
*/
private int timeColumnPosition;
/**
* 最终的查询SQL交给session执行
*/
private String querySql;
private TaskPluginCollector taskPluginCollector;
@Override
public void init() {
// 获取与本Task相关的配置是Job的split方法返回的配置列表中的其中一个
taskConf = super.getPluginJobConf();
// session init
session =
new Session.Builder()
.host(taskConf.getString(Key.HOST))
.port(taskConf.getInt(Key.PORT))
.username(taskConf.getString(Key.USERNAME))
.password(taskConf.getString(Key.PASSWORD))
.version(Version.valueOf(taskConf.getString(Key.VERSION)))
.build();
// open session, close RPCCompression
try {
session.open(false);
} catch (IoTDBConnectionException e) {
throw new RuntimeException(e);
}
// set session fetchSize
session.setFetchSize(taskConf.getInt(Key.FETCH_SIZE));
this.timeColumnPosition = (taskConf.getInt(Key.TIME_COLUMN_POSITION) == null) ? 0 : taskConf.getInt(Key.TIME_COLUMN_POSITION);
this.querySql = taskConf.getString(Key.QUERY_SQL);
taskPluginCollector = super.getTaskPluginCollector();
}
@Override
public void destroy() {
// Task自身的销毁工作
try {
if (session != null){
session.close();
}
} catch (IoTDBConnectionException e) {
LOG.info(e.getMessage());
}
}
/**
* 从数据源读数据写入到RecordSender中
* @param recordSender 把数据写入连接Reader和Writer的缓存队列
*/
@Override
public void startRead(RecordSender recordSender) {
try {
SessionDataSet dataSet = session.executeQueryStatement(this.querySql);
while (dataSet.hasNext()) {
// DataX中的行record
Record record = recordSender.createRecord();
// IoTDB中的行
RowRecord rowRecord = dataSet.next();
List<Field> fields = rowRecord.getFields();
try {
// 除time列外的其他列遍历类型后转换
for (int i = 0; i < fields.size(); i++) {
if (i == timeColumnPosition){
// time列插入指定位置时间列不在fields中需要单独处理不能为null
long timestamp = rowRecord.getTimestamp();
record.addColumn(new DateColumn(timestamp));
}
Field field = fields.get(i);
TSDataType dataType = field.getDataType();
if (dataType == null) {
// 需要写插件支持处理null数据否则会空指向异常这里先当成脏数据
// record.addColumn(null);
// continue;
throw new RuntimeException("null datatype");
}
switch (dataType) {
case BOOLEAN:
record.addColumn(new BoolColumn(field.getBoolV()));
break;
case INT32:
record.addColumn(new LongColumn(field.getIntV()));
break;
case INT64:
case TIMESTAMP:
record.addColumn(new LongColumn(field.getLongV()));
break;
case FLOAT:
record.addColumn(new DoubleColumn(field.getFloatV()));
break;
case DOUBLE:
record.addColumn(new DoubleColumn(field.getDoubleV()));
break;
case STRING:
case TEXT:
record.addColumn(new StringColumn(field.getStringValue()));
break;
case DATE:
record.addColumn(new DateColumn(Date.valueOf(field.getDateV())));
break;
default:
throw new RuntimeException("Unsupported data type: " + dataType);
}
}
// 发送
recordSender.sendToWriter(record);
}catch (RuntimeException e){
LOG.info(e.getMessage());
this.taskPluginCollector.collectDirtyRecord(record, e);
}
}
} catch (StatementExecutionException | IoTDBConnectionException e) {
throw new RuntimeException(e);
}
}
}
}

View File

@ -0,0 +1,33 @@
package com.alibaba.datax.plugin.reader.iotdbreader;
import com.alibaba.datax.common.spi.ErrorCode;
public enum IoTDBReaderErrorCode implements ErrorCode {
REQUIRED_VALUE("IoTDBReader-00", "parameter value is missing"),
ILLEGAL_VALUE("IoTDBReader-01", "invalid parameter value"),
CONNECTION_FAILED("IoTDBReader-02", "connection error");
private final String code;
private final String description;
IoTDBReaderErrorCode(String code, String description) {
this.code = code;
this.description = description;
}
@Override
public String getCode() {
return this.code;
}
@Override
public String getDescription() {
return this.description;
}
@Override
public String toString() {
return String.format("Code:[%s], Description:[%s].", this.code, this.description);
}
}

View File

@ -0,0 +1,16 @@
package com.alibaba.datax.plugin.reader.iotdbreader;
public class Key {
public static final String USERNAME = "username";
public static final String PASSWORD = "password";
public static final String HOST = "host";
public static final String PORT = "port";
public static final String FETCH_SIZE = "fetchSize";
public static final String VERSION = "version";
public static final String QUERY_SQLS = "querySqls";
public static final String QUERY_SQL = "querySql";
public static final String TIME_COLUMN_POSITION = "timeColumnPosition";
public static final String DEVICE = "device";
public static final String MEASUREMENTS = "measurements";
public static final String WHERE = "where";
}

View File

@ -0,0 +1,10 @@
{
"name": "iotdbreader",
"class": "com.alibaba.datax.plugin.reader.iotdbreader.IoTDBReader",
"description": {
"useScene": "data migration to iotdb",
"mechanism": "use iotdb-java-session to write data."
},
"developer": "timecho.com"
}

View File

@ -0,0 +1,25 @@
{
"name": "iotdbreader",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"fetchSize": 10000,
"version": "V_1_0",
"##": "时间列插入DataX的Record中的位置默认第0列",
"timeColumnPosition": 0,
"##":"写了querySqls 默认下面全部参数失效,适合开发人员, 多个session并行执行多条SQL语句",
"querySqls": [
"select * from root.cgn.device",
"select * from root.cgn.device",
"select * from root.cgn.device",
"select * from root.cgn.device",
"select * from root.cgn.device"
],
"device": "root.cgn.device",
"##":"时间列不属于测点",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"where": "time > 2023-03-07 12:00:00 and time < 2024-03-07 19:00:00"
}
}

View File

@ -0,0 +1,200 @@
# DataX IoTDBWriter
## 1 快速介绍
IoTDBWriter插件实现了写入数据到IoTDB数据库目标表(设备)的功能。
底层实现上IoTDBWriter通过iotdb.session连接IoTDB按照IoTDB的SQL语法
执行session.insertRecordsOfOneDevice语句将数据写入IoTDB。
IoTDBWriter可以作为数据迁移工具供DBA将其它数据库的数据导入到IoTDB。
## 2 实现原理
IoTDBWriter 通过 DataX 框架获取 Reader 生成的协议数据Record通过Session连接IoTDB执行insert语句将数据写入IoTDB。
IoTDB中设备与列的概念见IoTDB官方文档。
## 3 功能说明
### 3.1 配置样例
配置一个MySQL数据写入IoTDB的作业
使用下面的Job配置将数据写入IoTDB
```json
{
"job": {
"content": [
{
"reader": {
"name": "mysqlreader",
"parameter": {
"username": "root",
"password": "toy123",
"column": ["time","A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"splitPk": "",
"connection": [
{
"table": [
"device"
],
"jdbcUrl": [
"jdbc:mysql://localhost:3306/demodb?useUnicode=true&allowPublicKeyRetrieval=true&characterEncoding=utf-8"
]
}
]
}
},
"writer": {
"name": "iotdbwriter",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"version": "V_1_0",
"##": "Reader中时间列的位置默认0列",
"timeColumnPosition": 0,
"batchSize": 1000,
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"###": "在插入之前预先执行的SQL默认为空",
"preSql": []
}
}
}
],
"setting": {
"speed": {
"channel": 3
}
}
}
}
```
注意mysqlreader插件在src/main/java/com/alibaba/datax/plugin/rdbms/reader/CommonRdbmsReader.java 中270行左右修改了代码将mysql中的tinyint(1)转为boolean类型
case Types.SMALLINT:
case Types.TINYINT:
// 将mysql中的tinyint(1)转为boolean类型
if (metaData.getPrecision(i) <= 3){
record.addColumn(new BoolColumn(rs.getBoolean(i)));
break;
}
### 3.2 参数说明
* username
* 描述:用户名
* 必选:是
* 默认值:无
* password
* 描述:用户名的密码
* 必选:是
* 默认值:无
* host
* 描述连接iotdb数据库的主机地址
* 必选:是
* 默认值:无
* port
* 描述:端口
* 必选:是
* 默认值:无
* version
* 描述iotdb版本
* 必选:是
* 默认值:无
* timeColumnPosition
* 描述时间列在Record中列的位置
* 必选:否
* 默认值0
* device
* 描述iotdb中的概念对应mysql中的表名
* 必选:是
* 默认值:无
* measurements
* 描述iotdb中的概念对应mysql中的字段集合顺序应该与record中column的顺序相同
* 必选:是
* 默认值:无
* batchSize
* 描述每batchSize条record为一个batch进行写入
* 必选:否
* 默认值1000
* preSql
* 描述插入前是否预先执行SQL
* 必选:否
* 默认值:无
### 3.3 类型转换
datax中的数据类型映射到IoTDB的数据类型
| DataX 内部类型 | IoTDB 数据类型 |
| -------------- |------------------|
| INT | INT32 |
| LONG | TIMESTAMP, INT64 |
| DOUBLE | DOUBLE |
| STRING | STRING |
| BOOL | BOOL |
| DATE | TIMESTAMP,DATE |
| BYTES | BINARY |
### 3.4 各数据源到IoTDB的参考示例
见datax-example/datax-example-iotdb
## 4 性能报告
### 4.1 环境准备
#### 4.1.1 数据特征
建表语句:
单行记录类似于:
#### 4.1.2 机器参数
* 执行DataX的机器参数为:
1. cpu:
2. mem:
3. net: 千兆双网卡
4. disc: DataX 数据不落磁盘,不统计此项
* IoTDB数据库机器参数为:
1. cpu:
2. mem:
3. net: 千兆双网卡
4. disc:
#### 4.1.3 DataX jvm 参数
-Xms1024m -Xmx1024m -XX:+HeapDumpOnOutOfMemoryError
### 4.2 测试报告
#### 4.2.1 单表测试报告
| 通道数 | DataX速度(Rec/s) | DataX流量(MB/s) | DataX机器网卡流出流量(MB/s) | DataX机器运行负载 | DB网卡进入流量(MB/s) | DB运行负载 | DB TPS |
| ------ | ---------------- | --------------- | --------------------------- | ----------------- | -------------------- | ---------- | ------ |
| 1 | | | | | | | |
| 4 | | | | | | | |
| 8 | | | | | | | |
| 16 | | | | | | | |
| 32 | | | | | | | |
#### 4.2.4 性能测试小结
## 5 约束限制

102
iotdbwriter/pom.xml Normal file
View File

@ -0,0 +1,102 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<parent>
<artifactId>datax-all</artifactId>
<groupId>com.alibaba.datax</groupId>
<version>0.0.1-SNAPSHOT</version>
</parent>
<modelVersion>4.0.0</modelVersion>
<artifactId>iotdbwriter</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<iotdb.session.version>1.3.3-SNAPSHOT</iotdb.session.version>
</properties>
<dependencies>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>datax-core</artifactId>
<version>0.0.1-SNAPSHOT</version>
<scope>test</scope>
</dependency>
<dependency>
<groupId>com.alibaba.datax</groupId>
<artifactId>datax-common</artifactId>
<version>${datax-project-version}</version>
<exclusions>
<exclusion>
<artifactId>slf4j-log4j12</artifactId>
<groupId>org.slf4j</groupId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>org.apache.iotdb</groupId>
<artifactId>iotdb-session</artifactId>
<version>${iotdb.session.version}</version>
</dependency>
<dependency>
<groupId>org.apache.iotdb</groupId>
<artifactId>node-commons</artifactId>
<version>${iotdb.session.version}</version>
</dependency>
</dependencies>
<build>
<plugins>
<!-- compiler plugin -->
<plugin>
<artifactId>maven-compiler-plugin</artifactId>
<configuration>
<source>${jdk-version}</source>
<target>${jdk-version}</target>
<encoding>${project-sourceEncoding}</encoding>
</configuration>
</plugin>
<plugin>
<artifactId>maven-assembly-plugin</artifactId>
<configuration>
<descriptors>
<descriptor>src/main/assembly/package.xml</descriptor>
</descriptors>
<finalName>datax</finalName>
</configuration>
<executions>
<execution>
<id>dwzip</id>
<phase>package</phase>
<goals>
<goal>single</goal>
</goals>
</execution>
</executions>
</plugin>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-surefire-plugin</artifactId>
<version>2.12.4</version>
<configuration>
<!-- 包含哪些测试用例 -->
<includes>
<include>**/*Test.java</include>
</includes>
<!-- 不包含哪些测试用例 -->
<excludes>
</excludes>
<testFailureIgnore>true</testFailureIgnore>
</configuration>
</plugin>
</plugins>
</build>
</project>

View File

@ -0,0 +1,34 @@
<assembly xmlns="http://maven.apache.org/plugins/maven-assembly-plugin/assembly/1.1.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/plugins/maven-assembly-plugin/assembly/1.1.0 http://maven.apache.org/xsd/assembly-1.1.0.xsd">
<id></id>
<formats>
<format>dir</format>
</formats>
<includeBaseDirectory>false</includeBaseDirectory>
<fileSets>
<fileSet>
<directory>src/main/resources</directory>
<includes>
<include>plugin.json</include>
<include>plugin_job_template.json</include>
</includes>
<outputDirectory>plugin/writer/iotdbwriter</outputDirectory>
</fileSet>
<fileSet>
<directory>target/</directory>
<includes>
<include>iotdbwriter-0.0.1-SNAPSHOT.jar</include>
</includes>
<outputDirectory>plugin/writer/iotdbwriter</outputDirectory>
</fileSet>
</fileSets>
<dependencySets>
<dependencySet>
<useProjectArtifact>false</useProjectArtifact>
<outputDirectory>plugin/writer/iotdbwriter/libs</outputDirectory>
<scope>runtime</scope>
</dependencySet>
</dependencySets>
</assembly>

View File

@ -0,0 +1,246 @@
package com.alibaba.datax.plugin.writer.iotdbwriter;
import com.alibaba.datax.common.element.Column;
import com.alibaba.datax.common.element.Record;
import com.alibaba.datax.common.exception.DataXException;
import com.alibaba.datax.common.plugin.RecordReceiver;
import com.alibaba.datax.common.plugin.TaskPluginCollector;
import com.alibaba.datax.common.spi.Writer;
import com.alibaba.datax.common.util.Configuration;
import org.apache.iotdb.isession.util.Version;
import org.apache.iotdb.rpc.IoTDBConnectionException;
import org.apache.iotdb.rpc.StatementExecutionException;
import org.apache.iotdb.session.Session;
import org.apache.tsfile.enums.TSDataType;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.util.Date;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
public class IoTDBWriter extends Writer {
public static class Job extends Writer.Job {
private static final Logger LOG = LoggerFactory.getLogger(Job.class);
private Configuration jobConf;
@Override
public void init() {
this.jobConf = super.getPluginJobConf();
// 检查各种参数是否正确
String username = this.jobConf.getString(Key.USERNAME);
if (username == null || username.isEmpty()) {
throw DataXException.asDataXException(IoTDBWriterErrorCode.REQUIRED_VALUE, "The parameter [" + Key.USERNAME + "] is not set.");
}
String password = this.jobConf.getString(Key.PASSWORD);
if (password == null || password.isEmpty()) {
throw DataXException.asDataXException(IoTDBWriterErrorCode.REQUIRED_VALUE, "The parameter [" + Key.PASSWORD + "] is not set.");
}
String host = this.jobConf.getString(Key.HOST);
if (host == null || host.isEmpty()) {
throw DataXException.asDataXException(IoTDBWriterErrorCode.REQUIRED_VALUE, "The parameter [" + Key.HOST + "] is not set.");
}
String port = this.jobConf.getString(Key.PORT);
if (port == null || port.isEmpty()) {
throw DataXException.asDataXException(IoTDBWriterErrorCode.REQUIRED_VALUE, "The parameter [" + Key.PORT + "] is not set.");
}
// 还有一部分参数没检查没必要了
}
@Override
public void prepare(){
// 写入前准备IOTDB不需要提前创建表
}
@Override
public List<Configuration> split(int mandatoryNumber) {
List<Configuration> configs = new ArrayList<>();
// 根据源端划分多个task每个写task对应一个读task并行插入下放到session批次处理
for (int i = 0; i < mandatoryNumber; i++) {
Configuration clone = this.jobConf.clone();
configs.add(clone);
}
// LOG.info("configs: {}", configs);
return configs;
}
@Override
public void destroy() {
}
}
public static class Task extends Writer.Task {
private static final Logger LOG = LoggerFactory.getLogger(Task.class);
private Configuration taskConf;
// IoTDB原生读写工具
private Session session;
// 是否在插入前删除已有的时间序列""表示不执行
// private String deleteBeforeInsert;
// 插入批次大小
private int insertBatchSize;
// IoTDB中的时间列插入的位置默认为0即第一列
private int timeColumnPosition;
// 处理脏数据
private TaskPluginCollector taskPluginCollector;
// 预先执行的SQL语句
private List<String> preSqls;
@Override
public void init() {
// 获取与本Task相关的配置是Job的split方法返回的配置列表中的其中一个
this.taskConf = super.getPluginJobConf();
// session init
session =
new Session.Builder()
.host(taskConf.getString(Key.HOST))
.port(taskConf.getInt(Key.PORT))
.username(taskConf.getString(Key.USERNAME))
.password(taskConf.getString(Key.PASSWORD))
.version(Version.valueOf(taskConf.getString(Key.VERSION)))
.build();
// open session, close RPCCompression
try {
session.open(false);
} catch (IoTDBConnectionException e) {
throw new RuntimeException(e);
}
// 获取参数否则默认值
insertBatchSize = (taskConf.getInt(Key.BATCH_SIZE) == null) ? 1000 : taskConf.getInt(Key.BATCH_SIZE);
timeColumnPosition = (taskConf.getInt(Key.TIME_COLUMN_POSITION) == null) ? 0 : taskConf.getInt(Key.TIME_COLUMN_POSITION);
preSqls = (taskConf.getList(Key.PRE_SQL, String.class) == null) ? new ArrayList<>() : taskConf.getList(Key.PRE_SQL, String.class);
taskPluginCollector = super.getTaskPluginCollector();
}
@Override
public void prepare() {
if (preSqls.size() != 0){
for (String sql : preSqls) {
try {
session.executeNonQueryStatement(sql);
} catch (IoTDBConnectionException | StatementExecutionException e) {
throw new RuntimeException(e);
}
}
LOG.info("=======Complated preSqls=======");
}
// IoTDB会自动创建时间序列无需提前创建
}
@Override
public void destroy() {
try {
if (session != null){
session.close();
}
} catch (IoTDBConnectionException e) {
LOG.info(e.getMessage());
}
}
/**
* 从RecordReceiver中读取数据写入目标数据源
* @param lineReceiver 数据来自Reader和Writer之间的缓存队列
*/
@Override
public void startWrite(RecordReceiver lineReceiver) {
// 往一个设备device中插入数据
Record record = null;
try{
// 构建List一个设备批量写入
String device = taskConf.getString(Key.DEVICE);
List<Long> timestamps = new ArrayList<>();
List<List<String>> measurementsList = new ArrayList<>();
List<List<Object>> valuesList = new ArrayList<>();
List<List<TSDataType>> typesList = new ArrayList<>();
// 获取Record记录传输结束返回null
int count; // 统计插入记录数
for (count = 0; (record = lineReceiver.getFromReader()) != null; count++) {
// 处理时间列
timestamps.add(record.getColumn(timeColumnPosition).asLong());
// 处理测点
List<String> measurements = taskConf.getList(Key.MEASUREMENTS, String.class);
measurementsList.add(measurements);
// 处理类型和值
List<TSDataType> types = new ArrayList<>();
List<Object> values = new ArrayList<>();
try{
for (int i = 0; i < record.getColumnNumber(); i++) {
if (i == timeColumnPosition){
continue; // 跳过时间列
}
Column col = record.getColumn(i);
switch (col.getType()) {
case BOOL:
types.add(TSDataType.BOOLEAN);
values.add(col.asBoolean());
break;
case INT:
types.add(TSDataType.INT32);
values.add((Integer) col.getRawData());
break;
case LONG:
types.add(TSDataType.INT64);
values.add(col.asLong());
break;
case DOUBLE:
types.add(TSDataType.DOUBLE);
values.add(col.asDouble());
break;
case NULL:
// IoTDB可以处理null
types.add(null);
values.add(null);
break;
case STRING:
types.add(TSDataType.STRING);
values.add(col.asString());
break;
case DATE:
types.add(TSDataType.DATE);
values.add(col.asDate());
break;
case BAD:
default:
throw new RuntimeException("unsupported type:" + col.getType());
}
}
typesList.add(types);
valuesList.add(values);
}catch (RuntimeException e){
LOG.info(e.getMessage());
taskPluginCollector.collectDirtyRecord(record, e);
}
if (count != 0 && count % insertBatchSize == 0) {
session.insertRecordsOfOneDevice(device, timestamps, measurementsList, typesList, valuesList);
timestamps.clear();
measurementsList.clear();
typesList.clear();
valuesList.clear();
}
}
if (!timestamps.isEmpty()){
session.insertRecordsOfOneDevice(device, timestamps, measurementsList, typesList, valuesList);
}
LOG.info("========= task all data inserted, total record: " + (count-1));
}catch (IoTDBConnectionException | StatementExecutionException e) {
throw new RuntimeException(e);
}
}
}
}

View File

@ -0,0 +1,31 @@
package com.alibaba.datax.plugin.writer.iotdbwriter;
import com.alibaba.datax.common.spi.ErrorCode;
public enum IoTDBWriterErrorCode implements ErrorCode {
REQUIRED_VALUE("IoTDBWriter-00", "parameter value is missing");
private final String code;
private final String description;
IoTDBWriterErrorCode(String code, String description) {
this.code = code;
this.description = description;
}
@Override
public String getCode() {
return this.code;
}
@Override
public String getDescription() {
return this.description;
}
@Override
public String toString() {
return String.format("Code:[%s], Description:[%s].", this.code, this.description);
}
}

View File

@ -0,0 +1,14 @@
package com.alibaba.datax.plugin.writer.iotdbwriter;
public class Key {
public static final String USERNAME = "username";
public static final String PASSWORD = "password";
public static final String HOST = "host";
public static final String PORT = "port";
public static final String VERSION = "version";
public static final String TIME_COLUMN_POSITION = "timeColumnPosition";
public static final String DEVICE = "device";
public static final String MEASUREMENTS = "measurements";
public static final String PRE_SQL = "preSql";
public static final String BATCH_SIZE = "batchSize";
}

View File

@ -0,0 +1,9 @@
{
"name": "iotdbwriter",
"class": "com.alibaba.datax.plugin.writer.iotdbwriter.IoTDBWriter",
"description": {
"useScene": "data migration to iotdb",
"mechanism": "use iotdb-java-session to write data."
},
"developer": "timecho.com"
}

View File

@ -0,0 +1,19 @@
{
"name": "iotdbwriter",
"parameter": {
"username": "root",
"password": "root",
"host": "192.168.150.100",
"port": 6667,
"version": "V_1_0",
"##": "注意是Reader插件读取到的数据中时间列的位置不是该插件默认0列",
"timeColumnPosition": 0,
"batchSize": 1000,
"device": "root.cgn.device",
"measurements": ["A5STD","L2RIS014MD","L2VVP003SM5","D1RIS001MD","D1KRT003EU"],
"###": "在插入之前,执行删除操作,为空或不配置表示不执行",
"preSql": [
"delete timeseries root.cgn.device.**"
]
}
}

View File

@ -269,6 +269,11 @@ public class CommonRdbmsReader {
case Types.SMALLINT:
case Types.TINYINT:
// 将mysql中的tinyint(1)转为boolean类型
if (metaData.getPrecision(i) <= 3){
record.addColumn(new BoolColumn(rs.getBoolean(i)));
break;
}
case Types.INTEGER:
case Types.BIGINT:
record.addColumn(new LongColumn(rs.getString(i)));

View File

@ -74,6 +74,7 @@
<module>clickhousereader</module>
<module>mongodbreader</module>
<module>iotdbreader</module>
<module>tdenginereader</module>
<module>gdbreader</module>
<module>tsdbreader</module>
@ -116,6 +117,7 @@
<module>elasticsearchwriter</module>
<module>mongodbwriter</module>
<module>tdenginewriter</module>
<module>iotdbwriter</module>
<module>ocswriter</module>
<module>tsdbwriter</module>
<module>gdbwriter</module>