0,遇到的问题
1)日志显示跟flink的冲突,需要排除
org.apache.iotdb
flink-iotdb-connector
0.11.0
logback-classic
ch.qos.logback
2) 在flink任务重启的时候会报错:(这里是验证flink并行度 1跟大于1的时候)
存储组已经存在。
需要将 77行要给try-catch起来,修改源码再编译,不过官方已经解决发布了
3)源码问题
大家可以测试,会报错
错误地点在tablet类
目前官方已经修改。
1,安装iotdb
1)下载zip包
https://iotdb.apache.org/Download/
unzip 解压
启动:
2,Flink代码写入iotdb
import com.google.common.collect.Lists;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.source.SourceFunction;
import org.apache.iotdb.flink.DefaultIoTSerializationSchema;
import org.apache.iotdb.flink.IoTDBOptions;
import org.apache.iotdb.flink.IoTDBSink;
import org.apache.iotdb.flink.IoTSerializationSchema;
import java.util.*;
/**
* @program: flink-neiwang-dev
* @description: iotdb测试
* @author: Mr.Wang
* @create: 2020-12-01 15:38
**/
public class IoTDBSinkInsertTest {
public static void main(String[] args) throws Exception {
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
IoTDBOptions options = new IoTDBOptions();
options.setHost("192.168.6.36");
options.setPort(6667);
options.setUser("root");
options.setPassword("root");
options.setStorageGroup("root.test1");
options.setTimeseriesOptionList(
Lists.newArrayList(
new IoTDBOptions.TimeseriesOption("root.test1.D01.aaa"),
new IoTDBOptions.TimeseriesOption("root.test1.D01.bbb"),
new IoTDBOptions.TimeseriesOption("root.test1.D01.ccc")
)
);
IoTSerializationSchema serializationSchema = new DefaultIoTSerializationSchema();
IoTDBSink ioTDBSink = new IoTDBSink(options, serializationSchema)
// enable batching
.withBatchSize(10) ;
env.addSource(new SensorSource())
.name("sensor-source")
.setParallelism(1)
.addSink(ioTDBSink)
.name("iotdb-sink")
.setParallelism(1);
env.execute("iotdb-flink-example");
}
private static class SensorSource implements SourceFunction< Map> {
private static final long serialVersionUID = 1L;
private volatile boolean isRunning = true;
private int counter = 0;
/**
* @Description:
* @Param:
* @return:
* @Author: intsmaze
* @Date: 2019/1/5
*/
@Override
public void run(SourceFunction.SourceContext< Map> ctx) throws Exception {
Random random = new Random();
String[] strArray={"aaa","bbb","ccc"};
while (true){
Thread.sleep(5000);
int index = random.nextInt(3);
Map tuple = new HashMap();
tuple.put("device", "root.test1.D01");
long timeMillis = System.currentTimeMillis();
tuple.put("timestamp", String.valueOf(timeMillis));
tuple.put("measurements", "aa,bb,cc");
tuple.put("types", "TEXT,TEXT,TEXT");
tuple.put("values", "1,2,3");
// tuple.put("values", String.valueOf(index));
ctx.collect(tuple);
}
}
@Override
public void cancel() {
isRunning = false;
}
}
}
需要导入依赖:
org.apache.iotdb
flink-iotdb-connector
0.11.0
3,进入客户端查看结果
4,初步理解
如上图,我们理解为:
电力集团层-电厂层-设备层-传感器层
最左侧路径对应的时间序列名称为ROOT.ln.wf01.wt01.status 解释为:电力集团in-电厂wf01-设备wt01-
传感器status
在上面的代码里面,每次写入iotdb是Map的格式。
在代码层面没有List>的概率,在下面 的设置中就是批的意思
这个实际上就是攒多少条的意思,攒够10条才调用接口就发送一次。
5,案例代码:
https://github.com/apache/iotdb/blob/master/example/session/src/main/java/org/apache/iotdb/SessionExample.java
package org.apache.iotdb;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Random;
import org.apache.iotdb.rpc.BatchExecutionException;
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.iotdb.session.SessionDataSet;
import org.apache.iotdb.session.SessionDataSet.DataIterator;
import org.apache.iotdb.tsfile.file.metadata.enums.CompressionType;
import org.apache.iotdb.tsfile.file.metadata.enums.TSDataType;
import org.apache.iotdb.tsfile.file.metadata.enums.TSEncoding;
import org.apache.iotdb.tsfile.write.record.Tablet;
import org.apache.iotdb.tsfile.write.schema.MeasurementSchema;
public class SessionExample {
private static Session session;
private static final String ROOT_SG1_D1_S1 = "root.sg1.d1.s1";
private static final String ROOT_SG1_D1_S2 = "root.sg1.d1.s2";
private static final String ROOT_SG1_D1_S3 = "root.sg1.d1.s3";
private static final String ROOT_SG1_D1_S4 = "root.sg1.d1.s4";
private static final String ROOT_SG1_D1_S5 = "root.sg1.d1.s5";
private static final String ROOT_SG1_D1 = "root.sg1.d1";
public static void main(String[] args)
throws IoTDBConnectionException, StatementExecutionException {
session = new Session("127.0.0.1", 6667, "root", "root");
session.open(false);
try {
session.setStorageGroup("root.sg1");
} catch (StatementExecutionException e) {
if (e.getStatusCode() != TSStatusCode.PATH_ALREADY_EXIST_ERROR.getStatusCode())
throw e;
}
createTimeseries();
createMultiTimeseries();
insertRecord();
insertTablet();
insertTablets();
insertRecords();
nonQuery();
query();
rawDataQuery();
queryByIterator();
deleteData();
deleteTimeseries();
session.close();
}
private static void createTimeseries()
throws IoTDBConnectionException, StatementExecutionException {
if (!session.checkTimeseriesExists(ROOT_SG1_D1_S1)) {
session.createTimeseries(ROOT_SG1_D1_S1, TSDataType.INT64, TSEncoding.RLE,
CompressionType.SNAPPY);
}
if (!session.checkTimeseriesExists(ROOT_SG1_D1_S2)) {
session.createTimeseries(ROOT_SG1_D1_S2, TSDataType.INT64, TSEncoding.RLE,
CompressionType.SNAPPY);
}
if (!session.checkTimeseriesExists(ROOT_SG1_D1_S3)) {
session.createTimeseries(ROOT_SG1_D1_S3, TSDataType.INT64, TSEncoding.RLE,
CompressionType.SNAPPY);
}
// create timeseries with tags and attributes
if (!session.checkTimeseriesExists(ROOT_SG1_D1_S4)) {
Map tags = new HashMap<>();
tags.put("tag1", "v1");
Map attributes = new HashMap<>();
tags.put("description", "v1");
session.createTimeseries(ROOT_SG1_D1_S4, TSDataType.INT64, TSEncoding.RLE,
CompressionType.SNAPPY, null, tags, attributes, "temperature");
}
// create timeseries with SDT property, SDT will take place when flushing
if (!session.checkTimeseriesExists(ROOT_SG1_D1_S5)) {
// compDev is required
// compMax and compMin are optional and their unit is ms
Map props = new HashMap<>();
props.put("loss", "sdt");
props.put("compDev", "0.01");
props.put("compMin", "2");
props.put("compMax", "10");
session.createTimeseries(ROOT_SG1_D1_S5, TSDataType.INT64, TSEncoding.RLE,
CompressionType.SNAPPY, props, null, null, null);
}
}
private static void createMultiTimeseries()
throws IoTDBConnectionException, BatchExecutionException, StatementExecutionException {
if (!session.checkTimeseriesExists("root.sg1.d2.s1") && !session
.checkTimeseriesExists("root.sg1.d2.s2")) {
List paths = new ArrayList<>();
paths.add("root.sg1.d2.s1");
paths.add("root.sg1.d2.s2");
List tsDataTypes = new ArrayList<>();
tsDataTypes.add(TSDataType.INT64);
tsDataTypes.add(TSDataType.INT64);
List tsEncodings = new ArrayList<>();
tsEncodings.add(TSEncoding.RLE);
tsEncodings.add(TSEncoding.RLE);
List compressionTypes = new ArrayList<>();
compressionTypes.add(CompressionType.SNAPPY);
compressionTypes.add(CompressionType.SNAPPY);
List> tagsList = new ArrayList<>();
Map tags = new HashMap<>();
tags.put("unit", "kg");
tagsList.add(tags);
tagsList.add(tags);
List> attributesList = new ArrayList<>();
Map attributes = new HashMap<>();
attributes.put("minValue", "1");
attributes.put("maxValue", "100");
attributesList.add(attributes);
attributesList.add(attributes);
List alias = new ArrayList<>();
alias.add("weight1");
alias.add("weight2");
session
.createMultiTimeseries(paths, tsDataTypes, tsEncodings, compressionTypes, null, tagsList,
attributesList, alias);
}
}
private static void insertRecord() throws IoTDBConnectionException, StatementExecutionException {
String deviceId = ROOT_SG1_D1;
List measurements = new ArrayList<>();
List types = new ArrayList<>();
measurements.add("s1");
measurements.add("s2");
measurements.add("s3");
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
for (long time = 0; time < 100; time++) {
List values = new ArrayList<>();
values.add(1L);
values.add(2L);
values.add(3L);
session.insertRecord(deviceId, time, measurements, types, values);
}
}
private static void insertStrRecord() throws IoTDBConnectionException, StatementExecutionException {
String deviceId = ROOT_SG1_D1;
List measurements = new ArrayList<>();
measurements.add("s1");
measurements.add("s2");
measurements.add("s3");
for (long time = 0; time < 10; time++) {
List values = new ArrayList<>();
values.add("1");
values.add("2");
values.add("3");
session.insertRecord(deviceId, time, measurements, values);
}
}
private static void insertRecordInObject()
throws IoTDBConnectionException, StatementExecutionException {
String deviceId = ROOT_SG1_D1;
List measurements = new ArrayList<>();
List types = new ArrayList<>();
measurements.add("s1");
measurements.add("s2");
measurements.add("s3");
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
for (long time = 0; time < 100; time++) {
session.insertRecord(deviceId, time, measurements, types, 1L, 1L, 1L);
}
}
private static void insertRecords() throws IoTDBConnectionException, StatementExecutionException {
String deviceId = ROOT_SG1_D1;
List measurements = new ArrayList<>();
measurements.add("s1");
measurements.add("s2");
measurements.add("s3");
List deviceIds = new ArrayList<>();
List> measurementsList = new ArrayList<>();
List> valuesList = new ArrayList<>();
List timestamps = new ArrayList<>();
List> typesList = new ArrayList<>();
for (long time = 0; time < 500; time++) {
List values = new ArrayList<>();
List types = new ArrayList<>();
values.add(1L);
values.add(2L);
values.add(3L);
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
types.add(TSDataType.INT64);
deviceIds.add(deviceId);
measurementsList.add(measurements);
valuesList.add(values);
typesList.add(types);
timestamps.add(time);
if (time != 0 && time % 100 == 0) {
session.insertRecords(deviceIds, timestamps, measurementsList, typesList, valuesList);
deviceIds.clear();
measurementsList.clear();
valuesList.clear();
timestamps.clear();
}
}
session.insertRecords(deviceIds, timestamps, measurementsList, typesList, valuesList);
}
/**
* insert the data of a device. For each timestamp, the number of measurements is the same.
*
* a Tablet example:
*
* device1
* time s1, s2, s3
* 1, 1, 1, 1
* 2, 2, 2, 2
* 3, 3, 3, 3
*
* Users need to control the count of Tablet and write a batch when it reaches the maxBatchSize
*/
private static void insertTablet() throws IoTDBConnectionException, StatementExecutionException {
// The schema of measurements of one device
// only measurementId and data type in MeasurementSchema take effects in Tablet
List schemaList = new ArrayList<>();
schemaList.add(new MeasurementSchema("s1", TSDataType.INT64));
schemaList.add(new MeasurementSchema("s2", TSDataType.INT64));
schemaList.add(new MeasurementSchema("s3", TSDataType.INT64));
Tablet tablet = new Tablet(ROOT_SG1_D1, schemaList, 100);
//Method 1 to add tablet data
long timestamp = System.currentTimeMillis();
for (long row = 0; row < 100; row++) {
int rowIndex = tablet.rowSize++;
tablet.addTimestamp(rowIndex, timestamp);
for (int s = 0; s < 3; s++) {
long value = new Random().nextLong();
tablet.addValue(schemaList.get(s).getMeasurementId(), rowIndex, value);
}
if (tablet.rowSize == tablet.getMaxRowNumber()) {
session.insertTablet(tablet, true);
tablet.reset();
}
timestamp++;
}
if (tablet.rowSize != 0) {
session.insertTablet(tablet);
tablet.reset();
}
//Method 2 to add tablet data
long[] timestamps = tablet.timestamps;
Object[] values = tablet.values;
for (long time = 0; time < 100; time++) {
int row = tablet.rowSize++;
timestamps[row] = time;
for (int i = 0; i < 3; i++) {
long[] sensor = (long[]) values[i];
sensor[row] = i;
}
if (tablet.rowSize == tablet.getMaxRowNumber()) {
session.insertTablet(tablet, true);
tablet.reset();
}
}
if (tablet.rowSize != 0) {
session.insertTablet(tablet);
tablet.reset();
}
}
private static void insertTablets() throws IoTDBConnectionException, StatementExecutionException {
// The schema of measurements of one device
// only measurementId and data type in MeasurementSchema take effects in Tablet
List schemaList = new ArrayList<>();
schemaList.add(new MeasurementSchema("s1", TSDataType.INT64));
schemaList.add(new MeasurementSchema("s2", TSDataType.INT64));
schemaList.add(new MeasurementSchema("s3", TSDataType.INT64));
Tablet tablet1 = new Tablet(ROOT_SG1_D1, schemaList, 100);
Tablet tablet2 = new Tablet("root.sg1.d2", schemaList, 100);
Tablet tablet3 = new Tablet("root.sg1.d3", schemaList, 100);
Map tabletMap = new HashMap<>();
tabletMap.put(ROOT_SG1_D1, tablet1);
tabletMap.put("root.sg1.d2", tablet2);
tabletMap.put("root.sg1.d3", tablet3);
//Method 1 to add tablet data
long timestamp = System.currentTimeMillis();
for (long row = 0; row < 100; row++) {
int row1 = tablet1.rowSize++;
int row2 = tablet2.rowSize++;
int row3 = tablet3.rowSize++;
tablet1.addTimestamp(row1, timestamp);
tablet2.addTimestamp(row2, timestamp);
tablet3.addTimestamp(row3, timestamp);
for (int i = 0; i < 3; i++) {
long value = new Random().nextLong();
tablet1.addValue(schemaList.get(i).getMeasurementId(), row1, value);
tablet2.addValue(schemaList.get(i).getMeasurementId(), row2, value);
tablet3.addValue(schemaList.get(i).getMeasurementId(), row3, value);
}
if (tablet1.rowSize == tablet1.getMaxRowNumber()) {
session.insertTablets(tabletMap, true);
tablet1.reset();
tablet2.reset();
tablet3.reset();
}
timestamp++;
}
if (tablet1.rowSize != 0) {
session.insertTablets(tabletMap, true);
tablet1.reset();
tablet2.reset();
tablet3.reset();
}
//Method 2 to add tablet data
long[] timestamps1 = tablet1.timestamps;
Object[] values1 = tablet1.values;
long[] timestamps2 = tablet2.timestamps;
Object[] values2 = tablet2.values;
long[] timestamps3 = tablet3.timestamps;
Object[] values3 = tablet3.values;
for (long time = 0; time < 100; time++) {
int row1 = tablet1.rowSize++;
int row2 = tablet2.rowSize++;
int row3 = tablet3.rowSize++;
timestamps1[row1] = time;
timestamps2[row2] = time;
timestamps3[row3] = time;
for (int i = 0; i < 3; i++) {
long[] sensor1 = (long[]) values1[i];
sensor1[row1] = i;
long[] sensor2 = (long[]) values2[i];
sensor2[row2] = i;
long[] sensor3 = (long[]) values3[i];
sensor3[row3] = i;
}
if (tablet1.rowSize == tablet1.getMaxRowNumber()) {
session.insertTablets(tabletMap, true);
tablet1.reset();
tablet2.reset();
tablet3.reset();
}
}
if (tablet1.rowSize != 0) {
session.insertTablets(tabletMap, true);
tablet1.reset();
tablet2.reset();
tablet3.reset();
}
}
private static void deleteData() throws IoTDBConnectionException, StatementExecutionException {
String path = ROOT_SG1_D1_S1;
long deleteTime = 99;
session.deleteData(path, deleteTime);
}
private static void deleteTimeseries()
throws IoTDBConnectionException, StatementExecutionException {
List paths = new ArrayList<>();
paths.add(ROOT_SG1_D1_S1);
paths.add(ROOT_SG1_D1_S2);
paths.add(ROOT_SG1_D1_S3);
session.deleteTimeseries(paths);
}
private static void query() throws IoTDBConnectionException, StatementExecutionException {
SessionDataSet dataSet = session.executeQueryStatement("select * from root.sg1.d1");
System.out.println(dataSet.getColumnNames());
dataSet.setFetchSize(1024); // default is 10000
while (dataSet.hasNext()) {
System.out.println(dataSet.next());
}
dataSet.closeOperationHandle();
}
private static void rawDataQuery() throws IoTDBConnectionException, StatementExecutionException {
List paths = new ArrayList<>();
paths.add(ROOT_SG1_D1_S1);
paths.add(ROOT_SG1_D1_S2);
paths.add(ROOT_SG1_D1_S3);
long startTime = 10L;
long endTime = 200L;
SessionDataSet dataSet = session.executeRawDataQuery(paths, startTime, endTime);
System.out.println(dataSet.getColumnNames());
dataSet.setFetchSize(1024);
while (dataSet.hasNext()) {
System.out.println(dataSet.next());
}
dataSet.closeOperationHandle();
}
private static void queryByIterator()
throws IoTDBConnectionException, StatementExecutionException {
SessionDataSet dataSet = session.executeQueryStatement("select * from root.sg1.d1");
DataIterator iterator = dataSet.iterator();
System.out.println(dataSet.getColumnNames());
dataSet.setFetchSize(1024); // default is 10000
while (iterator.next()) {
StringBuilder builder = new StringBuilder();
// get time
builder.append(iterator.getLong(1)).append(",");
// get second column
if (!iterator.isNull(2)) {
builder.append(iterator.getLong(2)).append(",");
} else {
builder.append("null").append(",");
}
// get third column
if (!iterator.isNull(ROOT_SG1_D1_S2)) {
builder.append(iterator.getLong(ROOT_SG1_D1_S2)).append(",");
} else {
builder.append("null").append(",");
}
// get forth column
if (!iterator.isNull(4)) {
builder.append(iterator.getLong(4)).append(",");
} else {
builder.append("null").append(",");
}
// get fifth column
if (!iterator.isNull(ROOT_SG1_D1_S4)) {
builder.append(iterator.getObject(ROOT_SG1_D1_S4));
} else {
builder.append("null");
}
System.out.println(builder.toString());
}
dataSet.closeOperationHandle();
}
private static void nonQuery() throws IoTDBConnectionException, StatementExecutionException {
session.executeNonQueryStatement("insert into root.sg1.d1(timestamp,s1) values(200, 1);");
}
}