大数据-Flink版本升级到1.17Maven中的相关依赖

发表于 更新于 分类于
大数据-Flink版本升级到1.17Maven中的相关依赖、Flink1.12版本备份、启动信息查看

前言

本文环境版本

zookeeper 3.8.2
hadoop 2.10.2
hive 2.3.9
hbase 2.5.5
flink 1.17.1
scala 2.12
phoenix 5.1.3

官方文档

https://nightlies.apache.org/flink/flink-docs-release-1.17/docs/dev/table/overview/

连接Hive

https://nightlies.apache.org/flink/flink-docs-release-1.17/docs/connectors/table/hive/overview/

依赖搜索

https://central.sonatype.com/

https://developer.aliyun.com/mvn/search

阿里云Maven

https://developer.aliyun.com/mvn/guide

类搜索

https://www.classnotfound.com.cn/

版本定义

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
<properties>
    <maven.compiler.source>8</maven.compiler.source>
    <maven.compiler.target>8</maven.compiler.target>
    <hadoop.version>2.10.2</hadoop.version>
    <hive.version>2.3.9</hive.version>
    <flink.version>1.17.1</flink.version>
    <scala.binary.version>2.12</scala.binary.version>
    <!--这个不是所有的版本都有 2.5.0是兼容2.5.6的-->
    <hbase.version>2.5.0</hbase.version>
    <phoenix.version>5.1.3</phoenix.version>

    <!-- 文件拷贝时的编码 -->
    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
    <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
    <!-- 编译时的编码 -->
    <maven.compiler.encoding>UTF-8</maven.compiler.encoding>
</properties>

Flink相关Jar

创建项目

1
mvn archetype:generate -DarchetypeGroupId=org.apache.flink -DarchetypeArtifactId=flink-quickstart-java -DarchetypeVersion=1.17.1

默认会添加以下依赖

1
2
3
4
5
6
7
8
9
10
11
12
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-streaming-java</artifactId>
    <version>${flink.version}</version>
    <scope>provided</scope>
</dependency>
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-clients</artifactId>
    <version>${flink.version}</version>
    <scope>provided</scope>
</dependency>

Table+DataStream

APIs you want to use Dependency you need to add
DataStream flink-streaming-java
DataStream with Scala flink-streaming-scala_2.12
Table API flink-table-api-java
Table API with Scala flink-table-api-scala_2.12
Table API + DataStream flink-table-api-java-bridge
Table API + DataStream with Scala flink-table-api-scala-bridge_2.12

以下依赖不再依赖Scala版本

  • flink-clients_${scala.binary.version} => flink-clients

  • flink-table-api-java-bridge_${scala.binary.version} => flink-table-api-java-bridge

以下被移除

  • flink-table-planner-blink_${scala.binary.version} 新版本已经移除，最后支持的Flink版本是1.13.6

Flink的useBlinkPlanner选项是用于启用Blink批处理和流处理的Planner。

Blink是Flink的新一代查询引擎，它提供了更高的性能和更好的稳定性。

useBlinkPlanner选项的作用是告诉Flink使用Blink Planner来解析和优化查询计划。

通过启用Blink Planner，您可以获得更好的查询性能和更高级的查询优化功能。

新版本已经没有该方法，默认使用新的Blink查询引擎。

必装的Jar

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
<!-- flink核心API -->
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-java</artifactId>
    <version>${flink.version}</version>
</dependency>
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-scala_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
</dependency>

<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-table-common</artifactId>
    <version>${flink.version}</version>
</dependency>

<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-table-api-scala_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
</dependency>
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-table-api-scala-bridge_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
</dependency>

<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-table-planner_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
    <scope>provided</scope>
</dependency>
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-json</artifactId>
    <version>${flink.version}</version>
</dependency>

Hive

添加依赖

在Spark连接Hive导入相关maven依赖时

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
<!-- Hive Connector的支持-->
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-connector-hive_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
</dependency>

<dependency>
    <groupId>org.apache.hive</groupId>
    <artifactId>hive-exec</artifactId>
    <version>${hive.version}</version>
    <exclusions>
        <exclusion>
            <artifactId>hadoop-hdfs</artifactId>
            <groupId>org.apache.hadoop</groupId>
        </exclusion>
        <exclusion>
            <artifactId>commons-lang</artifactId>
            <groupId>commons-lang</groupId>
        </exclusion>
        <exclusion>
            <artifactId>commons-collections</artifactId>
            <groupId>commons-collections</groupId>
        </exclusion>
        <exclusion>
            <artifactId>protobuf-java</artifactId>
            <groupId>com.google.protobuf</groupId>
        </exclusion>
        <exclusion>
            <artifactId>slf4j-api</artifactId>
            <groupId>org.slf4j</groupId>
        </exclusion>
    </exclusions>
</dependency>

<!--Hive JDBC-->
<dependency>
    <groupId>org.apache.hive</groupId>
    <artifactId>hive-jdbc</artifactId>
    <version>${hive.version}</version>
    <exclusions>
        <exclusion>
            <artifactId>protobuf-java</artifactId>
            <groupId>com.google.protobuf</groupId>
        </exclusion>
        <exclusion>
            <artifactId>slf4j-api</artifactId>
            <groupId>org.slf4j</groupId>
        </exclusion>
        <exclusion>
            <artifactId>metrics-core</artifactId>
            <groupId>io.dropwizard.metrics</groupId>
        </exclusion>
        <exclusion>
            <artifactId>metrics-core</artifactId>
            <groupId>com.yammer.metrics</groupId>
        </exclusion>
    </exclusions>
</dependency>

出现以下错误：

org.pentaho:pentaho-aggdesigner-algorithm:pom:5.1.5-jhyde was not found in https://maven.aliyun.com/repository/public during a previous attempt. This failure was cached in the local repository and resolution is not reattempted until the update interval of alimaven has elapsed or updates are forced

是因为这个包不在阿里云公共maven镜像仓库上，需要添加一个新的镜像仓库，修改maven的settings.xml

1
2
3
4
5
6
7
8
9
10
11
12
13
<!-- 添加这个镜像仓库在阿里云公共仓库前面 -->
<mirror>
  <id>aliyunmaven1</id>
  <mirrorOf>*</mirrorOf>
  <name>spring-plugin</name>
  <url>https://maven.aliyun.com/repository/spring-plugin</url>
</mirror>
<mirror>
  <id>aliyunmaven2</id>
  <mirrorOf>*</mirrorOf>
  <name>阿里云公共仓库</name>
  <url>https://maven.aliyun.com/repository/public</url>
</mirror>

之后重新导入依赖即可。
如果是idea开发，需要重启idea，刷新依赖即可。

或者项目中(推荐)

1
2
3
4
5
6
7
8
9
10
11
12
<repositories>
    <repository>
        <id>alimaven1</id>
        <name>aliyun maven1</name>
        <url>https://maven.aliyun.com/repository/spring-plugin</url>
    </repository>
    <repository>
        <id>alimaven2</id>
        <name>aliyun maven2</name>
        <url>https://maven.aliyun.com/repository/public</url>
    </repository>
</repositories>

服务器上移动planner jar

Move the jar flink-table-planner_2.12-1.17.1.jar located in FLINK_HOME/opt to FLINK_HOME/lib and

move out the jar flink-table-planner-loader-1.17.1.jar from FLINK_HOME/lib.

Please refer to FLINK-25128 for more details. You can use the following commands to complete the work:

1
2
mv $FLINK_HOME/opt/flink-table-planner_2.12-1.17.1.jar $FLINK_HOME/lib/flink-table-planner_2.12-1.17.1.jar
mv $FLINK_HOME/lib/flink-table-planner-loader-1.17.1.jar $FLINK_HOME/opt/flink-table-planner-loader-1.17.1.jar

NOTE: Such extra planner jar moving is only needed when using Hive dialect or HiveServer2 endpoint, but this is the recommended setup for Hive integration.

连接Hive测试

1
beeline -n hive -u "jdbc:hive2://hdp01:10000/yxdp_ys;principal=hdfs/hdp01@HADOOP.COM"

连接Kafka

1
2
3
4
5
6
7
8
9
10
11
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-connector-kafka_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
    <exclusions>
        <exclusion>
            <artifactId>slf4j-api</artifactId>
            <groupId>org.slf4j</groupId>
        </exclusion>
    </exclusions>
</dependency>

新版本

1
2
3
4
5
<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-connector-kafka</artifactId>
    <version>1.17.1</version>
</dependency>

测试

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
import org.apache.flink.api.common.serialization.SimpleStringSchema;
import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer;
import org.apache.kafka.clients.consumer.ConsumerConfig;
import org.apache.kafka.common.serialization.StringDeserializer;

import java.util.Properties;

public class KafkaConsumerExample {
    public static void main(String[] args) throws Exception {
        final String bootstrapServers = "localhost:9092";
        final String groupId = "flink-kafka-consumer";
        final String topicName = "test-topic";

        // 创建 Flink 运行环境
        final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();

        // 配置 Kafka 的 Consumer 属性
        final Properties props = new Properties();
        props.setProperty(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, bootstrapServers);
        props.setProperty(ConsumerConfig.GROUP_ID_CONFIG, groupId);
        props.setProperty(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class.getName());
        props.setProperty(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class.getName());

        // 使用 Flink 的 Kafka Consumer 构建数据流
        final FlinkKafkaConsumer<String> kafkaConsumer = new FlinkKafkaConsumer<>(topicName, new SimpleStringSchema(), props);
        final DataStream<String> stream = env.addSource(kafkaConsumer);

        // 打印数据流
        stream.print();

        // 启动 Flink 程序
        env.execute();
    }
}

Flink1.12版本备份

这里记录一下旧版本的依赖

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
<?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">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.xhkjedu</groupId>
    <artifactId>yxzt-data-tcs</artifactId>
    <version>1.0-SNAPSHOT</version>
    <packaging>jar</packaging>

    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
        <hadoop.version>2.7.7</hadoop.version>
        <hive.version>2.1.0</hive.version>
        <flink.version>1.12.7</flink.version>
        <scala.binary.version>2.12</scala.binary.version>
        <!--这个不是所有的版本都有 2.1.6是兼容2.1.10的-->
        <hbase.version>2.1.6</hbase.version>
        <phoenix.version>5.1.2</phoenix.version>

        <!-- 文件拷贝时的编码 -->
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <!-- 编译时的编码 -->
        <maven.compiler.encoding>UTF-8</maven.compiler.encoding>
    </properties>

    <repositories>
        <repository>
            <id>alimaven</id>
            <name>aliyun maven</name>
            <url>https://maven.aliyun.com/repository/public</url>
        </repository>
    </repositories>


    <dependencies>
        <dependency>
            <groupId>jdk.tools</groupId>
            <artifactId>jdk.tools</artifactId>
            <version>1.8</version>
            <scope>system</scope>
            <systemPath>${env.JAVA_HOME}/lib/tools.jar</systemPath>
        </dependency>

        <!-- flink核心API -->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-java</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-clients_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>flink-shaded-guava</artifactId>
                    <groupId>org.apache.flink</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-scala_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-common</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-java-bridge_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala-bridge_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner-blink_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
            <exclusions>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-json</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <!-- Hive Connector的支持-->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-hive_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-kafka_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-exec</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <groupId>org.apache.calcite</groupId>
                    <artifactId>calcite-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.calcite</groupId>
                    <artifactId>calcite-avatica</artifactId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-hdfs</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>

            </exclusions>
        </dependency>

        <!--读取hadoop文件-->
        <dependency>
            <groupId>org.apache.hadoop</groupId>
            <artifactId>hadoop-client</artifactId>
            <version>${hadoop.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>

            </exclusions>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-hadoop-compatibility_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>


        <!--操作Hbase-->
        <dependency>
            <groupId>org.apache.hbase</groupId>
            <artifactId>hbase-client</artifactId>
            <version>2.1.10</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>


        <!--JSON工具-->
        <dependency>
            <groupId>com.alibaba.fastjson2</groupId>
            <artifactId>fastjson2</artifactId>
            <version>2.0.22</version>
        </dependency>

        <!--Hive JDBC-->
        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-jdbc</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>com.yammer.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>com.codahale.metrics</groupId>
            <artifactId>metrics-core</artifactId>
            <version>3.0.2</version>
        </dependency>

        <!--连接PostgreSQL-->
        <dependency>
            <groupId>org.postgresql</groupId>
            <artifactId>postgresql</artifactId>
            <version>42.2.2</version>
        </dependency>

        <!--Phoenix-->
        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-core</artifactId>
            <version>${phoenix.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>hadoop-auth</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-common</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-yarn-api</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-protobuf</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-miscellaneous</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol-shaded</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-mapreduce-client-core</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-client</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-common</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop2-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>antlr-runtime</artifactId>
                    <groupId>org.antlr</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-codec</artifactId>
                    <groupId>commons-codec</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-io</artifactId>
                    <groupId>commons-io</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang3</artifactId>
                    <groupId>org.apache.commons</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jackson-databind</artifactId>
                    <groupId>com.fasterxml.jackson.core</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jcodings</artifactId>
                    <groupId>org.jruby.jcodings</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>joni</artifactId>
                    <groupId>org.jruby.joni</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jsr305</artifactId>
                    <groupId>com.google.code.findbugs</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>libthrift</artifactId>
                    <groupId>org.apache.thrift</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>zookeeper</artifactId>
                    <groupId>org.apache.zookeeper</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-hbase-compat-${hbase.version}</artifactId>
            <version>${phoenix.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-core</artifactId>
            <version>${phoenix.version}</version>
        </dependency>


        <dependency>
            <groupId>com.google.protobuf</groupId>
            <artifactId>protobuf-java</artifactId>
            <version>2.5.0</version>
            <scope>provided</scope>
        </dependency>
        <!--连接Oracle-->
        <dependency>
            <groupId>com.oracle</groupId>
            <artifactId>ojdbc6</artifactId>
            <version>11.2.0.3</version>
        </dependency>
        <!--连接SQL Server-->
        <dependency>
            <groupId>com.microsoft.sqlserver</groupId>
            <artifactId>sqljdbc4</artifactId>
            <version>4.0</version>
        </dependency>
        <!--操作Mysql-->
        <dependency>
            <groupId>cn.psvmc</groupId>
            <artifactId>mysql8</artifactId>
            <version>1.1</version>
        </dependency>

        <!--mongodb-->
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>bson</artifactId>
            <version>3.12.11</version>
        </dependency>
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver</artifactId>
            <version>3.12.11</version>
        </dependency>
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver-core</artifactId>
            <version>3.12.11</version>
        </dependency>


        <!--工具-->
        <dependency>
            <groupId>cn.hutool</groupId>
            <artifactId>hutool-all</artifactId>
            <version>5.5.9</version>
        </dependency>
        <dependency>
            <groupId>com.yxkj</groupId>
            <artifactId>yxdp-algorithm</artifactId>
            <version>1.0.0</version>
        </dependency>

        <dependency>
            <groupId>com.rabbitmq</groupId>
            <artifactId>amqp-client</artifactId>
            <version>4.1.0</version>
        </dependency>
    </dependencies>


    <build>
        <plugins>
            <plugin>
                <groupId>net.alchim31.maven</groupId>
                <artifactId>scala-maven-plugin</artifactId>
                <version>3.4.6</version>

                <executions>
                    <execution>
                        <goals>
                            <goal>compile</goal>
                        </goals>
                    </execution>
                </executions>
            </plugin>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-assembly-plugin</artifactId>
                <version>3.0.0</version>
                <configuration>
                    <encoding>UTF-8</encoding>
                    <archive>
                        <manifest>
                            <mainClass>com.xhkjedu.TCS</mainClass>
                        </manifest>
                    </archive>
                </configuration>
                <executions>
                    <execution>
                        <id>make-assembly</id>
                        <phase>package</phase>
                        <goals>
                            <goal>single</goal>
                        </goals>
                        <!-- 增加配置 -->
                        <configuration>
                            <!-- assembly.xml文件路径 -->
                            <descriptors>
                                <descriptor>src/assembly/assembly.xml</descriptor>
                            </descriptors>
                        </configuration>
                    </execution>
                </executions>
            </plugin>

        </plugins>
    </build>
</project>

Flink1.17版本配置

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
<?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">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.xhkjedu</groupId>
    <artifactId>yxzt-data-tcs</artifactId>
    <version>1.0-SNAPSHOT</version>
    <packaging>jar</packaging>

    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
        <hadoop.version>2.10.2</hadoop.version>
        <hive.version>2.3.9</hive.version>
        <flink.version>1.17.1</flink.version>
        <scala.binary.version>2.12</scala.binary.version>
        <!--这个不是所有的版本都有 2.5.0是兼容2.5.6的-->
        <hbase.version>2.5.0</hbase.version>
        <phoenix.version>5.1.3</phoenix.version>

        <!-- 文件拷贝时的编码 -->
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <!-- 编译时的编码 -->
        <maven.compiler.encoding>UTF-8</maven.compiler.encoding>
    </properties>

    <repositories>
        <repository>
            <id>alimaven1</id>
            <name>aliyun maven1</name>
            <url>https://maven.aliyun.com/repository/spring-plugin</url>
        </repository>
        <repository>
            <id>alimaven2</id>
            <name>aliyun maven2</name>
            <url>https://maven.aliyun.com/repository/public</url>
        </repository>
    </repositories>


    <dependencies>
        <dependency>
            <groupId>jdk.tools</groupId>
            <artifactId>jdk.tools</artifactId>
            <version>1.8</version>
            <scope>system</scope>
            <systemPath>${env.JAVA_HOME}/lib/tools.jar</systemPath>
        </dependency>

        <!-- flink核心API -->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-streaming-java</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-clients</artifactId>
            <version>${flink.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>flink-shaded-guava</artifactId>
                    <groupId>org.apache.flink</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-common</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-java-bridge</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala-bridge_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-json</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <!-- Hive Connector的支持-->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-hive_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-exec</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>hadoop-hdfs</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>antlr-runtime</artifactId>
                    <groupId>org.antlr</groupId>
                </exclusion>

            </exclusions>
        </dependency>

        <!--Hive JDBC-->
        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-jdbc</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>com.yammer.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <!--读取hadoop文件-->
        <dependency>
            <groupId>org.apache.hadoop</groupId>
            <artifactId>hadoop-client</artifactId>
            <version>${hadoop.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>

            </exclusions>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-hadoop-compatibility_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>


        <!--操作Hbase-->
        <dependency>
            <groupId>org.apache.hbase</groupId>
            <artifactId>hbase-client</artifactId>
            <version>${hbase.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>


        <!--JSON工具-->
        <dependency>
            <groupId>com.alibaba.fastjson2</groupId>
            <artifactId>fastjson2</artifactId>
            <version>2.0.22</version>
        </dependency>

        <!-- Flink Dependency -->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-hive_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>com.codahale.metrics</groupId>
            <artifactId>metrics-core</artifactId>
            <version>3.0.2</version>
        </dependency>

        <!--连接PostgreSQL-->
        <dependency>
            <groupId>org.postgresql</groupId>
            <artifactId>postgresql</artifactId>
            <version>42.2.2</version>
        </dependency>

        <!--Phoenix-->
        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-core</artifactId>
            <version>${phoenix.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>hadoop-auth</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-yarn-api</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-protobuf</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-miscellaneous</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol-shaded</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-mapreduce-client-core</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-client</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-common</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop2-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>antlr-runtime</artifactId>
                    <groupId>org.antlr</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-codec</artifactId>
                    <groupId>commons-codec</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-io</artifactId>
                    <groupId>commons-io</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang3</artifactId>
                    <groupId>org.apache.commons</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jackson-databind</artifactId>
                    <groupId>com.fasterxml.jackson.core</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jcodings</artifactId>
                    <groupId>org.jruby.jcodings</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>joni</artifactId>
                    <groupId>org.jruby.joni</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jsr305</artifactId>
                    <groupId>com.google.code.findbugs</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>libthrift</artifactId>
                    <groupId>org.apache.thrift</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>zookeeper</artifactId>
                    <groupId>org.apache.zookeeper</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-hbase-compat-${hbase.version}</artifactId>
            <version>${phoenix.version}</version>
        </dependency>

        <dependency>
            <groupId>com.google.protobuf</groupId>
            <artifactId>protobuf-java</artifactId>
            <version>2.5.0</version>
            <scope>provided</scope>
        </dependency>
        <!--连接Oracle-->
        <dependency>
            <groupId>com.oracle</groupId>
            <artifactId>ojdbc6</artifactId>
            <version>11.2.0.3</version>
        </dependency>
        <!--连接SQL Server-->
        <dependency>
            <groupId>com.microsoft.sqlserver</groupId>
            <artifactId>sqljdbc4</artifactId>
            <version>4.0</version>
        </dependency>
        <!--操作Mysql-->
        <dependency>
            <groupId>cn.psvmc</groupId>
            <artifactId>mysql8</artifactId>
            <version>1.1</version>
        </dependency>

        <!--mongodb-->
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>bson</artifactId>
            <version>3.12.11</version>
        </dependency>
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver</artifactId>
            <version>3.12.11</version>
        </dependency>
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver-core</artifactId>
            <version>3.12.11</version>
        </dependency>


        <!--工具-->
        <dependency>
            <groupId>cn.hutool</groupId>
            <artifactId>hutool-all</artifactId>
            <version>5.5.9</version>
        </dependency>
        <!--处理方法-->
        <dependency>
            <groupId>com.yxkj</groupId>
            <artifactId>yxdp-algorithm</artifactId>
            <version>1.0.0</version>
        </dependency>

        <dependency>
            <groupId>com.rabbitmq</groupId>
            <artifactId>amqp-client</artifactId>
            <version>4.1.0</version>
        </dependency>


    </dependencies>

    <build>
        <plugins>
            <plugin>
                <groupId>net.alchim31.maven</groupId>
                <artifactId>scala-maven-plugin</artifactId>
                <version>3.4.6</version>
                <executions>
                    <execution>
                        <goals>
                            <goal>compile</goal>
                        </goals>
                    </execution>
                </executions>
            </plugin>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-assembly-plugin</artifactId>
                <version>3.0.0</version>
                <configuration>
                    <encoding>UTF-8</encoding>
                    <archive>
                        <manifest>
                            <mainClass>com.xhkjedu.TCS</mainClass>
                        </manifest>
                    </archive>
                </configuration>
                <executions>
                    <execution>
                        <id>make-assembly</id>
                        <phase>package</phase>
                        <goals>
                            <goal>single</goal>
                        </goals>
                        <!-- 增加配置 -->
                        <configuration>
                            <!-- assembly.xml文件路径 -->
                            <descriptors>
                                <descriptor>src/assembly/assembly.xml</descriptor>
                            </descriptors>
                        </configuration>
                    </execution>
                </executions>
            </plugin>
        </plugins>
    </build>
</project>

Flink1.13.6版本配置

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
<?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">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.xhkjedu</groupId>
    <artifactId>yxzt-data-tcs</artifactId>
    <version>1.0-SNAPSHOT</version>
    <packaging>jar</packaging>

    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
        <hadoop.version>2.10.2</hadoop.version>
        <hive.version>2.3.6</hive.version>
        <flink.version>1.13.6</flink.version>
        <scala.binary.version>2.12</scala.binary.version>
        <!--这个不是所有的版本都有 2.5.0是兼容2.5.6的-->
        <hbase.version>2.5.0</hbase.version>
        <phoenix.version>5.1.3</phoenix.version>

        <!-- 文件拷贝时的编码 -->
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <!-- 编译时的编码 -->
        <maven.compiler.encoding>UTF-8</maven.compiler.encoding>
    </properties>

    <repositories>
        <repository>
            <id>alimaven1</id>
            <name>aliyun maven1</name>
            <url>https://maven.aliyun.com/repository/spring-plugin</url>
        </repository>
        <repository>
            <id>alimaven2</id>
            <name>aliyun maven2</name>
            <url>https://maven.aliyun.com/repository/public</url>
        </repository>
    </repositories>


    <dependencies>
        <dependency>
            <groupId>jdk.tools</groupId>
            <artifactId>jdk.tools</artifactId>
            <version>1.8</version>
            <scope>system</scope>
            <systemPath>${env.JAVA_HOME}/lib/tools.jar</systemPath>
        </dependency>

        <!-- flink核心API -->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-java</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-clients_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
            <exclusions>
                <exclusion>
                    <artifactId>flink-shaded-guava</artifactId>
                    <groupId>org.apache.flink</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-scala_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-common</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-java-bridge_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-scala-bridge_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner-blink_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
            <exclusions>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-json</artifactId>
            <version>${flink.version}</version>
            <scope>provided</scope>
        </dependency>


        <!--读取hadoop文件-->
        <dependency>
            <groupId>org.apache.hadoop</groupId>
            <artifactId>hadoop-client</artifactId>
            <version>${hadoop.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <!-- Hive Connector的支持-->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-hive_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-connector-kafka_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-exec</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <groupId>org.apache.calcite</groupId>
                    <artifactId>calcite-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.calcite</groupId>
                    <artifactId>calcite-avatica</artifactId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-hdfs</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <!--读取hadoop文件-->
        <dependency>
            <groupId>org.apache.hadoop</groupId>
            <artifactId>hadoop-client</artifactId>
            <version>${hadoop.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>commons-lang</artifactId>
                    <groupId>commons-lang</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-collections</artifactId>
                    <groupId>commons-collections</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>

            </exclusions>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-hadoop-compatibility_${scala.binary.version}</artifactId>
            <version>${flink.version}</version>
        </dependency>


        <!--操作Hbase-->
        <dependency>
            <groupId>org.apache.hbase</groupId>
            <artifactId>hbase-client</artifactId>
            <version>2.1.10</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-auth</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
            </exclusions>
        </dependency>


        <!--JSON工具-->
        <dependency>
            <groupId>com.alibaba.fastjson2</groupId>
            <artifactId>fastjson2</artifactId>
            <version>2.0.22</version>
        </dependency>

        <!--Hive JDBC-->
        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-jdbc</artifactId>
            <version>${hive.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>protobuf-java</artifactId>
                    <groupId>com.google.protobuf</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>com.yammer.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>com.codahale.metrics</groupId>
            <artifactId>metrics-core</artifactId>
            <version>3.0.2</version>
        </dependency>

        <!--连接PostgreSQL-->
        <dependency>
            <groupId>org.postgresql</groupId>
            <artifactId>postgresql</artifactId>
            <version>42.2.2</version>
        </dependency>

        <!--Phoenix-->
        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-core</artifactId>
            <version>${phoenix.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>hadoop-auth</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-common</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-yarn-api</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-protobuf</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-shaded-miscellaneous</artifactId>
                    <groupId>org.apache.hbase.thirdparty</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-protocol-shaded</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hadoop-mapreduce-client-core</artifactId>
                    <groupId>org.apache.hadoop</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-client</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-common</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>hbase-hadoop2-compat</artifactId>
                    <groupId>org.apache.hbase</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>antlr-runtime</artifactId>
                    <groupId>org.antlr</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-codec</artifactId>
                    <groupId>commons-codec</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-io</artifactId>
                    <groupId>commons-io</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>commons-lang3</artifactId>
                    <groupId>org.apache.commons</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jackson-databind</artifactId>
                    <groupId>com.fasterxml.jackson.core</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jcodings</artifactId>
                    <groupId>org.jruby.jcodings</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>joni</artifactId>
                    <groupId>org.jruby.joni</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>jsr305</artifactId>
                    <groupId>com.google.code.findbugs</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>libthrift</artifactId>
                    <groupId>org.apache.thrift</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>slf4j-api</artifactId>
                    <groupId>org.slf4j</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>zookeeper</artifactId>
                    <groupId>org.apache.zookeeper</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>metrics-core</artifactId>
                    <groupId>io.dropwizard.metrics</groupId>
                </exclusion>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-hbase-compat-${hbase.version}</artifactId>
            <version>${phoenix.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.phoenix</groupId>
            <artifactId>phoenix-core</artifactId>
            <version>${phoenix.version}</version>
            <exclusions>
                <exclusion>
                    <artifactId>guava</artifactId>
                    <groupId>com.google.guava</groupId>
                </exclusion>
            </exclusions>
        </dependency>


        <dependency>
            <groupId>com.google.protobuf</groupId>
            <artifactId>protobuf-java</artifactId>
            <version>2.5.0</version>
            <scope>provided</scope>
        </dependency>
        <!--连接Oracle-->
        <dependency>
            <groupId>com.oracle</groupId>
            <artifactId>ojdbc6</artifactId>
            <version>11.2.0.3</version>
        </dependency>
        <!--连接SQL Server-->
        <dependency>
            <groupId>com.microsoft.sqlserver</groupId>
            <artifactId>sqljdbc4</artifactId>
            <version>4.0</version>
        </dependency>
        <!--操作Mysql-->
        <dependency>
            <groupId>cn.psvmc</groupId>
            <artifactId>mysql8</artifactId>
            <version>1.1</version>
        </dependency>

        <!--mongodb-->
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>bson</artifactId>
            <version>3.12.11</version>
        </dependency>

        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver</artifactId>
            <version>3.12.11</version>
        </dependency>
        <dependency>
            <groupId>org.mongodb</groupId>
            <artifactId>mongodb-driver-core</artifactId>
            <version>3.12.11</version>
        </dependency>

        <!--工具-->
        <dependency>
            <groupId>cn.hutool</groupId>
            <artifactId>hutool-all</artifactId>
            <version>5.5.9</version>
        </dependency>
        <dependency>
            <groupId>com.yxkj</groupId>
            <artifactId>yxdp-algorithm</artifactId>
            <version>1.0.0</version>
        </dependency>

        <dependency>
            <groupId>com.rabbitmq</groupId>
            <artifactId>amqp-client</artifactId>
            <version>4.1.0</version>
        </dependency>
    </dependencies>


    <build>
        <plugins>
            <plugin>
                <groupId>net.alchim31.maven</groupId>
                <artifactId>scala-maven-plugin</artifactId>
                <version>3.4.6</version>

                <executions>
                    <execution>
                        <goals>
                            <goal>compile</goal>
                        </goals>
                    </execution>
                </executions>
            </plugin>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-assembly-plugin</artifactId>
                <version>3.0.0</version>
                <configuration>
                    <encoding>UTF-8</encoding>
                    <archive>
                        <manifest>
                            <mainClass>com.xhkjedu.TCS</mainClass>
                        </manifest>
                    </archive>
                </configuration>
                <executions>
                    <execution>
                        <id>make-assembly</id>
                        <phase>package</phase>
                        <goals>
                            <goal>single</goal>
                        </goals>
                        <!-- 增加配置 -->
                        <configuration>
                            <!-- assembly.xml文件路径 -->
                            <descriptors>
                                <descriptor>src/assembly/assembly.xml</descriptor>
                            </descriptors>
                        </configuration>
                    </execution>
                </executions>
            </plugin>

        </plugins>
    </build>
</project>

报错

Could not resolve substitution to a value: ${akka.stream.materializer}

解决方法

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
<build>
    <plugins>
        <plugin>
            <groupId>org.apache.maven.plugins</groupId>
            <artifactId>maven-shade-plugin</artifactId>
            <version>2.3</version>
            <executions>
                <execution>
                    <phase>package</phase>
                    <goals>
                        <goal>shade</goal>
                    </goals>
                    <configuration>
                        <transformers>
                            <transformer implementation="org.apache.maven.plugins.shade.resource.AppendingTransformer">
                                <resource>reference.conf</resource>
                            </transformer>
                        </transformers>
                    </configuration>
                </execution>
            </executions>
        </plugin>
    </plugins>
</build>

测试

yarn-application模式

1
2
3
4
flink run-application -t yarn-application \
  -yD security.kerberos.login.keytab=/data/kerberos/kerberos.keytab \
  -yD security.kerberos.login.principal=hdfs/hdp01@HADOOP.COM \
  /root/yxzt-data-tcs-1.0-SNAPSHOT-jar-with-dependencies.jar -job /root/zjhome/test.json

Local模式

1
2
3
4
flink run \
  -yD security.kerberos.login.keytab=/data/kerberos/kerberos.keytab \
  -yD security.kerberos.login.principal=hdfs/hdp01@HADOOP.COM \
  /root/yxzt-data-tcs-1.0-SNAPSHOT-jar-with-dependencies.jar -job /root/zjhome/test.json

服务信息查看

查看服务名

1
2
3
4
5
6
#基本
jps
#带包名
jps -l
#带启动命令
jps -v

获取服务的启动用户

1
ps -fp 14399

获取PID和服务名

1
2
3
4
5
jps | awk -F ' ' '{print $1, $2}' | while read pid name; do
    # 使用分割后的变量进行后续操作
    echo "pid: $pid" && ps -fp
    echo "name: $name"
done

获取服务名及启动用户

1
2
3
4
jps | awk -F ' ' '{print $1, $2}' | while read pid name; do
    echo '==================================================================='
    echo "$name" && ps -fp $pid
done