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DataX Doriswriter

DataX doriswriter

DataX Doriswriter 插件，支持将 MySQL、Oracle、SqlServer 等多种数据源中的数据通过 Stream Load的方式同步到 Doris 中。

注意
  1. 需要配合 DataX 服务一起使用。
  2. DataX支持多种数据源，可参考这里。

使用​

直接下载DataX安装包​

DataX官方提供了安装包，已经包含了DataX可直接下载使用，可参考这里

自行编译DorisWriter插件​

下载DorisWriter 的插件源码

  1. 运行 init-env.sh

  2. 编译 doriswriter：

    单独编译 doriswriter 插件：

    mvn clean install -pl plugin-rdbms-util,doriswriter -DskipTests

    如需编译整个 DataX 项目可参考这里

    编译错误

    如遇到如下编译错误：

    Could not find artifact com.alibaba.datax:datax-all:pom:0.0.1-SNAPSHOT ...

    可尝试以下方式解决：

    1. 下载 [alibaba-datax-maven-m2-20210928.tar.gz](https://doris-thirdparty-repo.bj.bcebos.com/thirdparty/alibaba-datax-maven-m2-20210928.tar.gz)
    2. 解压后，将得到的 `alibaba/datax/` 目录，拷贝到所使用的 maven 对应的 `.m2/repository/com/alibaba/` 下, 再次尝试编译。

Datax DorisWriter 参数介绍：​

  • jdbcUrl

    • 描述：Doris 的 JDBC 连接串，用户执行 preSql 或 postSQL。
    • 必选：是
    • 默认值：无

  • loadUrl

    • 描述：作为 Stream Load 的连接目标。格式为 "ip:port"。其中 IP 是 FE 节点 IP，port 是 FE 节点的 http_port。可以填写多个，多个之间使用英文状态的逗号隔开：,，doriswriter 将以轮询的方式访问。
    • 必选：是
    • 默认值：无

  • username

    • 描述：访问 Doris 数据库的用户名
    • 必选：是
    • 默认值：无

  • password

    • 描述：访问 Doris 数据库的密码
    • 必选：否
    • 默认值：空

  • connection.selectedDatabase

    • 描述：需要写入的 Doris 数据库名称。
    • 必选：是
    • 默认值：无

  • connection.table

    • 描述：需要写入的 Doris 表名称。
      • 必选：是
      • 默认值：无

  • flushInterval

    • 描述：数据写入批次的时间间隔。如果这个时间间隔设置的太小会造成 Doris 写阻塞问题，错误代码 -235，同时如果你这个时间设置太小，maxBatchRows 和 batchSize 参数设置的有很大，那么很可能达不到你这设置的数据量大小，也会执行导入。
    • 必选：否
    • 默认值：30000（ms）

  • column

    • 描述：目的表需要写入数据的字段，这些字段将作为生成的 Json 数据的字段名。字段之间用英文逗号分隔。例如："column": ["id","name","age"]。
    • 必选：是
    • 默认值：否

  • preSql

    • 描述：写入数据到目的表前，会先执行这里的标准语句。
    • 必选：否
    • 默认值：无

  • postSql

    • 描述：写入数据到目的表后，会执行这里的标准语句。
    • 必选：否
    • 默认值：无

  • maxBatchRows

    • 描述：每批次导入数据的最大行数。和 batchSize 共同控制每批次的导入记录行数。每批次数据达到两个阈值之一，即开始导入这一批次的数据。
    • 必选：否
    • 默认值：500000

  • batchSize

    • 描述：每批次导入数据的最大数据量。和 maxBatchRows 共同控制每批次的导入数量。每批次数据达到两个阈值之一，即开始导入这一批次的数据。
    • 必选：否
    • 默认值：94371840

  • maxRetries

    • 描述：每批次导入数据失败后的重试次数。
    • 必选：否
    • 默认值：3

  • labelPrefix

    • 描述：每批次导入任务的 label 前缀。最终的 label 将有 labelPrefix + UUID 组成全局唯一的 label，确保数据不会重复导入
    • 必选：否
    • 默认值：datax_doris_writer_

  • loadProps

    • 描述：StreamLoad 的请求参数，详情参照 StreamLoad 介绍页面。Stream load - Apache Doris

      这里包括导入的数据格式：format 等，导入数据格式默认我们使用 csv，支持 JSON，具体可以参照下面类型转换部分，也可以参照上面 Stream load 官方信息

    • 必选：否

    • 默认值：无

示例​

1.Stream 读取数据后导入至 Doris​

该示例插件的使用说明请参阅 这里

2.Mysql 读取数据后导入至 Doris​

1.Mysql 表结构

CREATE TABLE `t_test`(
 `id`bigint(30) NOT NULL,
 `order_code` varchar(30) DEFAULT NULL COMMENT '',
 `line_code` varchar(30) DEFAULT NULL COMMENT '',
 `remark` varchar(30) DEFAULT NULL COMMENT '',
 `unit_no` varchar(30) DEFAULT NULL COMMENT '',
 `unit_name` varchar(30) DEFAULT NULL COMMENT '',
 `price` decimal(12,2) DEFAULT NULL COMMENT '',
 PRIMARY KEY(`id`) USING BTREE
)ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 ROW_FORMAT=DYNAMIC COMMENT='';

2.Doris 表结构

CREATE TABLE `ods_t_test` (
 `id` bigint(30) NOT NULL,
 `order_code` varchar(30) DEFAULT NULL COMMENT '',
 `line_code` varchar(30) DEFAULT NULL COMMENT '',
 `remark` varchar(30) DEFAULT NULL COMMENT '',
 `unit_no` varchar(30) DEFAULT NULL COMMENT '',
 `unit_name` varchar(30) DEFAULT NULL COMMENT '',
 `price` decimal(12,2) DEFAULT NULL COMMENT ''
) ENGINE=OLAP
UNIQUE KEY(`id`, `order_code`)
DISTRIBUTED BY HASH(`order_code`) BUCKETS 1
PROPERTIES (
"replication_allocation" = "tag.location.default: 3",
"in_memory" = "false",
"storage_format" = "V2"
);

3.创建 datax 脚本

my_import.json

{
    "job": {
        "content": [
            {
                "reader": {
                    "name": "mysqlreader",
                    "parameter": {
                        "column": ["id","order_code","line_code","remark","unit_no","unit_name","price"],
                        "connection": [
                            {
                                "jdbcUrl": ["jdbc:mysql://localhost:3306/demo"],
                                "table": ["employees_1"]
                            }
                        ],
                        "username": "root",
                        "password": "xxxxx",
                        "where": ""
                    }
                },
                "writer": {
                    "name": "doriswriter",
                    "parameter": {
                        "loadUrl": ["127.0.0.1:8030"],
                        "column": ["id","order_code","line_code","remark","unit_no","unit_name","price"],
                        "username": "root",
                        "password": "xxxxxx",
                        "postSql": ["select count(1) from all_employees_info"],
                        "preSql": [],
                        "flushInterval":30000,
                        "connection": [
                          {
                            "jdbcUrl": "jdbc:mysql://127.0.0.1:9030/demo",
                            "selectedDatabase": "demo",
                            "table": ["all_employees_info"]
                          }
                        ],
                        "loadProps": {
                            "format": "json",
                            "strip_outer_array":"true",
                            "line_delimiter": "\\x02"
                        }
                    }
                }
            }
        ],
        "setting": {
            "speed": {
                "channel": "1"
            }
        }
    }
}

备注：

"loadProps": {
  "format": "json",
  "strip_outer_array":"true",
  "line_delimiter": "\\x02"
}
  1. 这里我们使用了 JSON 格式导入数据
  2. line_delimiter 默认是换行符，可能会和数据中的值冲突，我们可以使用一些特殊字符或者不可见字符，避免导入错误
  3. strip_outer_array：在一批导入数据中表示多行数据，Doris 在解析时会将数组展开，然后依次解析其中的每一个 Object 作为一行数据
  4. 更多 Stream load 参数请参照 [Stream load 文档](Stream load - Apache Doris)
  5. 如果是 CSV 格式我们可以这样使用
"loadProps": {
   "format": "csv",
   "column_separator": "\\x01",
   "line_delimiter": "\\x02"
}

CSV 格式要特别注意行列分隔符，避免和数据中的特殊字符冲突，这里建议使用隐藏字符，默认列分隔符是：\t，行分隔符：\n

4.执行 DataX 任务，具体参考 DataX 官网

python bin/datax.py my_import.json

执行之后我们可以看到下面的信息

2022-11-16 14:28:54.012 [job-0] INFO  JobContainer - jobContainer starts to do prepare ...
2022-11-16 14:28:54.012 [job-0] INFO  JobContainer - DataX Reader.Job [mysqlreader] do prepare work .
2022-11-16 14:28:54.013 [job-0] INFO  JobContainer - DataX Writer.Job [doriswriter] do prepare work .
2022-11-16 14:28:54.020 [job-0] INFO  JobContainer - jobContainer starts to do split ...
2022-11-16 14:28:54.020 [job-0] INFO  JobContainer - Job set Channel-Number to 1 channels.
2022-11-16 14:28:54.023 [job-0] INFO  JobContainer - DataX Reader.Job [mysqlreader] splits to [1] tasks.
2022-11-16 14:28:54.023 [job-0] INFO  JobContainer - DataX Writer.Job [doriswriter] splits to [1] tasks.
2022-11-16 14:28:54.033 [job-0] INFO  JobContainer - jobContainer starts to do schedule ...
2022-11-16 14:28:54.036 [job-0] INFO  JobContainer - Scheduler starts [1] taskGroups.
2022-11-16 14:28:54.037 [job-0] INFO  JobContainer - Running by standalone Mode.
2022-11-16 14:28:54.041 [taskGroup-0] INFO  TaskGroupContainer - taskGroupId=[0] start [1] channels for [1] tasks.
2022-11-16 14:28:54.043 [taskGroup-0] INFO  Channel - Channel set byte_speed_limit to -1, No bps activated.
2022-11-16 14:28:54.043 [taskGroup-0] INFO  Channel - Channel set record_speed_limit to -1, No tps activated.
2022-11-16 14:28:54.049 [taskGroup-0] INFO  TaskGroupContainer - taskGroup[0] taskId[0] attemptCount[1] is started
2022-11-16 14:28:54.052 [0-0-0-reader] INFO  CommonRdbmsReader$Task - Begin to read record by Sql: [select taskid,projectid,taskflowid,templateid,template_name,status_task from dwd_universal_tb_task 
] jdbcUrl:[jdbc:mysql://localhost:3306/demo?yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true].
Wed Nov 16 14:28:54 GMT+08:00 2022 WARN: Establishing SSL connection without server's identity verification is not recommended. According to MySQL 5.5.45+, 5.6.26+ and 5.7.6+ requirements SSL connection must be established by default if explicit option isn't set. For compliance with existing applications not using SSL the verifyServerCertificate property is set to 'false'. You need either to explicitly disable SSL by setting useSSL=false, or set useSSL=true and provide truststore for server certificate verification.
2022-11-16 14:28:54.071 [0-0-0-reader] INFO  CommonRdbmsReader$Task - Finished read record by Sql: [select taskid,projectid,taskflowid,templateid,template_name,status_task from dwd_universal_tb_task 
] jdbcUrl:[jdbc:mysql://localhost:3306/demo?yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true].
2022-11-16 14:28:54.104 [Thread-1] INFO  DorisStreamLoadObserver - Start to join batch data: rows[2] bytes[438] label[datax_doris_writer_c4e08cb9-c157-4689-932f-db34acc45b6f].
2022-11-16 14:28:54.104 [Thread-1] INFO  DorisStreamLoadObserver - Executing stream load to: 'http://127.0.0.1:8030/api/demo/dwd_universal_tb_task/_stream_load', size: '441'
2022-11-16 14:28:54.224 [Thread-1] INFO  DorisStreamLoadObserver - StreamLoad response :{"Status":"Success","BeginTxnTimeMs":0,"Message":"OK","NumberUnselectedRows":0,"CommitAndPublishTimeMs":17,"Label":"datax_doris_writer_c4e08cb9-c157-4689-932f-db34acc45b6f","LoadBytes":441,"StreamLoadPutTimeMs":1,"NumberTotalRows":2,"WriteDataTimeMs":11,"TxnId":217056,"LoadTimeMs":31,"TwoPhaseCommit":"false","ReadDataTimeMs":0,"NumberLoadedRows":2,"NumberFilteredRows":0}
2022-11-16 14:28:54.225 [Thread-1] INFO  DorisWriterManager - Async stream load finished: label[datax_doris_writer_c4e08cb9-c157-4689-932f-db34acc45b6f].
2022-11-16 14:28:54.249 [taskGroup-0] INFO  TaskGroupContainer - taskGroup[0] taskId[0] is successed, used[201]ms
2022-11-16 14:28:54.250 [taskGroup-0] INFO  TaskGroupContainer - taskGroup[0] completed it's tasks.
2022-11-16 14:29:04.048 [job-0] INFO  StandAloneJobContainerCommunicator - Total 2 records, 214 bytes | Speed 21B/s, 0 records/s | Error 0 records, 0 bytes |  All Task WaitWriterTime 0.000s |  All Task WaitReaderTime 0.000s | Percentage 100.00%
2022-11-16 14:29:04.049 [job-0] INFO  AbstractScheduler - Scheduler accomplished all tasks.
2022-11-16 14:29:04.049 [job-0] INFO  JobContainer - DataX Writer.Job [doriswriter] do post work.
Wed Nov 16 14:29:04 GMT+08:00 2022 WARN: Establishing SSL connection without server's identity verification is not recommended. According to MySQL 5.5.45+, 5.6.26+ and 5.7.6+ requirements SSL connection must be established by default if explicit option isn't set. For compliance with existing applications not using SSL the verifyServerCertificate property is set to 'false'. You need either to explicitly disable SSL by setting useSSL=false, or set useSSL=true and provide truststore for server certificate verification.
2022-11-16 14:29:04.187 [job-0] INFO  DorisWriter$Job - Start to execute preSqls:[select count(1) from dwd_universal_tb_task]. context info:jdbc:mysql://172.16.0.13:9030/demo.
2022-11-16 14:29:04.204 [job-0] INFO  JobContainer - DataX Reader.Job [mysqlreader] do post work.
2022-11-16 14:29:04.204 [job-0] INFO  JobContainer - DataX jobId [0] completed successfully.
2022-11-16 14:29:04.204 [job-0] INFO  HookInvoker - No hook invoked, because base dir not exists or is a file: /data/datax/hook
2022-11-16 14:29:04.205 [job-0] INFO  JobContainer - 
         [total cpu info] => 
                averageCpu                     | maxDeltaCpu                    | minDeltaCpu                    
                -1.00%                         | -1.00%                         | -1.00%
                        

         [total gc info] => 
                 NAME                 | totalGCCount       | maxDeltaGCCount    | minDeltaGCCount    | totalGCTime        | maxDeltaGCTime     | minDeltaGCTime     
                 PS MarkSweep         | 1                  | 1                  | 1                  | 0.017s             | 0.017s             | 0.017s             
                 PS Scavenge          | 1                  | 1                  | 1                  | 0.007s             | 0.007s             | 0.007s             

2022-11-16 14:29:04.205 [job-0] INFO  JobContainer - PerfTrace not enable!
2022-11-16 14:29:04.206 [job-0] INFO  StandAloneJobContainerCommunicator - Total 2 records, 214 bytes | Speed 21B/s, 0 records/s | Error 0 records, 0 bytes |  All Task WaitWriterTime 0.000s |  All Task WaitReaderTime 0.000s | Percentage 100.00%
2022-11-16 14:29:04.206 [job-0] INFO  JobContainer - 
任务启动时刻                    : 2022-11-16 14:28:53
任务结束时刻                    : 2022-11-16 14:29:04
任务总计耗时                    :                 10s
任务平均流量                    :               21B/s
记录写入速度                    :              0rec/s
读出记录总数                    :                   2
读写失败总数                    :                   0

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