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Posted to commits@linkis.apache.org by pe...@apache.org on 2021/10/28 12:07:48 UTC
[incubator-linkis-website] 19/50: add docs image
This is an automated email from the ASF dual-hosted git repository.
peacewong pushed a commit to branch asf-staging
in repository https://gitbox.apache.org/repos/asf/incubator-linkis-website.git
commit 7ce1935783ff3b3a11391f330e50db6ba3f58371
Author: casionone <ca...@gmail.com>
AuthorDate: Tue Oct 12 13:15:53 2021 +0800
add docs image
---
.../add_an_EngineConn_flow_chart.png | Bin 0 -> 59893 bytes
.../docs/Architecture/EngineConn/engineconn-01.png | Bin 0 -> 157753 bytes
.../Gateway/gateway_server_dispatcher.png | Bin 0 -> 83743 bytes
.../Architecture/Gateway/gateway_server_global.png | Bin 0 -> 85272 bytes
.../docs/Architecture/Gateway/gatway_websocket.png | Bin 0 -> 37769 bytes
.../execution.png | Bin 0 -> 31078 bytes
.../orchestrate.png | Bin 0 -> 31095 bytes
.../overall.png | Bin 0 -> 231192 bytes
.../physical_tree.png | Bin 0 -> 79471 bytes
.../result_acquisition.png | Bin 0 -> 41007 bytes
.../submission.png | Bin 0 -> 12946 bytes
.../LabelManager/label_manager_builder.png | Bin 0 -> 62978 bytes
.../LabelManager/label_manager_global.png | Bin 0 -> 14988 bytes
.../LabelManager/label_manager_scorer.png | Bin 0 -> 72977 bytes
.../Linkis0.X-NewEngine-architecture.png | Bin 0 -> 244826 bytes
.../docs/Architecture/Linkis0.X-services-list.png | Bin 0 -> 66821 bytes
.../Linkis1.0-EngineConn-architecture.png | Bin 0 -> 157753 bytes
.../Linkis1.0-NewEngine-architecture.png | Bin 0 -> 26523 bytes
.../docs/Architecture/Linkis1.0-architecture.png | Bin 0 -> 212362 bytes
.../Linkis1.0-newEngine-initialization.png | Bin 0 -> 48313 bytes
.../docs/Architecture/Linkis1.0-services-list.png | Bin 0 -> 85890 bytes
.../Architecture/PublicEnhencementArchitecture.png | Bin 0 -> 47158 bytes
.../ContextService/linkis-contextservice-01.png | Bin 0 -> 22692 bytes
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src/assets/docs/Architecture/bml-02.png | Bin 0 -> 55227 bytes
.../Architecture/linkis-engineConnPlugin-01.png | Bin 0 -> 21864 bytes
src/assets/docs/Architecture/linkis-intro-01.png | Bin 0 -> 413878 bytes
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src/assets/docs/EngineUsage/jdbc-conf.png | Bin 0 -> 91609 bytes
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src/docs/deploy/distributed_zh.md | 2 +-
src/docs/deploy/linkis_en.md | 2 +-
src/docs/manual/ConsoleUserManual_en.md | 30 +++++++-------
src/docs/manual/ConsoleUserManual_zh.md | 30 +++++++-------
src/docs/manual/HowToUse_en.md | 6 +--
src/docs/manual/HowToUse_zh.md | 6 +--
src/pages/faq/faq_en.md | 44 ++++++++++-----------
src/pages/faq/faq_zh.md | 44 ++++++++++-----------
174 files changed, 82 insertions(+), 82 deletions(-)
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diff --git a/src/docs/deploy/distributed_zh.md b/src/docs/deploy/distributed_zh.md
index c863777..67e82d6 100644
--- a/src/docs/deploy/distributed_zh.md
+++ b/src/docs/deploy/distributed_zh.md
@@ -97,4 +97,4 @@ EUREKA_URL=http://$EUREKA_INSTALL_IP:$EUREKA_PORT/eureka/,http:/server1:port/eur
修改完之后启动微服务，从web端进入eureka注册界面，可以看到已经成功注册到eureka的微服务，并且DS
Replicas也会显示集群相邻的副本节点。
-
+
diff --git a/src/docs/deploy/linkis_en.md b/src/docs/deploy/linkis_en.md
index b74dbd9..7cfe807 100644
--- a/src/docs/deploy/linkis_en.md
+++ b/src/docs/deploy/linkis_en.md
@@ -242,5 +242,5 @@ If you have not specified EUREKA_INSTALL_IP and EUREKA_INSTALL_IP in config.sh,
As shown in the figure below, if all of the following micro-services are registered on theEureka, it means that they've started successfully and are able to work.
-
+
diff --git a/src/docs/manual/ConsoleUserManual_en.md b/src/docs/manual/ConsoleUserManual_en.md
index 1d6704e..a78ee77 100644
--- a/src/docs/manual/ConsoleUserManual_en.md
+++ b/src/docs/manual/ConsoleUserManual_en.md
@@ -34,20 +34,20 @@ Introduction to the functions and use of Computatoin Governance Console
Global history
--------
-> 
+> 
> The global history interface provides the user's own linkis task submission record. The execution status of each task can be displayed here, and the reason for the failure of task execution can also be queried by clicking the view button on the left side of the task
-> 
+> 
-> 
+> 
> For linkis computing management console administrators, the administrator can view the historical tasks of all users by clicking the switch administrator view on the page.
-> 
+> 
Resource management
@@ -55,7 +55,7 @@ Resource management
> In the resource management interface, the user can see the status of the engine currently started and the status of resource occupation, and can also stop the engine through the page.
-> 
+> 
Parameter configuration
@@ -63,17 +63,17 @@ Parameter configuration
> The parameter configuration interface provides the function of user-defined parameter management. The user can manage the related configuration of the engine in this interface, and the administrator can add application types and engines here.
-> 
+> 
> The user can expand all the configuration information in the directory by clicking on the application type at the top and then select the engine type in the application, modify the configuration information and click "Save" to take effect.
> Edit catalog and new application types are only visible to the administrator. Click the edit button to delete the existing application and engine configuration (note! Deleting the application directly will delete all engine configurations under the application and cannot be restored), or add an engine, or click "New Application" to add a new application type.
-> 
+> 
-> 
+> 
Global variable
@@ -81,7 +81,7 @@ Global variable
> In the global variable interface, users can customize variables for code writing, just click the edit button to add parameters.
-> 
+> 
ECM management
@@ -89,19 +89,19 @@ ECM management
> The ECM management interface is used by the administrator to manage the ECM and all engines. This interface can view the status information of the ECM, modify the ECM label information, modify the ECM status information, and query all engine information under each ECM. And only the administrator can see, the administrator's configuration method can be viewed in the second chapter of this article.
-> 
+> 
> Click the edit button to edit the label information of the ECM (only part of the labels are allowed to be edited) and modify the status of the ECM.
-> 
+> 
> Click the instance name of the ECM to view all engine information under the ECM.
-> 
+> 
-> 
+> 
> Similarly, you can stop the engine on this interface, and edit the label information of the engine.
@@ -110,9 +110,9 @@ Microservice management
> The microservice management interface can view all microservice information under Linkis, and this interface is only visible to the administrator. Linkis's own microservices can be viewed by clicking on the Eureka registration center. The microservices associated with linkis will be listed directly on this interface.
-> 
+> 
-> 
+> 
common problem
--------
diff --git a/src/docs/manual/ConsoleUserManual_zh.md b/src/docs/manual/ConsoleUserManual_zh.md
index 5f5b764..b4671f2 100644
--- a/src/docs/manual/ConsoleUserManual_zh.md
+++ b/src/docs/manual/ConsoleUserManual_zh.md
@@ -34,20 +34,20 @@
全局历史
--------
-> 
+> 
> 全局历史界面提供了用户自身的linkis任务提交记录，各个任务的执行状态都可以在此显示，任务执行的失败原因也可以点击任务左侧的查看按钮查询
-> 
+> 
-> 
+> 
> 对于linkis计算治理台管理员来说，管理员可以通过点击页面的切换管理员视图查看所有用户的历史任务。
-> 
+> 
资源管理
@@ -55,7 +55,7 @@
> 在资源管理界面，用户可以看到自己当前启动的引擎状态，以及占用资源的情况，也能够通过页面停止引擎。
-> 
+> 
参数配置
@@ -63,17 +63,17 @@
> 参数配置界面提供了用户自定义参数管理的功能，用户可以在该界面管理引擎的相关配置，管理员还能在这里新增应用类型和引擎。
-> 
+> 
> 用户通过点击上方的应用类型，接着选择应用中拥有的引擎类型，即可展开该目录下的所有配置信息，修改配置信息点击保存即可生效。
> 编辑目录和新增应用类型仅管理员可见，点击编辑按钮可以删除已有的应用和引擎配置（注意！直接删除应用会删除该应用下所有的引擎配置，并且不可恢复），或者添加引擎，点击新增应用可以添加应用类型。
-> 
+> 
-> 
+> 
全局变量
@@ -81,7 +81,7 @@
> 全局变量界面用户可以自定义变量用于代码编写，点击编辑按钮新增参数即可。
-> 
+> 
ECM管理
@@ -89,19 +89,19 @@ ECM管理
> ECM管理界面是用于管理员管理ECM和所有引擎的地方，该界面可以查看到ECM的状态信息、修改ECM标签信息、修改ECM状态信息以及查询各个ECM下的所有引擎信息。且仅管理员可见，管理员的配置方式可以在本文章第二大章节查看。
-> 
+> 
> 点击编辑按钮，可以编辑ECM的标签信息（仅允许编辑部分标签），以及修改ECM的状态。
-> 
+> 
> 点击ECM的实例名称，可以查看该ECM下所有的引擎信息。
-> 
+> 
-> 
+> 
> 同样地，可以在该界面停止引擎，并且可以编辑引擎的标签信息。
@@ -110,9 +110,9 @@ ECM管理
> 微服务管理界面可以查看Linkis下的所有微服务信息，该界面也仅允许管理员可见。linkis自身的微服务可以点击Eureka注册中心查看，与linkis关联的微服务会直接在该界面列出。
-> 
+> 
-> 
+> 
常见问题
--------
diff --git a/src/docs/manual/HowToUse_en.md b/src/docs/manual/HowToUse_en.md
index 2b1172e..f450297 100644
--- a/src/docs/manual/HowToUse_en.md
+++ b/src/docs/manual/HowToUse_en.md
@@ -16,14 +16,14 @@
## 2.1. Use Scriptis to execute scripts
Currently Scriptis supports submitting a variety of task types to Linkis, including Spark SQL, Hive SQL, Scala, PythonSpark, etc. In order to meet the needs of data analysis, the left side of Scriptis, Provides viewing user workspace information, user database and table information, user-defined functions, and HDFS directories. It also supports uploading and downloading, result set exporting and other functions. Scriptis is very simple to u [...]
-
+
## 2.2. Scriptis Management Console
Linkis provides an interface for resource configuration and management. If you want to configure and manage task resources, you can set it on the Scriptis management console interface, including queue settings and resource configuration , The number of engine instances, etc. Through the management console, you can easily configure the resources for submitting tasks to Linkis, making it more convenient and faster.
-
+
## 3. DataSphere Studio uses Linkis
[**DataSphere Studio**](https://github.com/WeBankFinTech/DataSphereStudio), referred to as DSS, is an open source part of WeBank’s big data platform Station-type data analysis and processing platform, the DSS interactive analysis module integrates Scriptis. Using DSS for interactive analysis is the same as Scriptis. In addition to providing the basic functions of Scriptis, DSS provides and integrates richer and more powerful data analysis f [...]
-
+
diff --git a/src/docs/manual/HowToUse_zh.md b/src/docs/manual/HowToUse_zh.md
index dcdb96b..9bbc435 100644
--- a/src/docs/manual/HowToUse_zh.md
+++ b/src/docs/manual/HowToUse_zh.md
@@ -10,11 +10,11 @@
如果需要使用Linkis完成交互式在线分析处理的工作，并且不需要诸如工作流开发、工作流调度、数据服务等数据分析应用工具，可以单独安装[**Scriptis**](https://github.com/WeBankFinTech/Scriptis)，详细安装教程可参考其对应的安装部署文档。
## 2.1. 使用Scriptis执行脚本
目前Scriptis支持向Linkis提交多种任务类型，包括Spark SQL、Hive SQL、Scala、PythonSpark等，为了满足数据分析的需求，Scriptis左侧，提供查看用户工作空间信息、用户数据库和表信息、用户自定义函数，以及HDFS目录，同时支持上传下载，结果集导出等功能。Scriptis使用Linkis十分简单，可以很方便的在编辑栏书写脚本，提交到Linkis运行。
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## 2.2. Scriptis管理台
Linkis提供资源配置和管理的接口，如果希望对任务资源进行配置管理，可以在Scriptis的管理台界面进行设置，包括队列设置、资源配置、引擎实例个数等。通过管理台，可以很方便的配置向Linkis提交任务的资源，使得更加方便快捷。
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## 3. DataSphere Studio使用Linkis
[**DataSphere Studio**](https://github.com/WeBankFinTech/DataSphereStudio)简称DSS，是微众银行大数据平台开源的一站式数据分析处理平台，DSS交互式分析模块集成了Scriptis，使用DSS进行交互式分析和Scriptis一样，除了提供Scriptis的基本功能外，DSS提供和集成了更加丰富和强大的数据分析功能，包括用于数据提取的数据服务、开发报表的工作流、可视化分析软件Visualis等。由于原生的支持，目前DSS是与Linkis集成度最高的软件，如果希望使用完整的Linkis功能，建议使用DSS搭配Linkis一起使用。
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diff --git a/src/pages/faq/faq_en.md b/src/pages/faq/faq_en.md
index d2616c2..8beb0d7 100644
--- a/src/pages/faq/faq_en.md
+++ b/src/pages/faq/faq_en.md
@@ -12,7 +12,7 @@ Solution: jetty-servlet and jetty-security versions need to be upgraded from 9.3
Specific exception stack:
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Solution: jar package conflict, delete asm-5.0.4.jar;
@@ -20,64 +20,64 @@ Solution: jar package conflict, delete asm-5.0.4.jar;
Specific exception stack:
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Solution: caused by the Linkis-datasource configuration problem, modify the three parameters at the beginning of linkis.properties hive.meta:
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#### Q4. When starting the microservice linkis-ps-datasource, the following exception ClassNotFoundException HttpClient is reported:
Specific exception stack:
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Solution: There is a problem with linkis-metadata-dev-1.0.0.jar compiled in 1.0, and it needs to be recompiled and packaged.
#### Q5. Click scriptis-database, no data is returned, the phenomenon is as follows:
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Solution: The reason is that hive is not authorized to Hadoop users. The authorization data is as follows:
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#### Q6, shell engine scheduling execution, the page reports Insufficient resource, requesting available engine timeout, eneningeconnmanager linkis.out, and the following error is reported:
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Solution: The reason Hadoop did not create /appcom/tmp/hadoop/workDir. Create it in advance through the root user, and then authorize the Hadoop user.
#### Q7. When the shell engine is scheduled for execution, the engine execution directory reports the following error /bin/java: No such file or directory:
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Solution: There is a problem with the local java environment variables, and you need to make a symbolic link to the java command.
#### Q8, hive engine scheduling, the following error is reported EngineConnPluginNotFoundException:errorCode:70063
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Solution: It is caused by not modifying the version of the corresponding engine during installation, so the engine type inserted into the db by default is the default version, and the compiled version is not caused by the default version. Specific modification steps: cd /appcom/Install/dss-linkis/linkis/lib/linkis-engineconn-plugins/, modify the v2.1.1 directory name in the dist directory to v1.2.1 modify the subdirectory name in the plugin directory 2.1. 1 is 1.2.1 of the default versio [...]
#### Q9. After the linkis microservice is started, the following error is reported: Load balancer does not have available server for client:
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Solution: This is because the linkis microservice has just started and the registration has not been completed. Wait for 1~2 minutes and try again.
#### Q10. When the hive engine is scheduled for execution, the following error is reported: operation failed NullPointerException:
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Solution: The server lacks environment variables, add export HIVE_CONF_DIR=/etc/hive/conf in /etc/profile;
#### Q11. When hive engine is scheduled, the error log of engineConnManager is as follows method did not exist: SessionHandler:
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Solution: Under the hive engine lib, the jetty jar package conflicts, replace jetty-security and jetty-server with 9.4.20;
@@ -156,11 +156,11 @@ Solution: The reason is that there is a corresponding relationship between the v
#### Q15. When the python engine is scheduled, the following error is reported: Python proces is not alive:
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Solution: The server installed the anaconda3 package manager. After debugging python, two problems were found: (1) lack of pandas and matplotlib modules, which need to be installed manually; (2) when the new version of the python engine is executed, it depends on the higher version of python, first install python3, Next, make a symbolic link (as shown in the figure below) and restart the engineplugin service.
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#### Q16. When the spark engine is executed, the following error NoClassDefFoundError: org/apache/hadoop/hive/ql/io/orc/OrcFile is reported:
@@ -212,7 +212,7 @@ Solution: cdh6.3.2 cluster spark engine classpath only has /opt/cloudera/parcels
#### Q17. When the spark engine starts, it reports queue default is not exists in YARN, the specific information is as follows:
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Solution: When the 1.0 linkis-resource-manager-dev-1.0.0.jar pulls queue information, there is a compatibility problem in parsing json. After the official classmates optimize it, re-provide a new package. The jar package path: /appcom/Install/dss- linkis/linkis/lib/linkis-computation-governance/linkis-cg-linkismanager/.
@@ -220,35 +220,35 @@ Solution: When the 1.0 linkis-resource-manager-dev-1.0.0.jar pulls queue informa
Solution: To migrate the address configuration of yarn to the DB configuration, the following configuration needs to be added:
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#### Q19. When the spark engine is scheduled, it can be executed successfully for the first time, and if executed again, it will report Spark application sc has already stopped, please restart it. The specific errors are as follows:
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Solution: The background is that the architecture of the linkis1.0 engine has been adjusted. After the spark session is created, in order to avoid overhead and improve execution efficiency, the session is reused. When we execute spark.scala for the first time, there is spark.stop() in our script. This command will cause the newly created session to be closed. When executed again, it will prompt that the session is closed, please restart it. Solution: first remove stop() from all scripts, [...]
#### Q20, pythonspark scheduling execution, error: initialize python executor failed ClassNotFoundException org.slf4j.impl.StaticLoggerBinder, as follows:
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Solution: The reason is that the spark server lacks slf4j-log4j12-1.7.25.jar, copy the above jar and report to /opt/cloudera/parcels/CDH-6.3.2-1.cdh6.3.2.p0.1605554/lib/spark/jars .
#### Q21, pythonspark scheduling execution, error: initialize python executor failed, submit-version error, as follows:
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Solution: The reason is that the linkis1.0 pythonSpark engine has a bug in obtaining the spark version code. The fix is as follows:
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#### Q22. When pythonspark is scheduled to execute, it reports TypeError: an integer is required (got type bytes) (executed separately from the command to pull up the engine), the details are as follows:
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Solution: The reason is that the system spark and python versions are not compatible, python is 3.8, spark is 2.4.0-cdh6.3.2, spark requires python version<=3.6, reduce python to 3.6, comment file /opt/cloudera/parcels/CDH/ The following lines of lib/spark/python/lib/pyspark.zip/pyspark/context.py:
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#### Q23, spark engine is 2.4.0+cdh6.3.2, python engine was previously lacking pandas, matplotlib upgraded local python to 3.8, but spark does not support python3.8, only supports below 3.6;
diff --git a/src/pages/faq/faq_zh.md b/src/pages/faq/faq_zh.md
index d09f5b3..7d65012 100644
--- a/src/pages/faq/faq_zh.md
+++ b/src/pages/faq/faq_zh.md
@@ -14,7 +14,7 @@ at org.eclipse.jetty.servlet.ServletContextHandler\$Context.getSessionCookieConf
具体异常栈：
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解法:jar包冲突，删除asm-5.0.4.jar;
@@ -22,64 +22,64 @@ at org.eclipse.jetty.servlet.ServletContextHandler\$Context.getSessionCookieConf
具体异常栈：
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解法：Linkis-datasource 配置问题导致的，修改linkis.properties hive.meta开头的三个参数：
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#### Q4、启动微服务linkis-ps-datasource时，报如下异常ClassNotFoundException HttpClient：
具体异常栈：
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解法：1.0编译的linkis-metadata-dev-1.0.0.jar存在问题，需要重新编译打包。
#### Q5、点击scriptis-数据库，不返回数据，现象如下：
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解法：原因hive未授权给hadoop用户，授权数据如下：
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#### Q6、shell引擎调度执行,页面报 Insufficient resource , requesting available engine timeout，eningeconnmanager的linkis.out，报如下错误：
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解法：原因hadoop没有创建/appcom/tmp/hadoop/workDir,通过root用户提前创建，然后给hadoop用户授权即可。
#### Q7、shell引擎调度执行时，引擎执行目录报如下错误/bin/java:No such file or directory：
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解法：本地java的环境变量有问题，需要对java命令做下符号链接。
#### Q8、hive引擎调度时，报如下错误EngineConnPluginNotFoundException:errorCode:70063
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解法：安装的时候没有修改对应引擎的Version导致，所以默认插入到db里面的引擎类型为默认版本，而编译出来的版本不是默认版本导致。具体修改步骤：cd /appcom/Install/dss-linkis/linkis/lib/linkis-engineconn-plugins/，修改dist目录下的v2.1.1 目录名 修改为v1.2.1 修改plugin目录下的子目录名2.1.1 为默认版本的1.2.1。如果是Spark需要相应修改dist/v2.4.3 和plugin/2.4.3。最后重启engineplugin服务。
#### Q9、linkis微服务启动后，报如下错误Load balancer does not have available server for client：
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解法：这个是因为linkis微服务刚启动，还未完成注册，等待1~2分钟，重试即可。
#### Q10、hive引擎调度执行时，报错如下opertion failed NullPointerException：
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解法：服务器缺少环境变量，/etc/profile增加export HIVE_CONF_DIR=/etc/hive/conf;
#### Q11、hive引擎调度时，engineConnManager的错误日志如下method did not exist:SessionHandler：
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解法：hive引擎lib下，jetty jar包冲突，jetty-security、 jetty-server替换为9.4.20；
@@ -158,11 +158,11 @@ at java.lang.ClassLoader.loadClass(ClassLoader.java:357) ~[?:1.8.0_181]
#### Q15、python引擎调度时，报如下错误Python proces is not alive：
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解法：服务器安装anaconda3 包管理器，经过对python调试，发现两个问题：（1）缺乏pandas、matplotlib模块，需要手动安装;(2)新版python引擎执行时，依赖python高版本，首先安装python3，其次做下符号链接（如下图），重启engineplugin服务。
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#### Q16、spark引擎执行时，报如下错误NoClassDefFoundError: org/apache/hadoop/hive/ql/io/orc/OrcFile：
@@ -214,7 +214,7 @@ at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
#### Q17、spark引擎启动时，报queue default is not exists in YARN,具体信息如下：
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解法：1.0的linkis-resource-manager-dev-1.0.0.jar拉取队列信息时，解析json有兼容问题，官方同学优化后，重新提供新包，jar包路径：/appcom/Install/dss-linkis/linkis/lib/linkis-computation-governance/linkis-cg-linkismanager/。
@@ -222,35 +222,35 @@ at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
解法：yarn的地址配置迁移DB配置，需要增加如下配置：
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#### Q19、spark引擎调度时，首次可以执行成功，再次执行报Spark application sc has already stopped, please restart it，具体错误如下：
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解法：背景是linkis1.0引擎的架构体系有调整，spark session 创建后，为了避免开销、提升执行效率，session是复用的。当我们第一次执行spark.scala时，我们的脚本存在spark.stop()，这个命令会导致新创建的会话被关闭，当再次执行时，会提示会话已关闭，请重启。解决办法：首先所有脚本去掉stop(),其次是执行顺序：先执行default.sql，再执行scalaspark、pythonspark即可。
#### Q20、pythonspark调度执行，报错：initialize python executor failed ClassNotFoundException org.slf4j.impl.StaticLoggerBinder，具体如下：
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解法：原因是spark服务端缺少 slf4j-log4j12-1.7.25.jar,copy上述jar报到/opt/cloudera/parcels/CDH-6.3.2-1.cdh6.3.2.p0.1605554/lib/spark/jars。
#### Q21、pythonspark调度执行，报错：initialize python executor failed，submit-version error，具体如下：
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解法：原因是linkis1.0 pythonSpark引擎获取spark版本代码有bug，修复如下：
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#### Q22、pythonspark调度执行时，报TypeError:an integer is required(got type bytes)(单独执行拉起引擎的命令跑出的)，具体如下：
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解法：原因是系统spark和python版本不兼容，python是3.8，spark是2.4.0-cdh6.3.2,spark要求python version<=3.6，降低python至3.6，注释文件/opt/cloudera/parcels/CDH/lib/spark/python/lib/pyspark.zip/pyspark/context.py如下几行：
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#### Q23、spark引擎是2.4.0+cdh6.3.2，python引擎之前因为缺少pandas、matplotlib升级的本地python到3.8，但是spark还不支持python3.8，仅支持3.6以下；
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