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数据集成工具:Talend:Talend数据集成性能优化与监控1理解Talend数据集成1.1Talend数据集成概述Talend数据集成是一个强大的企业级数据整合平台,它提供了全面的数据集成解决方案,包括数据清洗、数据转换、数据加载等关键功能。Talend通过其图形化的开发环境,使得数据工程师能够直观地设计和执行复杂的数据处理流程。它支持多种数据源,如关系数据库、NoSQL数据库、云存储、大数据平台等,使得数据集成工作更加灵活和高效。1.1.1示例:使用Talend进行数据清洗假设我们有一个包含客户信息的CSV文件,其中存在一些数据质量问题,如重复记录、缺失值等。我们可以使用Talend的数据清洗组件来处理这些问题。//TalendJobStart
tStart_1.process();
//读取CSV文件
tFileInputDelimited_1=newtFileInputDelimited("tFileInputDelimited_1");
tFileInputDelimited_1.setFileName("input.csv");
tFileInputDelimited_1.setFieldsDelimitedBy(",");
tFileInputDelimited_1.setFirstLineHeader(true);
tFileInputDelimited_1.setKeepOriginalValue(false);
tFileInputDelimited_1.setCharset("UTF-8");
tFileInputDelimited_1.setIgnoreEmptyLine(true);
tFileInputDelimited_1.setIgnoreSpace(true);
tFileInputDelimited_1.setKeepOriginalColumnOrder(true);
tFileInputDelimited_1.setTrimWhitespace(true);
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRowNumber(false);
tFileInputDelimited_1.setUseMapVar(false);
tFileInputDelimited_1.setMapVarName("mapVar");
tFileInputDelimited_1.setUseRow
#性能优化策略
##优化Talend作业设计
在设计Talend作业时,优化策略是关键,它直接影响到数据处理的效率和资源的消耗。以下是一些核心原则:
###1.**并行处理**
-**原理**:Talend支持并行处理,通过合理分配任务,可以显著提高作业的执行速度。
-**内容**:在作业设计中,可以将可以独立执行的任务设置为并行执行,例如,数据清洗和数据转换可以并行进行。
###2.**数据分区**
-**原理**:数据分区可以减少数据处理时的I/O操作,提高读写速度。
-**内容**:在处理大数据集时,可以使用Talend的分区组件,如`tMap`中的分区策略,将数据集分割成更小的部分进行处理。
###3.**组件优化**
-**原理**:选择正确的组件和配置参数可以减少不必要的数据处理步骤,提高效率。
-**内容**:例如,使用`tFilter`组件代替`tMap`中的过滤逻辑,可以减少数据的复制和处理时间。
###4.**缓存策略**
-**原理**:缓存可以减少对数据源的重复访问,提高数据读取速度。
-**内容**:在频繁访问相同数据源的场景下,可以启用缓存功能,如`tCache`组件,以存储和重用数据。
###5.**数据流优化**
-**原理**:优化数据流可以减少数据在组件之间的传输时间。
-**内容**:通过调整组件之间的连接方式,如使用直接连接而非队列连接,可以减少数据传输的延迟。
###代码示例:使用并行处理和数据分区
```java
//TalendtJob组件配置示例
tJob_1=newtJob(this);
{
tJob_1.setRunAsJob(true);
tJob_1.setRestartable(true);
tJob_1.setJobRepositoryPath("/MyProject/MyJob");
tJob_1.setJobVersion("1.0");
tJob_1.setJobLabel("MyParallelandPartitionedJob");
tJob_1.setJobDescription("Thisjobdemonstratesparallelprocessinganddatapartitioning.");
tJob_1.setJobType("BATCH");
tJob_1.setJobLanguage("JAVA");
tJob_1.setJobLevel("JOB");
tJob_1.setJobExecutionMode("SEQUENTIAL");
tJob_1.setJobExecutionEngine("LOCAL");
tJob_1.setJobExecutionEngineVersion("6.1.1");
tJob_1.setJobExecutionEngineType("TOS");
tJob_1.setJobExecutionEngineFamily("TOS");
tJob_1.setJobExecutionEngineFamilyVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionType("TOS");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersion("6.1.1");
tJob_1.setJobExecutionEngineFamilyVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVersionTypeVe
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