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數(shù)據(jù)集成工具：Talend：Talend數(shù)據(jù)集成性能優(yōu)化與監(jiān)控1理解Talend數(shù)據(jù)集成1.1Talend數(shù)據(jù)集成概述Talend數(shù)據(jù)集成是一個(gè)強(qiáng)大的企業(yè)級(jí)數(shù)據(jù)整合平臺(tái)，它提供了全面的數(shù)據(jù)集成解決方案，包括數(shù)據(jù)清洗、數(shù)據(jù)轉(zhuǎn)換、數(shù)據(jù)加載等關(guān)鍵功能。Talend通過(guò)其圖形化的開(kāi)發(fā)環(huán)境，使得數(shù)據(jù)工程師能夠直觀地設(shè)計(jì)和執(zhí)行復(fù)雜的數(shù)據(jù)處理流程。它支持多種數(shù)據(jù)源，如關(guān)系數(shù)據(jù)庫(kù)、NoSQL數(shù)據(jù)庫(kù)、云存儲(chǔ)、大數(shù)據(jù)平臺(tái)等，使得數(shù)據(jù)集成工作更加靈活和高效。1.1.1示例：使用Talend進(jìn)行數(shù)據(jù)清洗假設(shè)我們有一個(gè)包含客戶信息的CSV文件，其中存在一些數(shù)據(jù)質(zhì)量問(wèn)題，如重復(fù)記錄、缺失值等。我們可以使用Talend的數(shù)據(jù)清洗組件來(lái)處理這些問(wèn)題。//TalendJobStart
tStart_1.process();
//讀取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
#性能優(yōu)化策略
##優(yōu)化Talend作業(yè)設(shè)計(jì)
在設(shè)計(jì)Talend作業(yè)時(shí)，優(yōu)化策略是關(guān)鍵，它直接影響到數(shù)據(jù)處理的效率和資源的消耗。以下是一些核心原則：
###1.**并行處理**
-**原理**：Talend支持并行處理，通過(guò)合理分配任務(wù)，可以顯著提高作業(yè)的執(zhí)行速度。
-**內(nèi)容**：在作業(yè)設(shè)計(jì)中，可以將可以獨(dú)立執(zhí)行的任務(wù)設(shè)置為并行執(zhí)行，例如，數(shù)據(jù)清洗和數(shù)據(jù)轉(zhuǎn)換可以并行進(jìn)行。
###2.**數(shù)據(jù)分區(qū)**
-**原理**：數(shù)據(jù)分區(qū)可以減少數(shù)據(jù)處理時(shí)的I/O操作，提高讀寫(xiě)速度。
-**內(nèi)容**：在處理大數(shù)據(jù)集時(shí)，可以使用Talend的分區(qū)組件，如`tMap`中的分區(qū)策略，將數(shù)據(jù)集分割成更小的部分進(jìn)行處理。
###3.**組件優(yōu)化**
-**原理**：選擇正確的組件和配置參數(shù)可以減少不必要的數(shù)據(jù)處理步驟，提高效率。
-**內(nèi)容**：例如，使用`tFilter`組件代替`tMap`中的過(guò)濾邏輯，可以減少數(shù)據(jù)的復(fù)制和處理時(shí)間。
###4.**緩存策略**
-**原理**：緩存可以減少對(duì)數(shù)據(jù)源的重復(fù)訪問(wèn)，提高數(shù)據(jù)讀取速度。
-**內(nèi)容**：在頻繁訪問(wèn)相同數(shù)據(jù)源的場(chǎng)景下，可以啟用緩存功能，如`tCache`組件，以存儲(chǔ)和重用數(shù)據(jù)。
###5.**數(shù)據(jù)流優(yōu)化**
-**原理**：優(yōu)化數(shù)據(jù)流可以減少數(shù)據(jù)在組件之間的傳輸時(shí)間。
-**內(nèi)容**：通過(guò)調(diào)整組件之間的連接方式，如使用直接連接而非隊(duì)列連接，可以減少數(shù)據(jù)傳輸?shù)难舆t。
###代碼示例：使用并行處理和數(shù)據(jù)分區(qū)
```java
//TalendtJob組件配置示例
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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