6-华为云-05 综合实验三:离线分析.zip
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6-华为云-05 综合实验三:离线分析.zip <link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/css/base.min.css" rel="stylesheet"/><link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/css/fancy.min.css" rel="stylesheet"/><link href="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/raw.css" rel="stylesheet"/><div id="sidebar" style="display: none"><div id="outline"></div></div><div class="pf w0 h0" data-page-no="1" id="pf1"><div class="pc pc1 w0 h0"><img alt="" class="bi x0 y0 w1 h1" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/bg1.jpg"/><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">大数据离线分析</div><div class="t m0 x2 h2 y2 ff1 fs0 fc0 sc0 ls0 ws0">实验手册</div><div class="t m0 x3 h3 y3 ff1 fs1 fc0 sc0 ls0 ws0">华为技术有限公司</div></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div><div id="pf2" class="pf w0 h0" data-page-no="2"><div class="pc pc2 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/bg2.jpg"><div class="c x4 y4 w2 h4"><div class="t m0 x5 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">大数据离线分析实验手册</div></div><div class="c x6 y4 w3 h4"><div class="t m0 x7 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">第<span class="_ _0"> </span><span class="ff2">1<span class="_ _0"> </span></span>页</div></div><div class="t m0 x8 h6 y6 ff3 fs3 fc0 sc1 ls0 ws0">目录</div><div class="t m0 x9 h7 y7 ff4 fs4 fc0 sc0 ls0 ws0">1 <span class="_ _1"> </span><span class="ff3 sc1">离线分析实验介绍<span class="_ _2"> </span></span>...............................................................................3</div><div class="t m0 x9 h8 y8 ff2 fs5 fc0 sc0 ls0 ws0">1.1 <span class="_ _1"> </span><span class="ff1">场景说明<span class="_ _3"></span></span>..................................................................................................................................3</div><div class="t m0 x9 h8 y9 ff2 fs5 fc0 sc0 ls0 ws0">1.2 <span class="_ _1"> </span><span class="ff1">实验介绍<span class="_ _3"></span></span>..................................................................................................................................3</div><div class="t m0 x9 h8 ya ff2 fs5 fc0 sc0 ls0 ws0">1.3 <span class="_ _1"> </span><span class="ff1">实验数据解释<span class="_ _4"> </span></span>...........................................................................................................................4</div><div class="t m0 x9 h8 yb ff2 fs5 fc0 sc0 ls0 ws0">1.3.1 <span class="_ _1"> </span><span class="ff1">事件日志数据基本格式<span class="_ _5"></span></span>............................................................................................................4</div><div class="t m0 x9 h8 yc ff2 fs5 fc0 sc0 ls0 ws0">1.3.2 <span class="_ _1"> </span><span class="ff1">商品点击<span class="_ _3"></span></span>...............................................................................................................................4</div><div class="t m0 x9 h8 yd ff2 fs5 fc0 sc0 ls0 ws0">1.3.3 <span class="_ _1"> </span><span class="ff1">商品详情<span class="_ _3"></span></span>...............................................................................................................................5</div><div class="t m0 x9 h8 ye ff2 fs5 fc0 sc0 ls0 ws0">1.3.4 <span class="_ _1"> </span><span class="ff1">商品收藏<span class="_ _3"></span></span>...............................................................................................................................6</div><div class="t m0 x9 h8 yf ff2 fs5 fc0 sc0 ls0 ws0">1.3.5 <span class="_ _1"> </span><span class="ff1">商品评论<span class="_ _3"></span></span>...............................................................................................................................6</div><div class="t m0 x9 h8 y10 ff2 fs5 fc0 sc0 ls0 ws0">1.3.6 <span class="_ _1"> </span><span class="ff1">启动日志数据基本格式<span class="_ _5"></span></span>............................................................................................................7</div><div class="t m0 x9 h8 y11 ff2 fs5 fc0 sc0 ls0 ws0">1.3.7 <span class="_ _1"> </span><span class="ff1">启动事件<span class="_ _3"></span></span>...............................................................................................................................8</div><div class="t m0 x9 h8 y12 ff2 fs5 fc0 sc0 ls0 ws0">1.3.8 <span class="_ _1"> </span><span class="ff1">数据库表及字段解释<span class="_ _1"> </span></span>...............................................................................................................8</div><div class="t m0 x9 h7 y13 ff4 fs4 fc0 sc0 ls0 ws0">2 <span class="_ _1"> </span><span class="ff3 sc1">实验环境搭建<span class="_ _6"> </span></span>..................................................................................10</div><div class="t m0 x9 h8 y14 ff2 fs5 fc0 sc0 ls0 ws0">2.1 <span class="_ _1"> </span><span class="ff1">实验介绍<span class="_ _3"></span></span>................................................................................................................................10</div><div class="t m0 x9 h8 y15 ff2 fs5 fc0 sc0 ls0 ws0">2.2 <span class="_ _1"> </span><span class="ff1">华为云资源开通<span class="_ _2"> </span></span>......................................................................................................................10</div><div class="t m0 x9 h8 y16 ff2 fs5 fc0 sc0 ls0 ws0">2.2.1 <span class="_ _1"> </span><span class="ff1">登录华为云控制台<span class="_ _0"> </span></span>................................................................................................................10</div><div class="t m0 x9 h8 y17 ff2 fs5 fc0 sc0 ls0 ws0">2.2.2 <span class="_ _1"> </span><span class="ff1">申请弹性公网<span class="_ _0"> </span></span>IP<span class="_ _5"> </span>...................................................................................................................12</div><div class="t m0 x9 h8 y18 ff2 fs5 fc0 sc0 ls0 ws0">2.2.3 <span class="_ _1"> </span><span class="ff1">开通<span class="_ _0"> </span></span>MRS<span class="_ _2"> </span><span class="ff1">集群<span class="_ _2"> </span></span>....................................................................................................................14</div><div class="t m0 x9 h8 y19 ff2 fs5 fc0 sc0 ls0 ws0">2.2.4 <span class="_ _1"> </span><span class="ff1">开通并配置<span class="_ _0"> </span></span>RDS<span class="_ _2"> </span>..................................................................................................................21</div><div class="t m0 x9 h8 y1a ff2 fs5 fc0 sc0 ls0 ws0">2.2.5 <span class="_ _1"> </span><span class="ff1">开通<span class="_ _0"> </span></span>O<span class="_ _7"></span>BS<span class="_ _0"> </span><span class="ff1">服务<span class="_ _7"></span></span>.....................................................................................................................26</div><div class="t m0 x9 h7 y1b ff4 fs4 fc0 sc0 ls0 ws0">3 <span class="_ _1"> </span><span class="ff3 sc1">大数据离线分析开发<span class="_ _7"></span></span>...........................................................................28</div><div class="t m0 x9 h8 y1c ff2 fs5 fc0 sc0 ls0 ws0">3.1 <span class="_ _1"> </span><span class="ff1">实验介绍<span class="_ _3"></span></span>................................................................................................................................28</div><div class="t m0 x9 h8 y1d ff2 fs5 fc0 sc0 ls0 ws0">3.1.1 <span class="_ _1"> </span><span class="ff1">关于本实验<span class="_ _7"></span></span>..........................................................................................................................28</div><div class="t m0 x9 h8 y1e ff2 fs5 fc0 sc0 ls0 ws0">3.1.2 <span class="_ _1"> </span><span class="ff1">实验目的<span class="_ _3"></span></span>.............................................................................................................................28</div><div class="t m0 x9 h8 y1f ff2 fs5 fc0 sc0 ls0 ws0">3.1.3 <span class="_ _1"> </span><span class="ff1">实验规划<span class="_ _3"></span></span>.............................................................................................................................28</div><div class="t m0 x9 h8 y20 ff2 fs5 fc0 sc0 ls0 ws0">3.2 <span class="_ _1"> </span><span class="ff1">实验流程<span class="_ _3"></span></span>................................................................................................................................28</div><div class="t m0 x9 h8 y21 ff2 fs5 fc0 sc0 ls0 ws0">3.3 <span class="_ _1"> </span><span class="ff1">分析逻辑<span class="_ _3"></span></span>................................................................................................................................29</div><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div><div id="pf3" class="pf w0 h0" data-page-no="3"><div class="pc pc3 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/bg3.jpg"><div class="c x4 y4 w2 h4"><div class="t m0 x5 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">大数据离线分析实验手册</div></div><div class="c x6 y4 w3 h4"><div class="t m0 x7 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">第<span class="_ _0"> </span><span class="ff2">2<span class="_ _0"> </span></span>页</div></div><div class="t m0 x9 h8 y22 ff2 fs5 fc0 sc0 ls0 ws0">3.4 <span class="_ _1"> </span><span class="ff1">实验步骤概览<span class="_ _4"> </span></span>.........................................................................................................................30</div><div class="t m0 x9 h8 y23 ff2 fs5 fc0 sc0 ls0 ws0">3.5 <span class="_ _1"> </span><span class="ff1">实验步骤<span class="_ _3"></span></span>................................................................................................................................30</div><div class="t m0 x9 h8 y24 ff2 fs5 fc0 sc0 ls0 ws0">3.5.1 <span class="_ _1"> </span><span class="ff1">日志数据准备<span class="_ _4"> </span></span>......................................................................................................................30</div><div class="t m0 x9 h8 y25 ff2 fs5 fc0 sc0 ls0 ws0">3.5.2 <span class="_ _1"> </span><span class="ff1">业务数据准备<span class="_ _4"> </span></span>......................................................................................................................35</div><div class="t m0 x9 h8 y26 ff2 fs5 fc0 sc0 ls0 ws0">3.5.3 <span class="_ _1"> </span><span class="ff1">日志数据分层统计<span class="_ _0"> </span></span>................................................................................................................39</div><div class="t m0 x9 h8 y27 ff2 fs5 fc0 sc0 ls0 ws0">3.5.4 <span class="_ _1"> </span><span class="ff1">业务数据库数据分层统计<span class="_ _3"></span></span>.......................................................................................................65</div><div class="t m0 x9 h8 y28 ff2 fs5 fc0 sc0 ls0 ws0">3.5.5 <span class="_ _1"> </span><span class="ff1">业务宽表<span class="_ _3"></span></span>.............................................................................................................................80</div><div class="t m0 x9 h8 y29 ff2 fs5 fc0 sc0 ls0 ws0">3.5.6 ADS<span class="_ _0"> </span><span class="ff1">层结果统计<span class="_ _5"></span></span>...................................................................................................................83</div><div class="t m0 x9 h8 y2a ff2 fs5 fc0 sc0 ls0 ws0">3.5.7 <span class="_ _1"> </span><span class="ff1">数仓结果数据导出到关系型数据库<span class="_ _0"> </span></span>..........................................................................................87</div><div class="t m0 x9 h8 y2b ff2 fs5 fc0 sc0 ls0 ws0">3.5.8 <span class="_ _1"> </span><span class="ff1">可视化<span class="_ _5"></span></span>................................................................................................................................92</div><div class="t m0 x9 h8 y2c ff2 fs5 fc0 sc0 ls0 ws0">3.6 <span class="_ _1"> </span><span class="ff1">思考题<span class="_ _5"></span></span>...................................................................................................................................95</div><div class="t m0 x9 h7 y2d ff4 fs4 fc0 sc0 ls0 ws0">4 <span class="_ _1"> </span><span class="ff3 sc1">云服务资源释放<span class="_ _1"> </span></span>.....................................<span class="_ _8"></span>...........................................96</div><div class="t m0 x9 h8 y2e ff2 fs5 fc0 sc0 ls0 ws0">4.1 <span class="_ _1"> </span><span class="ff1">释放大数据服务<span class="_ _0"> </span></span>MRS<span class="_ _3"></span>.......................................................................................<span class="_ _8"></span>........................96</div><div class="t m0 x9 h8 y2f ff2 fs5 fc0 sc0 ls0 ws0">4.2 <span class="_ _1"> </span><span class="ff1">释放云数据库<span class="_ _0"> </span></span>RDS<span class="_ _0"> </span>.........................................................................................<span class="_ _8"></span>.........................96</div><div class="t m0 x9 h8 y30 ff2 fs5 fc0 sc0 ls0 ws0">4.3 <span class="_ _1"> </span><span class="ff1">释放对象存储服务<span class="_ _0"> </span></span>OBS<span class="_ _3"></span>............................................................................................................96</div><div class="t m0 x9 h8 y31 ff2 fs5 fc0 sc0 ls0 ws0">4.4 <span class="_ _1"> </span><span class="ff1">释放网络资源<span class="_ _0"> </span></span>VPC<span class="_"> </span>..................................................................................................................97</div><div class="t m0 x9 h7 y32 ff4 fs4 fc0 sc0 ls0 ws0">5 <span class="_ _1"> </span><span class="ff3 sc1">附录<span class="_ _0"> </span></span>.............................................................................................99</div><div class="t m0 x9 h8 y33 ff2 fs5 fc0 sc0 ls0 ws0">5.1 Hive<span class="_ _0"> </span><span class="ff1">自定义函数开发<span class="_ _0"> </span></span>.......................................................................................<span class="_ _8"></span>........................99</div><div class="t m0 x9 h8 y34 ff2 fs5 fc0 sc0 ls0 ws0">5.2 <span class="_ _1"> </span><span class="ff1">常用<span class="_ _0"> </span></span>Linux<span class="_ _2"> </span><span class="ff1">命令<span class="_ _3"></span></span>....................................................................................................................107</div><div class="t m0 x9 h8 y35 ff2 fs5 fc0 sc0 ls0 ws0">5.2.1 <span class="_ _1"> </span><span class="ff1">命令概述<span class="_ _3"></span></span>...........................................................................................................................107</div><div class="t m0 x9 h9 y36 ff2 fs5 fc0 sc0 ls0 ws0">5.2.2 vi/vim<span class="_ _2"> </span>..............................................................................................................................107</div><div class="t m0 x9 h9 y37 ff2 fs5 fc0 sc0 ls0 ws0">5.2.3 cd<span class="_ _0"> </span>....................................................................................................................................108</div><div class="t m0 x9 h9 y38 ff2 fs5 fc0 sc0 ls0 ws0">5.2.4 mv<span class="_ _1"> </span>.......<span class="_ _8"></span>............................................................................................................................109</div><div class="t m0 x9 h9 y39 ff2 fs5 fc0 sc0 ls0 ws0">5.2.5 curl<span class="_ _1"> </span>............................................................................................<span class="_ _8"></span>......................................109</div><div class="t m0 x9 h9 y3a ff2 fs5 fc0 sc0 ls0 ws0">5.2.6 yum<span class="_ _1"> </span>.....................<span class="_ _8"></span>............................................................................................................110</div><div class="t m0 x9 h9 y3b ff2 fs5 fc0 sc0 ls0 ws0">5.2.7 wget<span class="_ _0"> </span>................................................................................................................................111</div><div class="t m0 x9 h9 y3c ff2 fs5 fc0 sc0 ls0 ws0">5.2.8 ln<span class="_ _1"> </span>.....................................................................................................................................111</div><div class="t m0 x9 h9 y3d ff2 fs5 fc0 sc0 ls0 ws0">5.2.9 mkdir<span class="_ _5"></span>...............................................................................................................................112</div><div class="t m0 x9 h9 y3e ff2 fs5 fc0 sc0 ls0 ws0">5.2.10 chmod<span class="_ _0"> </span>...........................................................................................................................112</div><div class="t m0 x9 h9 y3f ff2 fs5 fc0 sc0 ls0 ws0">5.2.11 chown<span class="_ _3"></span>.................................<span class="_ _8"></span>...........................................................................................113</div><div class="t m0 x9 h9 y40 ff2 fs5 fc0 sc0 ls0 ws0">5.2.12 ls<span class="_ _4"> </span>.......................<span class="_ _8"></span>............................................................................................................114</div><div class="t m0 x9 h9 y41 ff2 fs5 fc0 sc0 ls0 ws0">5.2.13 cp<span class="_ _0"> </span>..................................................................................................................................115</div><div class="t m0 x9 h9 y42 ff2 fs5 fc0 sc0 ls0 ws0">5.2.14 rm..................................................................................................................................115</div><div class="t m0 x9 h9 y43 ff2 fs5 fc0 sc0 ls0 ws0">5.2.15 cat<span class="_ _1"> </span>............................................................................................<span class="_ _8"></span>.....................................116</div><div class="t m0 x9 h9 y44 ff2 fs5 fc0 sc0 ls0 ws0">5.2.16 unzip<span class="_ _4"> </span>..........................<span class="_ _8"></span>...................................................................................................116</div><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d 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class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div><div id="pf4" class="pf w0 h0" data-page-no="4"><div class="pc pc4 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/bg4.jpg"><div class="c x4 y4 w2 h4"><div class="t m0 x5 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">大数据离线分析实验手册</div></div><div class="c x6 y4 w3 h4"><div class="t m0 x7 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">第<span class="_ _0"> </span><span class="ff2">3<span class="_ _0"> </span></span>页</div></div><div class="t m0 x9 h9 y45 ff2 fs5 fc0 sc0 ls0 ws0">5.2.17 source<span class="_ _4"> </span>.................<span class="_ _8"></span>..........................................................................................................117</div><div class="t m0 x9 h9 y46 ff2 fs5 fc0 sc0 ls0 ws0">5.2.18 more<span class="_ _3"></span>...................................<span class="_ _8"></span>...........................................................................................118</div><div class="t m0 x9 h9 y47 ff2 fs5 fc0 sc0 ls0 ws0">5.2.19 tar<span class="_"> </span>...........................................................................................................................<span class="_ _8"></span>......118</div><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a><a class="l"><div class="d m1"></div></a></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div><div id="pf5" class="pf w0 h0" data-page-no="5"><div class="pc pc5 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="/image.php?url=https://csdnimg.cn/release/download_crawler_static/89504544/bg5.jpg"><div class="c x4 y4 w2 h4"><div class="t m0 x5 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">大数据离线分析实验手册</div></div><div class="c x6 y4 w3 h4"><div class="t m0 x7 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">第<span class="_ _0"> </span><span class="ff2">4<span class="_ _0"> </span></span>页</div></div><div class="t m0 xa ha y48 ff4 fs6 fc0 sc0 ls0 ws0">1 <span class="ff3 fs3 sc1">离线分析实验介绍</span></div><div class="t m0 x9 hb y49 ff2 fs7 fc0 sc0 ls0 ws0">1.1 <span class="ff1">场景说明</span></div><div class="t m0 xb hc y4a ff1 fs8 fc0 sc0 ls0 ws0">离线分析是大数据五大应用场景中比较重要的场景,一般处理时间要求不高,但处理数据量巨</div><div class="t m0 xb hc y4b ff1 fs8 fc0 sc0 ls0 ws0">大(<span class="ff2">PB<span class="_ _2"> </span></span>级)、处理数据格式多样化,像日志采集分析就是离线分析的重要应用之一。离线分</div><div class="t m0 xb hc y4c ff1 fs8 fc0 sc0 ls0 ws0">析不仅本身的分析结果就可以对状况、原因及预测等直接产生意义,而且也可以对实时分析提</div><div class="t m0 xb hc y4d ff1 fs8 fc0 sc0 ls0 ws0">供前期的分析基础。</div><div class="t m0 x9 hb y4e ff2 fs7 fc0 sc0 ls0 ws0">1.2 <span class="ff1">实验介绍</span></div><div class="t m0 xb hc y4f ff1 fs8 fc0 sc0 ls0 ws0">随着技术和行业的发展,电子商务越来越依赖于大数据分析技术,大数据能力也成为了电商的</div><div class="t m0 xb hc y50 ff1 fs8 fc0 sc0 ls0 ws0">核心能力。运营情况、用户价值、网站流量等都是电商行业所关注的分析指标,这些指标能够</div><div class="t m0 xb hc y51 ff1 fs8 fc0 sc0 ls0 ws0">让平台和商家精细化的运作,节约成本提升效果。本实验通过对于电商网站的相关数据(日志</div><div class="t m0 xb hc y52 ff1 fs8 fc0 sc0 ls0 ws0">数据、业务数据)进行分析,从而得到活跃、转化率、<span class="ff2">GMV<span class="_ _2"> </span></span>等相关指标。</div><div class="t m0 xb hc y53 ff1 fs8 fc0 sc0 ls0 ws0">本实验提供已经采集的日志数据(启动日志、行为日志)存入<span class="_ _2"> </span><span class="ff2">HDFS<span class="_ _2"> </span></span>中,业务数据在<span class="_ _9"> </span><span class="ff2">MySQL</span></div><div class="t m0 xb hc y54 ff1 fs8 fc0 sc0 ls0 ws0">中,使用<span class="_ _2"> </span><span class="ff2">Hive<span class="_ _2"> </span></span>按照数据仓库分层标准进行分析,分析后的结果存入<span class="_ _9"> </span><span class="ff2">MySQL<span class="_ _2"> </span></span>中,最后通过</div><div class="t m0 xb hc y55 ff2 fs8 fc0 sc0 ls0 ws0">Java<span class="_ _2"> </span><span class="ff1">程序和<span class="_ _2"> </span></span>ECharts<span class="_ _9"> </span><span class="ff1">完成可视化(此部分已经封装为<span class="_ _2"> </span></span>jar<span class="_ _2"> </span><span class="ff1">包)。</span></div></div><div class="pi" data-data='{"ctm":[1.611830,0.000000,0.000000,1.611830,0.000000,0.000000]}'></div></div>