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3.\u26412?\u-29698?\u31243?\u30340?\u25480?\u-29698?\u24072?\u-29372?\u-28419?\u26159?\u26377?\u30528?\u22810?\u24180?\u22312?\u19968?\u32447?\u20174?\u20107?Hadoop\u19982?Spark\u22823?\u25968?\u25454?\u-26503?\u30446?\u30340?\u-29372?\u28145?\u-29774?\u24072?\u-244?\u-28217?\u29992?\u21407?\u29702?\u25216?\u26415?\u21078?\u26512?\u21644?\u23454?\u25112?\u26696?\u20363?\u30456?\u32467?\u21512?\u30340?\u26041?\u24335?\u24320?\u23637?\u20114?\u21160?\u25945?\u23398?\u12289?\u24378?\u21270?\u20197?\u24314?\u31435?\u22823?\u25968?\u25454?\u-26503?\u30446?\u-30237?\u20915?\u26041?\u26696?\u20026?\u20027?\u20307?\u30340?\u24212?\u29992?\u24320?\u21457?\u12289?\u25216?\u26415?\u-29784?\u-29766?\u19982?\u20132?\u27969?\u21672?\u-29726?\u-244?\u22312?\u23398?\u20064?\u30340?\u21516?\u26102?\u20419?\u-28709?\u-29774?\u24072?\u23398?\u21592?\u20043?\u-27148?\u30340?\u20132?\u27969?\u-244?\u-29783?\u27599?\u20010?\u23398?\u21592?\u-28419?\u-32515?\u22312?\u-29698?\u31243?\u22521?\u-29779?\u-28729?\u31243?\u20013?\u23398?\u21040?\u23454?\u23454?\u22312?\u22312?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u30693?\u-29754?\u20307?\u31995?\u-244?\u20197?\u21450?\u22823?\u25968?\u25454?\u25216?\u26415?\u24212?\u29992?\u23454?\u25112?\u25216?\u-32515?\u-244?\u20855?\u22791?\u23454?\u-27067?\u22823?\u25968?\u25454?\u24212?\u29992?\u-26503?\u30446?\u30340?\u21160?\u25163?\u24320?\u21457?\u23454?\u-29195?\u19982?\u-28720?\u32500?\u31649?\u29702?\u-28440?\u32626?\u-32515?\u21147?\u12290?\u25480?\u-29698?\u-28729?\u31243?\u20013?\u-244?\u26681?\u25454?\u23398?\u21592?\u-26880?\u27714?\u-244?\u22686?\u-29762?\u20132?\u27969?\u29615?\u-32126?\u-244?\u21487?\u23558?\u20855?\u20307?\u24037?\u20316?\u20013?\u-28601?\u21040?\u30340?\u23454?\u-27067?\u-27154?\u-26472?\u23637?\u24320?\u-29784?\u-29766?\u-244?\u-29774?\u24072?\u20250?\u26681?\u25454?\u23398?\u21592?\u30340?\u23454?\u-27067?\u24773?\u20917?\u24494?\u-29693?\u25480?\u-29698?\u20869?\u23481?\u-244?\u30001?\u-29774?\u24072?\u24102?\u30528?\u20840?\u-28440?\u23398?\u21592?\u31215?\u26497?\u-29784?\u-29766?\u-244?\u24182?\u32473?\u20986?\u19968?\u23450?\u30340?\u26102?\u-27148?\u-29783?\u23398?\u21592?\u19978?\u21488?\u21457?\u-30208?\u-244?\u29616?\u22330?\u21078?\u26512?\u-27154?\u-26472?\u30340?\u30151?\u32467?\u-244?\u-30268?\u21010?\u20986?\u21487?\u-30644?\u30340?\u-30237?\u20915?\u26041?\u26696?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u22521?\u-29779?\u30446?\u26631?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u28145?\u21051?\u29702?\u-30237?\u22312?\u8220?\u20114?\u-32684?\u32593?+\u8221?\u26102?\u20195?\u19979?\u22823?\u25968?\u25454?\u30340?\u20135?\u29983?\u-32564?\u26223?\u12289?\u21457?\u23637?\u21382?\u31243?\u21644?\u28436?\u21270?\u-29301?\u21183?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u20102?\u-30237?\u19994?\u30028?\u24066?\u22330?\u-26880?\u27714?\u21644?\u22269?\u20869?\u22806?\u26368?\u26032?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u28526?\u27969?\u-244?\u27934?\u23519?\u22823?\u25968?\u25454?\u30340?\u28508?\u22312?\u20215?\u20540?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u29702?\u-30237?\u22823?\u25968?\u25454?\u-26503?\u30446?\u-30237?\u20915?\u26041?\u26696?\u21450?\u19994?\u30028?\u22823?\u25968?\u25454?\u24212?\u29992?\u26696?\u20363?\u-244?\u20174?\u-32756?\u20026?\u20225?\u19994?\u22312?\u22823?\u25968?\u25454?\u-26503?\u30446?\u20013?\u30340?\u25216?\u26415?\u-28663?\u22411?\u21450?\u25216?\u26415?\u26550?\u26500?\u-29762?\u-29791?\u25552?\u20379?\u20915?\u31574?\u21442?\u-32765?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u25484?\u25569?\u19994?\u30028?\u26368?\u27969?\u-30644?\u30340?Hadoop\u19982?Spark\u22823?\u25968?\u25454?\u25216?\u26415?\u20307?\u31995?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u25484?\u25569?\u22823?\u25968?\u25454?\u-28217?\u-26938?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u25484?\u25569?\u22823?\u25968?\u25454?\u20998?\u24067?\u24335?\u23384?\u20648?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u25484?\u25569?NoSQL\u19982?NewSQL\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u25484?\u25569?\u22823?\u25968?\u25454?\u20179?\u24211?\u19982?\u32479?\u-29791?\u26426?\u22120?\u23398?\u20064?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.\u25484?\u25569?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u19982?\u21830?\u19994?\u26234?\u-32515?\u-248?BI\u-247?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.\u25484?\u25569?\u22823?\u25968?\u25454?\u31163?\u32447?\u22788?\u29702?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.\u25484?\u25569?Storm\u27969?\u24335?\u22823?\u25968?\u25454?\u22788?\u29702?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12.\u25484?\u25569?\u22522?\u20110?\u20869?\u23384?\u-29791?\u31639?\u30340?\u22823?\u25968?\u25454?\u23454?\u26102?\u22788?\u29702?\u25216?\u26415?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 13.\u25484?\u25569?\u22823?\u25968?\u25454?\u31649?\u29702?\u25216?\u26415?\u30340?\u21407?\u29702?\u30693?\u-29754?\u21644?\u24212?\u29992?\u23454?\u25112?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 14.\u28145?\u20837?\u29702?\u-30237?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u26550?\u26500?\u21644?\u20351?\u29992?\u22330?\u26223?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 15.\u23092?\u29087?\u-28720?\u29992?Hadoop\u19982?Spark\u22823?\u25968?\u25454?\u25216?\u26415?\u20307?\u31995?\u-30268?\u21010?\u-30237?\u20915?\u26041?\u26696?\u28385?\u-29261?\u23454?\u-27067?\u-26503?\u30446?\u-26880?\u27714?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 16.\u29087?\u32451?\u22320?\u25484?\u25569?\u22522?\u20110?Hadoop\u19982?Spark\u22823?\u25968?\u25454?\u24179?\u21488?\u-28709?\u-30644?\u24212?\u29992?\u31243?\u24207?\u24320?\u21457?\u12289?\u-26938?\u32676?\u-28720?\u32500?\u31649?\u29702?\u21644?\u24615?\u-32515?\u-29693?\u20248?\u25216?\u24039?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u22823?\u32434?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19968?\u22825? \u19978?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u25216?\u26415?\u22522?\u30784?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u22823?\u25968?\u25454?\u30340?\u20135?\u29983?\u-32564?\u26223?\u19982?\u21457?\u23637?\u21382?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u22823?\u25968?\u25454?\u30340?4V\u29305?\u24449?\u-244?\u20197?\u21450?\u19982?\u20113?\u-29791?\u31639?\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u22823?\u25968?\u25454?\u24212?\u29992?\u-26880?\u27714?\u20197?\u21450?\u28508?\u22312?\u20215?\u20540?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u19994?\u30028?\u26368?\u26032?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u21457?\u23637?\u24577?\u21183?\u19982?\u24212?\u29992?\u-29301?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u22823?\u25968?\u25454?\u-26503?\u30446?\u30340?\u31995?\u32479?\u19982?\u25216?\u26415?\u-28663?\u22411?\u-244?\u21450?\u-31683?\u22320?\u23454?\u26045?\u30340?\u25361?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u8220?\u20114?\u-32684?\u32593?+\u8221?\u26102?\u20195?\u19979?\u30340?\u30005?\u23376?\u21830?\u21153?\u12289?\u21046?\u-28640?\u19994?\u12289?\u-26890?\u21806?\u25209?\u21457?\u12289?\u30005?\u20449?\u-28720?\u-31707?\u21830?\u12289?\u20114?\u-32684?\u32593?\u-28207?\u-30835?\u19994?\u12289?\u30005?\u23376?\u25919?\u21153?\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u25945?\u-32590?\u20449?\u24687?\u21270?\u31561?\u-30644?\u19994?\u24212?\u29992?\u23454?\u-29195?\u19982?\u24212?\u29992?\u26696?\u20363?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u19994?\u30028?\u20027?\u27969?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u26041?\u26696?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u22823?\u25968?\u25454?\u-28817?\u30828?\u20214?\u31995?\u32479?\u20840?\u26632?\u19982?\u20851?\u-27346?\u25216?\u26415?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u20027?\u27969?\u30340?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Apache\u22823?\u25968?\u25454?\u24179?\u21488?\u26041?\u26696?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.CDH\u22823?\u25968?\u25454?\u24179?\u21488?\u26041?\u26696?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.HDP\u22823?\u25968?\u25454?\u24179?\u21488?\u26041?\u26696?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u19982?\u20256?\u32479?\u25968?\u25454?\u24211?\u26041?\u26696?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u-29791?\u31639?\u27169?\u22411?\u-248?\u19968?\u-247?\u8212?\u8212?\u25209?\u22788?\u29702?MapReduce\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.MapReduce\u20135?\u29983?\u-32564?\u26223?\u19982?\u-28670?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.MapReduce\u-29791?\u31639?\u27169?\u22411?\u30340?\u22522?\u26412?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.MapReduce\u20316?\u19994?\u25191?\u-30644?\u27969?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.MapReduce\u22522?\u26412?\u32452?\u20214?\u-244?JobTracker\u21644?TaskTracker\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.MapReduce\u-25896?\u32423?\u32534?\u31243?\u24212?\u29992?\u-244?Combiner\u21644?Partitioner\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.MapReduce\u24615?\u-32515?\u20248?\u21270?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.MapReduce\u26696?\u20363?\u20998?\u26512?\u19982?\u24320?\u21457?\u23454?\u-29195?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19968?\u22825?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u19979?\u21320?\u22823?\u25968?\u25454?\u23384?\u20648?\u31995?\u32479?\u19982?\u24212?\u29992?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\u20135?\u29983?\u-32564?\u26223?\u19982?\u-28670?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.HDFS master-slave\u31995?\u32479?\u26550?\u26500?\u19982?\u24037?\u20316?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.HDFS\u26680?\u24515?\u32452?\u20214?\u25216?\u26415?\u-29774?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.HDFS\u-25896?\u21487?\u29992?\u20445?\u-29759?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.HDFS\u-26938?\u32676?\u30340?\u23433?\u-30523?\u12289?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u-244?\u29087?\u32451?HDFS shell\u21629?\u20196?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u20998?\u24067?\u24335?\u23567?\u25991?\u20214?\u23384?\u20648?\u31995?\u32479?\u30340?\u24179?\u21488?\u26550?\u26500?\u12289?\u26680?\u24515?\u25216?\u26415?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u20998?\u24067?\u24335?\u23545?\u-29599?\u23384?\u20648?\u31995?\u32479?\u30340?\u24179?\u21488?\u26550?\u26500?\u12289?\u26680?\u24515?\u25216?\u26415?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b Hadoop\u26694?\u26550?\u19982?\u29983?\u24577?\u21457?\u23637?\u-244?\u20197?\u21450?\u24212?\u29992?\u23454?\u-29195?\u25805?\u20316?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.Hadoop\u30340?\u21457?\u23637?\u21382?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.Hadoop\u22823?\u25968?\u25454?\u29983?\u24577?\u22280?\u31995?\u32479?\u19982?\u24037?\u20855?\u20840?\u-29556?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Hadoop 1.0\u30340?\u26680?\u24515?\u32452?\u20214?\u19982?\u-28670?\u29992?\u-31997?\u22260?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Hadoop 2.0\u30340?\u26680?\u24515?\u32452?\u20214?YARN\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?\u19982?Hadoop 1.0\u30340?\u21306?\u21035?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.Hadoop\u-29372?\u28304?\u31649?\u29702?\u19982?\u20316?\u19994?\u-29693?\u24230?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.Hadoop \u24120?\u29992?\u24615?\u-32515?\u20248?\u21270?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.Hadoop\u-26938?\u32676?\u23433?\u-30523?\u19982?\u-28440?\u32626?\u23454?\u-29195?\u-244?\u20197?\u21450?MapReduce\u31243?\u24207?\u22312?YARN\u19978?\u25191?\u-30644?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20108?\u22825? \u19978?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u-29791?\u31639?\u27169?\u22411?\u-248?\u20108?\u-247?\u8212?\u8212?\u23454?\u26102?\u22788?\u29702?/\u20869?\u23384?\u-29791?\u31639? Spark\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.MapReduce\u-29791?\u31639?\u27169?\u22411?\u30340?\u29942?\u-26488?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.Spark\u20135?\u29983?\u21160?\u26426?\u12289?\u22522?\u26412?\u27010?\u24565?\u19982?\u-28670?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Spark\u32534?\u31243?\u27169?\u22411?\u19982?RDD\u24377?\u24615?\u20998?\u24067?\u24335?\u25968?\u25454?\u-26938?\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Spark\u23454?\u26102?\u22788?\u29702?\u24179?\u21488?\u-28720?\u-30644?\u26550?\u26500?\u19982?\u26680?\u24515?\u32452?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.Spark\u23481?\u-27367?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.Spark\u20316?\u19994?\u-29693?\u24230?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.Scala\u24320?\u21457?\u20171?\u32461?\u19982?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.Spark\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u23454?\u-29195?\u-244?Spark\u24320?\u21457?\u29615?\u22659?\u26500?\u24314?\u-244?Spark\u26696?\u20363?\u31243?\u24207?\u20998?\u26512?\u-244?Spark\u31243?\u24207?\u24320?\u21457?\u19982?\u-28720?\u-30644?\u-244?Spark\u19982?Hadoop\u-26938?\u32676?\u-26938?\u25104?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20108?\u22825? \u19979?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u20179?\u24211?\u26597?\u-29726?\u25216?\u26415?Hive\u12289?SparkSQL\u12289?Impala\u-244?\u20197?\u21450?\u24212?\u29992?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u22522?\u20110?MapReduce\u30340?\u22823?\u22411?\u20998?\u24067?\u24335?\u25968?\u25454?\u20179?\u24211?Hive\u22522?\u30784?\u30693?\u-29754?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.Hive\u25968?\u25454?\u20179?\u24211?\u30340?\u24179?\u21488?\u26550?\u26500?\u19982?\u26680?\u24515?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Hive metastore\u30340?\u24037?\u20316?\u26426?\u21046?\u19982?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Hive\u25968?\u25454?\u20179?\u24211?\u23454?\u-29195?\u-230?Hive\u-26938?\u32676?\u23433?\u-30523?\u-28440?\u32626?\u-244?\u25968?\u25454?\u20179?\u24211?\u-30616?\u23548?\u20837?\u23548?\u20986?\u19982?\u20998?\u21306?\u25805?\u20316?\u-244?Hive SQL\u25805?\u20316?\u-244?Hive\u23458?\u25143?\u31471?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u22522?\u20110?Spark\u30340?\u22823?\u22411?\u20998?\u24067?\u24335?\u25968?\u25454?\u20179?\u24211?SparkSQL\u22522?\u30784?\u30693?\u-29754?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.Spark SQL\u23454?\u26102?\u25968?\u25454?\u20179?\u24211?\u30340?\u23454?\u29616?\u21407?\u29702?\u19982?\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.SparkSQL\u24212?\u29992?\u20998?\u26512?\u19982?\u25805?\u20316?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u22522?\u20110?MPP\u30340?\u22823?\u22411?\u20998?\u24067?\u24335?\u25968?\u25454?\u20179?\u24211?Impala\u22522?\u30784?\u30693?\u-29754?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.Impala\u23454?\u26102?\u26597?\u-29726?\u31995?\u32479?\u24179?\u21488?\u26550?\u26500?\u12289?\u20851?\u-27346?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b Hadoop\u-26938?\u32676?\u-28720?\u32500?\u30417?\u25511?\u24037?\u20855?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.Hadoop\u22823?\u25968?\u25454?\u-28720?\u32500?\u30417?\u25511?\u31649?\u29702?\u31995?\u32479?HUE\u24179?\u21488?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.Hadoop\u-28720?\u32500?\u31649?\u29702?\u30417?\u25511?\u31995?\u32479?Ambari\u24037?\u20855?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u31532?\u19977?\u26041?\u-28720?\u32500?\u31995?\u32479?\u19982?\u24037?\u20855?Ganglia, Nagios\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u22825? \u19978?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u-29791?\u31639?\u27169?\u22411?\u-248?\u19977?\u-247?\u8212?\u8212?\u27969?\u22788?\u29702?Storm, SparkStreaming\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u27969?\u25968?\u25454?\u22788?\u29702?\u24212?\u29992?\u22330?\u26223?\u19982?\u27969?\u25968?\u25454?\u22788?\u29702?\u30340?\u29305?\u28857?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u27969?\u25968?\u25454?\u22788?\u29702?\u24037?\u20855?Storm\u30340?\u24179?\u21488?\u26550?\u26500?\u19982?\u-26938?\u32676?\u24037?\u20316?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Storm\u20851?\u-27346?\u25216?\u26415?\u19982?\u24182?\u21457?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Storm\u32534?\u31243?\u27169?\u22411?\u19982?\u22522?\u26412?\u24320?\u21457?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.Storm\u25968?\u25454?\u27969?\u20998?\u32452?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.Storm\u21487?\u-26784?\u24615?\u20445?\u-29759?\u19982?Acker\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.Storm\u24212?\u29992?\u26696?\u20363?\u20998?\u26512?\u19982?\u23454?\u-29195?\u-230?Storm\u-26938?\u32676?\u23433?\u-30523?\u-28440?\u32626?\u-244?Storm\u31243?\u24207?\u24320?\u21457?\u-28720?\u-30644?\u25805?\u20316?\u23454?\u-29195?\u-244?Storm\u19982?Hadoop\u-26938?\u32676?\u30340?\u-26938?\u25104?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u27969?\u25968?\u25454?\u22788?\u29702?\u24037?\u20855?Spark Streaming\u22522?\u26412?\u27010?\u24565?\u19982?\u25968?\u25454?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.Spark Streaming\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?ETL\u25805?\u20316?\u24037?\u20855?\u-244?\u19982?\u22823?\u25968?\u25454?\u20998?\u24067?\u24335?\u-28217?\u-26938?\u31995?\u32479?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.Hadoop\u19982?DBMS\u20043?\u-27148?\u25968?\u25454?\u20132?\u20114?\u24037?\u20855?\u30340?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.Sqoop\u23548?\u20837?\u23548?\u20986?\u25968?\u25454?\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?Sqoop\u24037?\u20855?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u23454?\u-29195?\u25805?\u20316?\u-244?\u21033?\u29992?Sqoop\u23454?\u29616?MySQL\u19982?Hadoop\u-26938?\u32676?\u20043?\u-27148?\u30340?\u25968?\u25454?\u23548?\u20837?\u23548?\u20986?\u20132?\u20114?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Flume-NG\u25968?\u25454?\u-28217?\u-26938?\u31995?\u32479?\u30340?\u25968?\u25454?\u27969?\u27169?\u22411?\u19982?\u31995?\u32479?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Kafka\u20998?\u24067?\u24335?\u28040?\u24687?\u-29790?\u-27131?\u31995?\u32479?\u30340?\u24212?\u29992?\u20171?\u32461?\u19982?\u24179?\u21488?\u26550?\u26500?\u-244?\u21450?\u20854?\u20351?\u29992?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u22825? \u19979?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u-26782?\u21521?OLTP\u22411?\u24212?\u29992?\u30340?NoSQL\u25968?\u25454?\u24211?\u21450?\u24212?\u29992?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u20851?\u31995?\u22411?\u25968?\u25454?\u24211?\u29942?\u-26488?\u-244?\u20197?\u21450?NoSQL\u25968?\u25454?\u24211?\u30340?\u21457?\u23637?\u-244?\u27010?\u24565?\u-244?\u20998?\u31867?\u-244?\u21450?\u20854?\u22312?\u21322?\u32467?\u26500?\u21270?\u21644?\u-26786?\u32467?\u26500?\u21270?\u25968?\u25454?\u22330?\u26223?\u19979?\u30340?\u-28670?\u29992?\u-31997?\u22260?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u21015?\u23384?\u20648?NoSQL\u25968?\u25454?\u24211?HBase\u31616?\u20171?\u19982?\u25968?\u25454?\u27169?\u22411?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.HBase\u20998?\u24067?\u24335?\u-26938?\u32676?\u31995?\u32479?\u26550?\u26500?\u19982?\u-29701?\u20889?\u26426?\u21046?\u-244?ZooKeeper\u20998?\u24067?\u24335?\u21327?\u-29693?\u26381?\u21153?\u31995?\u32479?\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.HBase\u-30616?\u-29762?\u-29791?\u27169?\u24335?\u19982?primary key\u-29762?\u-29791?\u-30268?\u-31997?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.HBase\u20998?\u24067?\u24335?\u-26938?\u32676?\u23433?\u-30523?\u12289?\u-28440?\u32626?\u19982?\u25805?\u20316?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u25991?\u26723?NoSQL\u25968?\u25454?\u24211?MongoDB\u31616?\u20171?\u19982?\u25968?\u25454?\u27169?\u22411?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.MongoDB\u-26938?\u32676?\u27169?\u24335?\u12289?\u-29701?\u20889?\u26426?\u21046?\u19982?\u24120?\u29992?API\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.Cassandra\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u30340?\u24179?\u21488?\u26550?\u26500?\u20197?\u21450?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.Cassandra\u19968?\u-32268?\u24615?\u21704?\u24076?\u31639?\u27861?\u19982?\u25968?\u25454?\u20998?\u24067?\u31574?\u30053?\u-244?\u20197?\u21450?NWR\u31574?\u30053?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.\u-27346?\u20540?\u22411?NoSQL\u25968?\u25454?\u24211?Redis\u31616?\u20171?\u19982?\u25968?\u25454?\u27169?\u22411?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.Redis\u22810?\u23454?\u20363?\u-26938?\u32676?\u26550?\u26500?\u19982?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12.NewSQL\u25968?\u25454?\u24211?\u25216?\u26415?\u31616?\u20171?\u21450?\u20854?\u-28670?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u-26503?\u30446?\u-28663?\u22411?\u12289?\u23454?\u26045?\u12289?\u20248?\u21270?\u31561?\u-27154?\u-26472?\u20132?\u27969?\u-29784?\u-29766?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22823?\u25968?\u25454?\u-26503?\u30446?\u30340?\u-26880?\u27714?\u20998?\u26512?\u12289?\u24212?\u29992?\u23454?\u26045?\u12289?\u31995?\u32479?\u20248?\u21270?\u-244?\u20197?\u21450?\u-30237?\u20915?\u26041?\u26696?\u31561?\u21672?\u-29726?\u19982?\u20132?\u27969?\u-29784?\u-29766?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u22235?\u22825?\u23398?\u20064?\u-32765?\u26680?\u19982?\u19994?\u20869?\u32463?\u-25972?\u20132?\u27969?\b0\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-27489?\u-32767?\u24072?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-27489?\u-32767?\u24072? \u29616?\u20219?\u-32692?\u20110?\u20013?\u31185?\u-27038?\u26576?\u30740?\u31350?\u25152?\u-244?\u-25896?\u32423?\u24037?\u31243?\u24072?\u-244?\u21103?\u-25896?\u-32692?\u31216?\u-244?\u21338?\u22763?\u27605?\u19994?\u20110?\u20013?\u22269?\u31185?\u23398?\u-27038?\u-29791?\u31639?\u25216?\u26415?\u30740?\u31350?\u25152?\u-244?\u-31817?\u24037?\u23398?\u21338?\u22763?\u23398?\u20301?\u-248?\u-29791?\u31639?\u26426?\u31995?\u32479?\u32467?\u26500?\u26041?\u21521?\u-247?\u12290?\u20013?\u22521?\u25945?\u-32590?\u30340?\u22823?\u25968?\u25454?\u12289?\u20113?\u-29791?\u31639?\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u31995?\u21015?\u-29698?\u31243?\u24314?\u-29762?\u19982?\u25945?\u23398?\u19987?\u23478?\u12290?\u-28719?\u20845?\u24180?\u26469?\u24102?\u-26490?\u22242?\u-27105?\u20027?\u-30335?\u20174?\u20107?\u22823?\u25968?\u25454?\u19982?\u20113?\u-29791?\u31639?\u25216?\u26415?\u-26503?\u30446?\u30340?\u30740?\u21457?\u19982?IT\u-26503?\u30446?\u31649?\u29702?\u24037?\u20316?\u12290?\u-27489?\u-32767?\u24072?\u26377?\u30528?\u22810?\u24180?\u30340?\u20225?\u19994?\u20869?\u-29779?\u21644?\u20844?\u24320?\u-29698?\u22521?\u-29779?\u-29774?\u24072?\u32463?\u21382?\u-244?\u20027?\u-30335?\u-29774?\u25480?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u12289?\u20113?\u-29791?\u31639?\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u30005?\u23376?\u21830?\u21153?\u12289?IT\u20449?\u24687?\u-28817?\u20214?\u-26503?\u30446?\u31649?\u29702?\u12289?\u20225?\u19994?\u20449?\u24687?\u21270?\u-30268?\u21010?\u19982?\u31649?\u29702?\u12289?IT\u25112?\u30053?\u-30268?\u21010?\u19982?\u20225?\u19994?\u26550?\u26500?\u12289?\u25968?\u25454?\u20013?\u24515?\u20027?\u26426?\u-30268?\u21010?\u19982?IDC\u31995?\u32479?\u-28720?\u-31707?\u31561?\u20225?\u19994?\u23454?\u25112?\u31867?\u22521?\u-29779?\u-29698?\u31243?\u12290?\u-27489?\u-32767?\u24072?\u23558?\u21407?\u29702?\u25216?\u26415?\u21078?\u26512?\u21644?\u24212?\u29992?\u23454?\u25112?\u30456?\u32467?\u21512?\u30340?\u25480?\u-29698?\u-26418?\u26684?\u21463?\u21040?\u24191?\u22823?\u20844?\u24320?\u-29698?\u23398?\u21592?\u21644?\u20225?\u19994?\u20869?\u-29779?\u23398?\u21592?\u30340?\u27426?\u-28722?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-31605?\u-32767?\u24072? \u28165?\u21326?\u22823?\u23398?\u21338?\u22763?\u-244?\u20113?\u-29791?\u31639?\u19987?\u23478? \u29087?\u24713?\u20027?\u27969?\u30340?\u20113?\u-29791?\u31639?\u24179?\u21488?\u-244?\u24182?\u26377?\u21830?\u19994?\u19982?\u24320?\u28304?\u20113?\u-29791?\u31639?\u24179?\u21488?\u30340?\u23454?\u-29195?\u32463?\u-25972?,\u23545?\u20113?\u-29791?\u31639?\u20851?\u-27346?\u25216?\u26415?\u26377?\u28145?\u21051?\u20102?\u-30237?\u21644?\u23454?\u-29195?\u32463?\u-25972?\u-244?\u22914?\u20998?\u24067?\u24335?\u31995?\u32479?\u12289?\u-31142?\u25311?\u21270?\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?\u12289?\u20113?\u23384?\u20648?\u31561?\u-244?\u21442?\u19982?\u24182?\u-26490?\u23548?\u22810?\u20010?\u22823?\u22411?\u20113?\u-29791?\u31639?\u-26503?\u30446?\u12290?\u23545?\u22823?\u25968?\u25454?\u20851?\u-27346?\u25216?\u26415?\u26377?\u28145?\u21051?\u20102?\u-30237?\u21644?\u23454?\u-29195?\u32463?\u-25972?\u-244?\u22914?NoSQL\u25968?\u25454?\u24211?\u12289?\u22823?\u25968?\u25454?\u22788?\u29702?\u12289?Hadoop\u12289?Hive\u12289?HBase\u12289?Spark\u31561?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u25105?\u-30335?\u25253?\u21517?\b0\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u21672?\u-29726?\u30005?\u-29731?\u-230?027-5111 9925 , 027-5111 9926\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u20540?\u29677?\u25163?\u26426?\u-230?18971071887    \u-28498?\u31665?\u-230?Service@mingketang.com\par}