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\u-248?1\u-247?\u22521?\u-29779?\u26550?\u26500?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u20998?\u20026?\u19977?\u20010?\u20027?\u-30335?\u-28440?\u20998?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?\u-230?\u-28211?\u28857?\u-29774?\u-28688?\u22823?\u25968?\u25454?\u25216?\u26415?\u22312?\u30340?\u24212?\u29992?\u-244?\u20351?\u23398?\u21592?\u23545?\u22823?\u25968?\u25454?\u25216?\u26415?\u30340?\u24191?\u27867?\u24212?\u29992?\u26377?\u28165?\u26224?\u30340?\u-29788?\u-29754?\u-244?\u22312?\u-28711?\u29615?\u-32126?\u24403?\u20013?\u20250?\u-28211?\u28857?\u20171?\u32461?Hadoop\u25216?\u26415?\u22312?\u25972?\u20010?\u22823?\u25968?\u25454?\u25216?\u26415?\u24212?\u29992?\u20013?\u30340?\u-28211?\u-30335?\u22320?\u20301?\u21644?\u24212?\u29992?\u24773?\u20917?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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\u31532?\u19977?\u-28440?\u20998?\u-230?\u-28211?\u28857?\u21078?\u26512?\u22823?\u25968?\u25454?\u30340?\u24212?\u29992?\u26696?\u20363?\u-244?\u20351?\u23398?\u21592?\u22312?\u26696?\u20363?\u24403?\u20013?\u23545?\u-29723?\u-26503?\u25216?\u26415?\u26377?\u26356?\u28145?\u20837?\u30340?\u24863?\u-30270?\u21360?\u-29599?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-248?2\u-247?\u-29762?\u-29791?\u24605?\u-29201?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u-28217?\u29992?\u27169?\u22359?\u21270?\u25945?\u23398?\u26041?\u27861?\u-244?\u20197?\u26696?\u20363?\u20998?\u26512?\u20026?\u20027?\u32447?\u-244?\u30001?\u27973?\u20837?\u28145?\u12289?\u24490?\u24207?\u28176?\u-28709?\u12289?\u30001?\u29702?\u-29766?\u21040?\u23454?\u-29195?\u25805?\u20316?\u-28709?\u-30644?\u-29762?\u-29791?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-248?3\u-247?\u19982?\u20225?\u19994?\u30340?\u-29388?\u21512?\u28857?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u32467?\u21512?\u20225?\u19994?\u-28820?\u22411?\u21457?\u23637?\u21450?\u22823?\u25968?\u25454?\u21457?\u23637?\u25112?\u30053?\u-244?\u22260?\u32469?\u20225?\u19994?\u22823?\u25968?\u25454?\u19994?\u21153?\u21450?\u-30644?\u19994?\u24212?\u29992?\u24066?\u22330?\u25299?\u23637?\u21457?\u23637?\u30446?\u26631?\u-244?\u-28211?\u28857?\u-29774?\u25480?Hadoop\u30340?\u24212?\u29992?\u25216?\u26415?\u-244?\u25552?\u21319?\u20225?\u19994?IT\u25216?\u26415?\u20154?\u21592?\u30340?\u24320?\u21457?\u21644?\u-28720?\u32500?\u-32515?\u21147?\u-244?\u26377?\u24456?\u24378?\u30340?\u-29388?\u21512?\u24230?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u23545?\u-29599?\u-230?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21508?\u22320?\u20225?\u20107?\u19994?\u21333?\u20301?\u22823?\u25968?\u25454?\u20135?\u19994?\u30456?\u20851?\u20154?\u21592?\u-244?\u-28720?\u-31707?\u21830? IT\u20449?\u24687?\u21270?\u21644?\u-28720?\u32500?\u24037?\u31243?\u24072?\u30456?\u20851?\u20154?\u21592?\u-244?\u-28207?\u-30835?\u19994?\u20449?\u24687?\u21270?\u30456?\u20851?\u20154?\u21592?\u-244?\u25110?\u23545?\u22823?\u25968?\u25454?\u24863?\u20852?\u-29277?\u30340?\u30456?\u20851?\u20154?\u21592?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u22521?\u-29779?\u25910?\u30410?\u-230?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25484?\u25569?\u22823?\u25968?\u25454?\u22788?\u29702?\u24179?\u21488?\u-248?Hadoop\u12289?Spark\u12289?Storm\u-247?\u25216?\u26415?\u26550?\u26500?\u12289?\u20197?\u21450?\u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u-28720?\u32500?\u-28339?\u32622?\u12289?\u24212?\u29992?\u24320?\u21457?\u-229?\u25484?\u25569?\u20027?\u27969?\u22823?\u25968?\u25454?Hadoop\u24179?\u21488?\u21644?Spark\u23454?\u26102?\u22788?\u29702?\u24179?\u21488?\u30340?\u25216?\u26415?\u26550?\u26500?\u21644?\u23454?\u-27067?\u24212?\u29992?\u-229?\u21033?\u29992?Hadoop+Spark\u23545?\u-30644?\u19994?\u22823?\u25968?\u25454?\u-28709?\u-30644?\u23384?\u20648?\u31649?\u29702?\u21644?\u20998?\u26512?\u25366?\u25496?\u30340?\u25216?\u26415?\u24212?\u29992?\u-229?\u-29774?\u-30237?Hadoop\u29983?\u24577?\u31995?\u32479?\u32452?\u20214?\u-244?\u21253?\u25324?Storm\u-244?HDFS\u-244?MapReduce\u-244?HIVE\u-244?HBase\u-244?Spark\u-244?GraphX\u-244?MLib\u-244?Shark\u-244? ElasticSearch\u31561?\u22823?\u25968?\u25454?\u23384?\u20648?\u31649?\u29702?\u12289?\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u12289?\u22823?\u22411?\u25968?\u25454?\u20179?\u24211?\u12289?\u22823?\u25968?\u25454?\u26597?\u-29726?\u19982?\u25628?\u32034?\u12289?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u19982?\u20998?\u24067?\u24335?\u22788?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u20869?\u23481?\u-230?\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 \u31532?\u19968?\u-28440?\u20998?\u-230?\u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u22823?\u25968?\u25454?\u12289?\u20113?\u-29791?\u31639?\u30456?\u20851?\u25216?\u26415?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u25968?\u25454?\u20013?\u24515?\u19982?\u20113?\u-29791?\u31639?\u25216?\u26415?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u26234?\u24935?\u22478?\u24066?\u19982?\u20113?\u-29791?\u31639?\u25216?\u26415?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u22823?\u25968?\u25454?\u19982?\u20113?\u-29791?\u31639?\u20851?\u-32684?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u31227?\u21160?\u20113?\u-29791?\u31639?\u30340?\u29983?\u24577?\u31995?\u32479?\u21450?\u20135?\u19994?\u-27394?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?\u22823?\u25968?\u25454?\u25216?\u26415?\u22312?\u-28720?\u-31707?\u21830?\u12289?\u-28207?\u-30835?\u19994?\u12289?\u-27402?\u-30644?\u19994?\u12289?\u30005?\u23376?\u21830?\u21153?\u-30644?\u19994?\u12289?\u-26890?\u21806?\u19994?\u12289?\u21046?\u-28640?\u19994?\u12289?\u25919?\u21153?\u20449?\u24687?\u21270?\u12289?\u20114?\u-32684?\u32593?\u12289?\u25945?\u-32590?\u20449?\u24687?\u21270?\u31561?\u-30644?\u19994?\u20013?\u30340?\u24212?\u29992?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u22269?\u20869?\u22806?\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 7\u12289?\u24403?\u21069?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u19982?\u20256?\u32479?\u25968?\u25454?\u24211?\u26041?\u26696?\u30340?\u21078?\u26512?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?Cloudera Hadoop \u22823?\u25968?\u25454?\u24179?\u21488?\u26041?\u26696?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?\u24320?\u28304?\u30340?\u22823?\u25968?\u25454?\u29983?\u24577?\u31995?\u32479?\u24179?\u21488?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20108?\u-28440?\u20998?\u-230?\u22823?\u25968?\u25454?\u30340?\u25361?\u25112?\u21644?\u21457?\u23637?\u26041?\u21521?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u22823?\u25968?\u25454?\u26102?\u20195?\u30340?\u25361?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25112?\u30053?\u20915?\u31574?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25216?\u26415?\u24320?\u21457?\u21644?\u25968?\u25454?\u22788?\u29702?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u32452?\u32455?\u21644?\u-28720?\u-31707?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u22823?\u25968?\u25454?\u26102?\u20195?\u30340?\u21457?\u23637?\u26041?\u21521?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20113?\u-29791?\u31639?\u26159?\u22522?\u30784?\u-29762?\u26045?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22823?\u25968?\u25454?\u26159?\u28789?\u-25790?\u-29372?\u20135?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20998?\u26512?\u12289?\u25366?\u25496?\u26159?\u25163?\u27573?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21457?\u29616?\u21644?\u-26492?\u27979?\u26159?\u26368?\u32456?\u30446?\u26631?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22823?\u25968?\u25454?\u25366?\u25496?\u22312?\u21508?\u-30644?\u19994?\u24212?\u29992?\u24773?\u20917?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u30005?\u20449?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20114?\u-32684?\u32593?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28207?\u-30835?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u30740?\u31350?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-27392?\u21806?\u-30644?\u19994?\u24212?\u29992?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u-28440?\u20998?\u-230?\u22823?\u25968?\u25454?\u25991?\u20214?\u23384?\u20648?\u31995?\u32479?\u25216?\u26415?\u21644?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?\u24179?\u21488?\u21450?\u20854?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Hadoop\u30340?\u21457?\u23637?\u21382?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u22823?\u25968?\u25454?\u24179?\u21488?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22522?\u20110?Hadoop\u24179?\u21488?\u30340?PB\u32423?\u22823?\u25968?\u25454?\u23384?\u20648?\u31649?\u29702?\u19982?\u20998?\u26512?\u22788?\u29702?\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop \u30340?\u26680?\u24515?\u32452?\u20214?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u27010?\u-28688?\u12289?\u21151?\u-32515?\u12289?\u20316?\u29992?\u12289?\u20248?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24212?\u29992?\u-31997?\u30068?\u12289?\u24212?\u29992?\u29616?\u29366?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21457?\u23637?\u-29301?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\u26550?\u26500?\u21450?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26680?\u24515?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29762?\u-29791?\u31934?\u-25901?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22522?\u26412?\u24037?\u20316?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31995?\u32479?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25991?\u20214?\u23384?\u20648?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23384?\u20648?\u25193?\u23481?\u19982?\u21534?\u21520?\u24615?\u-32515?\u25193?\u23637?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 SHELL\u21629?\u20196?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 I/O\u27969?\u24335?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25991?\u20214?\u25968?\u25454?\u-29701?\u21462?\u12289?\u20889?\u20837?\u12289?\u-28675?\u21152?\u12289?\u21024?\u-27036?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25991?\u20214?\u29366?\u24577?\u26597?\u-29726?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u22359?\u20998?\u24067?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u21516?\u27493?\u19982?\u19968?\u-32268?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20803?\u25968?\u25454?\u31649?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20027?\u-32126?\u28857?\u19982?\u20174?\u-32126?\u28857?\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22823?\u25968?\u25454?\u-29409?\u-28803?\u22343?\u-30623?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HDFS\u22823?\u25968?\u25454?\u23384?\u20648?\u-26938?\u32676?\u31649?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?Hadoop\u29983?\u24577?\u31995?\u32479?\u32452?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Storm\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 MapReduce\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HIVE\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 GraphX\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 MLib\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Shark\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u22235?\u-28440?\u20998?\u-230?Hadoop\u25991?\u20214?\u31995?\u32479?HDFS\u26368?\u20339?\u23454?\u25112?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?HDFS\u30340?\u-29762?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?HDFS\u30340?\u27010?\u24565?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u22359?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 namenode\u21644?datanode\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-32684?\u-28506?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HDFS\u30340?\u-25896?\u21487?\u29992?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u21629?\u20196?\u-30644?\u25509?\u21475?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hadoop\u25991?\u20214?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?Java\u25509?\u21475?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20174?Hadoop URL\u-29701?\u21462?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28646?\u-28729?FileSystem API\u-29701?\u21462?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20889?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u30446?\u24405?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26597?\u-29726?\u25991?\u20214?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21024?\u-27036?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u25968?\u25454?\u27969?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21078?\u26512?\u25991?\u20214?\u-29701?\u21462?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21078?\u26512?\u25991?\u20214?\u20889?\u20837?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u19968?\u-32268?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?\u-28646?\u-28729?Flume\u21644?Sqoop\u23548?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?\u-28646?\u-28729?distcp\u24182?\u-30644?\u22797?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?Hadoop\u23384?\u26723?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?Hadoop\u23384?\u26723?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u19981?\u-29261?\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\f0\fs22\b \u31532?\u20116?\u-28440?\u20998?\u-230?Hadoop\u-28720?\u32500?\u31649?\u29702?\u19982?\u24615?\u-32515?\u-29693?\u20248?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u31532?\u20108?\u20195?\u22823?\u25968?\u25454?\u22788?\u29702?\u26694?\u26550?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Yarn\u30340?\u24037?\u20316?\u21407?\u29702?\u21450?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 DAG\u24182?\u-30644?\u25191?\u-30644?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Yarn\u22823?\u25968?\u25454?\u20998?\u26512?\u22788?\u29702?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Yarn \u26694?\u26550?\u24182?\u-30644?\u24212?\u29992?\u31243?\u24207?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u-26938?\u32676?\u-28339?\u32622?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u-26938?\u32676?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u24615?\u-32515?\u-29693?\u20248?\u19982?\u21442?\u25968?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u26426?\u26550?\u24863?\u30693?\u31574?\u30053?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u21387?\u32553?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u20219?\u21153?\u-29409?\u-28803?\u22343?\u-30623?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop \u-26938?\u32676?\u32500?\u25252?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u30417?\u25511?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?HDFS\u30340?\u-26791?\u24577?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HDFS \u30340?\u-25896?\u21534?\u21520?\u-28209?I/O\u24615?\u-32515?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 MapReduce/Yarn\u30340?\u24182?\u-30644?\u22788?\u29702?\u24615?\u-32515?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u-26938?\u32676?\u30340?\u-28720?\u-30644?\u25925?\u-26980?\u21078?\u26512?\u-244?\u20197?\u21450?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22522?\u20110?Hadoop\u22823?\u25968?\u25454?\u24212?\u29992?\u31243?\u24207?\u30340?\u24615?\u-32515?\u29942?\u-26488?\u21078?\u26512?\u19982?\u25552?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop \u22823?\u25968?\u25454?\u-28720?\u32500?\u30417?\u25511?\u31649?\u29702?\u31995?\u32479? HUE \u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop\u-28720?\u32500?\u31649?\u29702?\u30417?\u25511?\u31995?\u32479?Ambari\u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop \u-26938?\u32676?\u-28720?\u32500?\u31995?\u32479? Ganglia, Nagios\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20845?\u-28440?\u20998?\u-230?NOSQL\u25968?\u25454?\u24211?Hbase\u19982?Redis\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?NOSQL\u22522?\u30784?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 CAP\u29702?\u-29766?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Base\u19982?ACID\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 NOSQL\u25968?\u25454?\u24211?\u23384?\u20648?\u31867?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-27346?\u20540?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21015?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25991?\u26723?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22270?\u24418?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u22522?\u30784?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u23433?\u-30523?Hbase\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hbase\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u-28613?\u-28783?\u25968?\u25454?\u27169?\u22411?\u-244?HBase\u30340?\u-30616?\u12289?\u-30644?\u12289?\u21015?\u26063?\u12289?\u21015?\u12289?\u21333?\u20803?\u26684?\u12289?\u29256?\u26412?\u12289?row key\u25490?\u24207?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u29289?\u29702?\u27169?\u22411?\u-244?\u21629?\u21517?\u31354?\u-27148?\u-248?\u-30616?\u31354?\u-27148?\u-247?\u12289?\u-30616?\u27169?\u24335?\u-248?Schema\u-247?\u30340?\u-29762?\u-29791?\u27861?\u21017?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase \u20027?\u-32126?\u28857?HMaster\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?HMaster\u30340?\u-25896?\u21487?\u29992?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase \u20174?\u-32126?\u28857?RegionServer\u-248?\u20998?\u21306?\u26381?\u21153?\u-32126?\u28857?\u-247?\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?\u-30616?\u20998?\u21306?\u21450?\u23384?\u20648?I/O\u-25896?\u24182?\u21457?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u23384?\u20648?\u24341?\u25806?\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?HBase\u-30616?\u25968?\u25454?\u30340?\u-27346?\u20540?\u23384?\u20648?\u32467?\u26500?\u-244?\u20197?\u21450?HFile\u23384?\u20648?\u32467?\u26500?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-30616?\u-29762?\u-29791?\u19982?\u25968?\u25454?\u25805?\u20316?\u20197?\u21450?\u25968?\u25454?\u24211?\u31649?\u29702?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u21442?\u25968?\u-28339?\u32622?\u21644?\u24615?\u-32515?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u31616?\u20171?\u12289?\u21457?\u23637?\u21382?\u31243?\u12289?\u24212?\u29992?\u22330?\u26223?\u12289?\u24037?\u20316?\u21407?\u29702?\u12289?\u20197?\u21450?\u24212?\u29992?\u20248?\u21183?\u19982?\u19981?\u-29261?\u20043?\u22788?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u-26938?\u32676?\u30340?\u20027?\u20174?\u24335?\u24179?\u21488?\u26550?\u26500?\u21644?\u20851?\u-27346?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20266?\u20998?\u24067?\u24335?\u21644?\u29289?\u29702?\u-26938?\u32676?\u20998?\u24067?\u24335?\u30340?\u25511?\u21046?\u19982?\u-28720?\u-30644?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20174?\u-32126?\u28857?RegionServer\u-248?\u20998?\u21306?\u26381?\u21153?\u-32126?\u28857?\u-247?\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?\u-30616?\u20998?\u21306?\u21450?\u23384?\u20648?I/O\u-25896?\u24182?\u21457?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u23384?\u20648?\u24341?\u25806?\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?HBase\u-30616?\u25968?\u25454?\u30340?\u-27346?\u20540?\u23384?\u20648?\u32467?\u26500?\u-244?\u20197?\u21450?HFile\u23384?\u20648?\u32467?\u26500?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-30616?\u-29762?\u-29791?\u19982?\u25968?\u25454?\u25805?\u20316?\u20197?\u21450?\u25968?\u25454?\u24211?\u31649?\u29702?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u21442?\u25968?\u-28339?\u32622?\u21644?\u24615?\u-32515?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 ZooKeeper\u20998?\u24067?\u24335?\u21327?\u-29693?\u26381?\u21153?\u31995?\u32479?\u30340?\u24037?\u20316?\u21407?\u29702?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 ZooKeeper\u-26938?\u32676?\u30340?\u21407?\u29702?\u26550?\u26500?\u-244?\u20197?\u21450?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?Redis\u20869?\u23384?\u25968?\u25454?\u24211?\u20171?\u32461?\u-244?\u20197?\u21450?\u19994?\u30028?\u24212?\u29992?\u26696?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Redis\u20869?\u23384?\u25968?\u25454?\u24211?\u-26938?\u32676?\u26550?\u26500?\u20197?\u21450?\u26680?\u24515?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Redis \u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u24320?\u21457?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u19979?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19971?\u-28440?\u20998?\u-230?\u31867?SQL\u-29715?\u21477?\u24037?\u20855?\u8212?\u8212?Hive\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u23433?\u-30523?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u-28720?\u-30644?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28339?\u32622?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hive\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Metastore\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hive\u19982?\u20256?\u32479?\u25968?\u25454?\u24211?\u30456?\u27604?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29701?\u26102?\u27169?\u24335?vs.\u20889?\u26102?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26356?\u26032?\u12289?\u20107?\u21153?\u21644?\u32034?\u24341?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?HiveQL\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u31867?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25805?\u20316?\u19982?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u-30616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25176?\u31649?\u-30616?\u21644?\u22806?\u-28440?\u-30616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20998?\u21306?\u21644?\u26742?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23384?\u20648?\u26684?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23548?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-30616?\u30340?\u20462?\u25913?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-30616?\u30340?\u20002?\u24323?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?\u26597?\u-29726?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25490?\u24207?\u21644?\u-32678?\u-26938?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 MapReduce\u-32486?\u26412?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28706?\u25509?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23376?\u26597?\u-29726?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-30266?\u22270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?\u29992?\u25143?\u23450?\u20041?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20889?UDF\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20889?UDAF\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20843?\u-28440?\u20998?\u-230?\u25968?\u25454?\u25366?\u25496?SPARK\u24314?\u27169?\u22522?\u30784?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Spark\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u26159?\u20160?\u20040?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u29983?\u24577?\u31995?\u32479?BDAS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?Spark\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u20998?\u24067?\u24335?\u26550?\u26500?\u19982?\u21333?\u26426?\u22810?\u26680?\u26550?\u26500?\u30340?\u24322?\u21516?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?Spark\u-26938?\u32676?\u30340?\u23433?\u-30523?\u19982?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u30340?\u23433?\u-30523?\u19982?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u-26938?\u32676?\u21021?\u-29739?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Spark\u30828?\u20214?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u30828?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Spark\u30828?\u20214?\u-28339?\u32622?\u27969?\u31243?\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\f0\fs22\b \u31532?\u20061?\u-28440?\u20998?\u-230?Kafka\u22522?\u30784?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Kafka\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?kafka\u20307?\u31995?\u32467?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?kafka\u-29762?\u-29791?\u29702?\u24565?\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?kafka\u-28646?\u20449?\u21327?\u-29778?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?kafka\u30340?\u20266?\u20998?\u24067?\u23433?\u-30523?\u12289?\u-26938?\u32676?\u23433?\u-30523?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?kafka\u30340?shell\u25805?\u20316?\u12289?java\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?kafka\u-29762?\u-29791?\u29702?\u24565?*\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?kafka producer\u21644?consumer\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?Kafka\u20998?\u24067?\u24335?\u28040?\u24687?\u-29790?\u-27131?\u31995?\u32479?\u30340?\u24212?\u29992?\u20171?\u32461?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10\u12289?Flume-NG\u25968?\u25454?\u-28217?\u-26938?\u31995?\u32479?\u30340?\u25968?\u25454?\u27969?\u27169?\u22411?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11\u12289?Hadoop\u19982?DBMS\u20043?\u-27148?\u25968?\u25454?\u20132?\u20114?\u24037?\u20855?Sqoop\u30340?\u24212?\u29992?\u23454?\u-29195?\u-244?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12\u12289?Sqoop\u23548?\u20837?\u23548?\u20986?\u25968?\u25454?\u20197?\u21450?Sqoop\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 13\u12289?Kettle \u-26938?\u32676?\u30340?\u24179?\u21488?\u26550?\u26500?\u12289?\u26680?\u24515?\u25216?\u26415?\u12289?\u-28440?\u32626?\u-28339?\u32622?\u21644?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21033?\u29992?Sqoop\u23454?\u29616? MySQL \u19982? Hadoop \u-26938?\u32676?\u20043?\u-27148?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u21313?\u-28440?\u20998?\u-230?\u22823?\u25968?\u25454?\u20856?\u22411?\u24212?\u29992?\u19982?\u24320?\u21457?\u26696?\u20363?\u20998?\u26512?\u-230?\u20114?\u-32684?\u32593?\u25968?\u25454?\u-28720?\u-31707?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u26696?\u20363?1\u-230?\u-29387?\u24030?\u25968?\u25454?\u20132?\u26131?\u20013?\u24515?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20132?\u26131?\u25152?\u20132?\u26131?\u24418?\u24335?\u-230?\u30005?\u23376?\u20132?\u26131?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20132?\u26131?\u25152?\u26381?\u21153?\u-230?\u22823?\u25968?\u25454?\u20132?\u26131?\u12289?\u22823?\u25968?\u25454?\u28165?\u27927?\u24314?\u27169?\u20998?\u26512?\u12289?\u22823?\u25968?\u25454?\u23450?\u21521?\u-28217?\u-29395?\u12289?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22823?\u25968?\u25454?\u20132?\u26131?\u23433?\u20840?\u24615?\u25506?\u-29784?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u20132?\u26131?\u20013?\u24515?\u21830?\u19994?\u27169?\u24335?\u25506?\u-29784?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u26696?\u20363?2\u-230?\u22823?\u25968?\u25454?\u24212?\u29992?\u26696?\u20363?\u-230?\u20844?\u20849?\u20132?\u-28646?\u32447?\u-29201?\u30340?\u26234?\u-32515?\u-30268?\u21010?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 UrbanInsights\u-230?\u20026?\u20844?\u20132?\u20844?\u21496?\u25552?\u20379?\u22522?\u20110?\u-29790?\u-27131?\u-29761?\u-27154?\u30340?\u22823?\u25968?\u25454?\u24037?\u20855?\u20197?\u21450?\u22823?\u25968?\u25454?\u21672?\u-29726?\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Urban Insights\u25968?\u25454?\u28304?\u12289?\u25968?\u25454?\u25910?\u-26938?\u12289?\u25968?\u25454?\u20179?\u24211?\u12289?\u25968?\u25454?\u20998?\u26512?\u8212?\u8212?\u-29762?\u-29791?\u-28720?\u-31707?\u32447?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Urban Insights\u-28646?\u-28729?\u20114?\u-32684?\u32593?\u25968?\u25454?\u30340?\u-28720?\u-31707?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29784?\u-29766?\u-230?\u27993?\u27743?\u31227?\u21160?\u22823?\u25968?\u25454?\u24212?\u29992?\u19982?\u24320?\u21457?\u26041?\u21521?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u19979?\u21320?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u21313?\u19968?\u-28440?\u20998?\u-230?\u24403?\u21069?\u25968?\u25454?\u20013?\u24515?\u30340?\u25913?\u-28640?\u21644?\u-28820?\u25442?\u20998?\u26512?-\u20197?\u22269?\u20869?\u22806?\u-28720?\u-31707?\u21830?\u12289?\u20114?\u-32684?\u32593?\u20844?\u21496?\u20026?\u20363?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u27969?\u21830?\u19994?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u20027?\u27969?\u24320?\u28304?\u20113?\u-29791?\u31639?\u31995?\u32479?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22269?\u20869?\u22806?\u20195?\u-30616?\u24615?\u22823?\u25968?\u25454?\u24179?\u21488?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u21508?\u21378?\u21830?\u26368?\u26032?\u30340?\u22823?\u25968?\u25454?\u20135?\u21697?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Facebook\u30340?SNS\u24179?\u21488?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Google\u30340?\u25628?\u32034?\u24341?\u25806?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Rackspace\u30340?\u26085?\u24535?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Verizon\u25104?\u31435?\u31934?\u20934?\u24066?\u22330?\u-31707?\u-27392?\u-28440?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 TelefonicaDynamicInsights\u25512?\u20986?\u30340?\u21517?\u20026?\u8220?\u26234?\u24935?\u-29261?\u-28679?\u8221?\u30340?\u21830?\u19994?\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20013?\u22269?\u-32684?\u-28646?\u30340?\u8220?\u31227?\u21160?\u-28646?\u20449?\u29992?\u25143?\u19978?\u32593?\u-29776?\u24405?\u-26938?\u20013?\u26597?\u-29726?\u19982?\u20998?\u26512?\u25903?\u25745?\u31995?\u32479?\u8221?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u21313?\u20108?\u-28440?\u20998?\u-230?\u-29698?\u31243?\u24635?\u32467?\u19982?\u-27154?\u-26472?\u31572?\u30097?\u-29756?\u20272?\u22521?\u-29779?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u22235?\u22825? \u23398?\u21592?\u-32765?\u-29739?\u19982?\u19994?\u30028?\u20132?\u27969?\b0\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u24352?\u-32767?\u24072?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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