数据分析平台：平台演进及数据分析方法应用

1 .හഝ‫ړ‬ຉଘ‫ݣ‬ ଘ‫ݣ‬ᄍᬰ݊හഝ‫ړ‬ຉොဩଫአ ᄍᦖՈғ๷٠ @ᡶᡵᰂ๐-හഝଘ‫ݣ‬᮱ * 

2 .ፓ୯.CONTENTS - 01 - 02 - 03 - 04 • ౯ฎ᧡ғӻՈᓌՕ • ؉Ջԍғහഝ‫ړ‬ຉᶾऒᓌՕ • ெԍ๶ғහഝ‫ړ‬ຉଘ‫ݣ‬ᄍᬰܲ‫ݥ‬ • ᚆଗՋԍғහഝ‫ړ‬ຉḝۖහഝ‫ړ‬ • ౯ժฎ᧡ғහഝଘ‫ݣ‬᮱ᓌՕ • ெԍ؉ғහഝ‫ړ‬ຉଘ‫ݣ‬3.0ᧇᥴ ຉଘ‫ݣ‬௔ᚆս۸ * 

3 .01 ᓌՕ ӻՈՕᕨ݊හഝଘ‫ݣ‬᮱Օᕨ * 

4 .01 ӻՈᓌՕ R ᜰ‫ݷ‬ғఉᭁҁஞఉ౮֡҅ஞᭁ౮ṹ҅^_^҂ ✦ 11ଙਫԟ‫ف‬ᘳ҅12ଙྋୗ‫ف‬ᘳ҅ԆᥝᕪܲԧETL̵ਫ෸ᦇᓒ̵ಢၞᕹӞጱ ᗑᒊ෭ப॒ቘ໛ຝᒵොᶎጱૡ̶֢ ✦ 14ଙᬰ‫ف‬ᡶᡵᨰ੄҅Ԇᥝ݇Ө೗ᨰਪ҅‫כ‬ᴾ҅ռᓉ҅चᰂᒵ໐ஞӱ‫ۓ‬ୌ ᦡ҅ࣁचᰂԆ੕ୌᦡଚ‫ڔ‬ഘᡶᡵᛔ૩ጱचᰂᲀࠓԻฃႴᓒଘ‫ݣ‬ᴨचᔂ஛̶ ✦ 16ଙࢧ୭හഝᬰ‫ف‬ᡶᡵහഝଘ‫҅ݣ‬ଃᶾࢫᴚୌᦡහഝ‫ړ‬ຉଘ‫ݣ‬୚ක੶҅ ៧ࣈහഝ‫ړ‬ຉොဩᦞ̶ ✦ ፓ‫ڹ‬ᨮᨱහഝਞ‫ق‬Ө‫ݳ‬ᥢ҅ࣁय़හഝጱ᭲᪠Ӥᖀᖅᄟᤈ̶ 

5 .02 හഝଘ‫ݣ‬᮱ᓌՕ(1/3) හഝ᯻ᵞӨփᬌ හഝਂ‫ؙ‬Өᦇᓒ හഝଫአӨၾᩇ ӞᒊୗහഝᎸ‫ݎ‬ଘ‫ݣ‬ ӞᒊୗAIᎸ‫ݎ‬ଘ‫ݣ‬ RDS ๢࢏਍ԟ ҁPAI҅TensorFlow҂ ӱ‫ۓ‬ᬩ០݊PD OB හഝଫአ හഝ‫ྍݶ‬ ಸᤒ઀ᐏ DB෭பᥴຉ‫ྍݶ‬ ҁᎣහഝAPP҂ ෭ப ҁDRC҂ හഝ‫ړ‬ຉ ෭ப෈կ‫ྍݶ‬ ҁDeepInsight҂ ҁSLS҂ ਫ෸ၞୗᦇᓒ ‫ړ‬ຉ૵ ೵യᶼၥ ၾ௳ ҁKepler҅Spark Streaming҂ ᭗አ‫ྍݶ‬ૡٍ ҁPAI҂ ҁDataX҂ හഝ٬ᒽ ҁDecisionX҂ ‫ྍݶ‬Ӿஞ OSS ҁDTM҂ …… හഝᑀ਍ਹ ಢᰁᦇᓒ ෈կ ҁODPS҅Spark҅Raya҂ ӱ‫ۓ‬ದ๞ 

6 .02 හഝଘ‫ݣ‬᮱ᓌՕ(2/3) ӱ‫ۓ‬ ࣋ว ඪ՞ ᜡἋ ᗑࠟ ᨰ੄ ‫כ‬ᴾ ஙᩅ ԯහഝਫḵਰ ‫ق‬ቖ۸ හഝૡ֢‫ݣ‬ Data ᡶᡵහഝᳪಁ̵ᎣහഝAPP…… Ոᗭኮ‫؟‬ଘ‫̵֖ݣ‬ᗝ๐‫ۓ‬ଘ‫……ݣ‬ ୏‫ݎ‬ᘏӾஞ…… OS ໟᶎ क़᮱හഝ᯻ᵞଘ‫ݣ‬ හഝᩒԾᓕቘଘ‫ݣ‬ හഝᎸ‫ݎ‬ଘ‫ݣ‬ හഝ‫ړ‬ຉଘ‫ݣ‬ හഝ٬ᒽଘ‫ݣ‬ හഝਫḵଘ‫ݣ‬ ҁ‫ق‬ቖහഝᆻ‫ݐ‬҂ ҁᩒԾᥢ᝜̵൤ᔱ҂ ҁग़୚ක҅ಢၞ‫ݳ‬Ӟ҂ ҁग़ᖌ‫ړ‬ຉ҅ฬᚆ၏੊҂ ҁභഠ٬ᒽ҂ ҁabਫḵ҅‫ړ‬ຉ҂ හഝ୚ක ձ‫ۓ‬ಗᤈӨ᧣ଶ୚ක හഝᑀ਍୚ක ٬ᒽ๐‫ۓ‬୚ක Data ໐ஞᚆ‫ێ‬ OS හഝਞ‫ق‬ ᵌᐺ‫כ‬ಷ හഝᨶᰁ ‫ز‬හഝӾஞ හഝလቘ …… ٖ໐ चᏐ໛ຝ ग़ሾहᭇᯈ ᑄಁ/ᨴಁ֛ᔮ ๦ᴴ ၞᑕ හഝრ …… 

7 .02 හഝଘ‫ݣ‬᮱ᓌՕ(3/3) ྯӞӻஙੜጱஷ१ ᮷꧊஑አහഝၢᅆ 

8 .02 හഝ‫ړ‬ຉ හഝ‫ړ‬ຉᶾऒ֛ᔮ۸ᕮ຅ * 

9 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

10 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

11 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

12 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

13 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

14 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

15 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

16 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

17 .01 ᫝ᬟጱහഝ‫ړ‬ຉ 

18 .02 හഝ‫ړ‬ຉᶾऒ ᛔۖҁ๢࢏ԅӾஞ҂ ‫ړ‬ຉᴤྦྷ ՈૡҁՈԅӾஞ҂ ൈᬿࣳ‫ړ‬ຉ ‫ݎ‬ኞԧՋԍҘ ᦬ෙࣳ‫ړ‬ຉ ԅՋԍտ‫ݎ‬ኞҘ ٬ᒽ ᶼၥࣳ‫ړ‬ຉ හഝ ᤈۖ ਖ਼տ‫ݎ‬ኞՋԍҘ ٬ᒽᬀۗ ೰੕ࣳ‫ړ‬ຉ ౯ᵱᥝ؉ՋԍҘ ᛔۖ٬ᒽ 

19 .02 හഝ‫ړ‬ຉᶾऒ ᛔۖҁ๢࢏ԅӾஞ҂ ‫ړ‬ຉᴤྦྷ ՈૡҁՈԅӾஞ҂ ൈᬿࣳ‫ړ‬ຉ F i ‫ݎ‬ኞԧՋԍҘ F c ᦬ෙࣳ‫ړ‬ຉ ԅՋԍտ‫ݎ‬ኞҘ LN d ٬ᒽ ᶼၥࣳ‫ړ‬ຉ b l හഝ ᤈۖ ਖ਼տ‫ݎ‬ኞՋԍҘ ٬ᒽᬀۗ ೰੕ࣳ‫ړ‬ຉ ౯ᵱᥝ؉ՋԍҘ ᛔۖ٬ᒽ 

20 .03 හഝ‫ړ‬ຉଘ‫ݣ‬ ᡶᡵහഝ‫ړ‬ຉଘ‫ݣ‬ᄍᬰ݊ದ๞ᧇᥴ * 

21 .01 փᕹහഝ‫ړ‬ຉၞᑕӨ᎟፛ ETLದ๞ ETLದ๞ ETLದ๞ PD හഝ᯻ᵞ ๐‫ۓ‬ᒒದ๞ ETLದ๞ හഝࢧၞ ‫ڹ‬ᒒದ๞ ಸᤒᵱ࿢ හՙୌཛྷ ETL ಸᤒ઀ᐏ 

22 .01 փᕹහഝ‫ړ‬ຉၞᑕӨ᎟፛ ETLದ๞ ETLದ๞ ୏‫ݎ‬ᩒრኒ᷀ ETLದ๞ PD හഝ᯻ᵞ ๐‫ۓ‬ᒒದ๞ ETLದ๞ හഝࢧၞ ‫ڹ‬ᒒದ๞ ಸᤒᵱ࿢ හՙୌཛྷ ᵱ࿢ग़ᵱ࿢ฃ‫ݒ‬ ETL ಸᤒ઀ᐏ ၞᑕᳩᵱ࿢៧ࣈޮ๗ᳩ 

23 .02 හഝ‫ړ‬ຉଘ‫ݣ‬2013 V1.0 Cube SQL Cube JDBC SQL Garuda Oracle Higo Rac 

24 .03 හഝ‫ړ‬ຉଘ‫ݣ‬1.0ෛጱ᎟፛ ‫ړ‬ຉ‫ۑ‬ᚆӧ᪃ ‫ړ‬ຉ௔ᚆӧ᪃ හഝᚆ‫ێ‬Ө ᶌETL‫ے‬ૡ ᶌ܎ᛔۖࢧၞ ӱ‫ۓ‬ૡ֢‫ړݣ‬᤯ จࣳཛྷ̵ࣳᵪᜰཛྷࣳӧඪ೮ ODPS‫ܨ‬෸‫ړ‬ຉ௔ᚆӧ᪃ හഝ‫ړ‬ຉଘ‫ݣ‬ᇿᒈᔮᕹ กᕡ॒ቘ‫ڍ‬හӧඪ೮ አಁՈૡࢧၞහഝ‫ٌک‬՜හഝრ ੜԫํᛔ૩ጱӱ‫ۓ‬ૡ֢‫ݣ‬ ᵱᥝETL‫ے‬ૡ አಁᳪད᫾ṛ හഝᚆ‫ێ‬Өӱ‫ۓ‬ૡ֢‫ړݣ‬᤯ ETLᩒრኒ᷀ ׁᩢETLᩒრ አಁ‫ڔ‬๶‫݄ڔ‬ 

25 .04 හഝ‫ړ‬ຉଘ‫ݣ‬2014-2016 V2.0 Digger Server Base on Mondrian Ad-hoc MDX SQL ROLAP RDS Garuda ODPS 

26 .05 ᯿ෛਧԎෛ‫ړ‬ຉ၏੊(1/3) 

27 .05 ᯿ෛਧԎෛ‫ړ‬ຉ၏੊(2/3) 㓲⇍㧟冰䠀䀜⨉⃡ℋ樿㹅♔㉝䥥⃷䠭ּ ㎉屢℩㒣㉸Ᵽ∶凷䳬猾屢℩⃯涹冈ⓧ㩱㕡㨐㣁凹ּ 屢℩⹇⅁4ֻ2[VJQP❭㓷5#5猾屢℩廘↛ㄏ㎉㠜␬榟⑔ּ 6CDNGCW䧙⋂猾ℛⅧ䨀㹄⨑㕊␦↛作㥛叞猾㓲⇍槡屢ℛ㕡㨐叞╼☤ハ⃨┌䥥䠉㔘㚱≼ℑ⺭䥥▀叞ּ 㓲⇍⋂Ⱚ䥥⚀⓺㤐猾床㺰ℋ㕡叞冈┌䥥↛揞叞Ⰰ↯㡑㙏ℎ嚘⚷岢峄❭庢㙏ּ ŃŃ6CDNGCW 

28 .05 ᯿ෛਧԎෛ‫ړ‬ຉ၏੊(3/3) / ਮಁ‫݊੶ړ‬ӧ‫ེ੶ݶ‬ᵱ࿢ ਮಁᚆ‫੶ړێ‬ᰂਁर ᥯ᜋ ӱ‫ۓ‬ᕚᵱᥝጱᚆ‫ێ‬ ٬ᒽᬀۗ ᦏํӱ‫ړۓ‬ຉොဩᦞጱ‫ݶ‬਍‫ݢ‬զ १᮱ҁBI҅හഝᑀ਍ਹ҅ӱ‫ۓ‬ӫਹ҂ ӱ ҁ຅ୌ෸ᳵᳩ҂ ᩙᚆᕳ‫ف‬ᳪጱ‫ݶ‬਍ ‫ۓ‬ B ො ᦬ෙࣳ‫ړ‬ຉ ؉ ᚰ᮱ҁPD҅ᬩ០҅BI҅ದ๞҂ ᒒ හ ҁ᦬ෙ෸ᳵᳩ҂ ᦏದᚆӫᔜጱՈṛපૡ֢ አ ഝ ҁ᦬ෙ̵റᔱ̵ᑀ਍ᦇᓒ҂ ‫ړ‬ ൈᬿࣳ‫ړ‬ຉ ᚹ᮱ҁᬩ០҂ ಁ ຉ ጱ Ո ӧॡ౜හഝ‫ړ‬ຉ ᚹ᮱ ᦏӧտጱՈๅ਻ฃ‫ݒ‬տ ፡ හ ഝ ‫ړ‬ ၏ᥠփඎ C ຉ ᒒ ᕮ Ծߝ̵ᬩ០̵ṛᓕ ਫ෸ࣁᕚ‫֢ܐ‬ ຎ चԭහഝጱփඎ አ ଚ ದ๞ ᦏ၏ᥠԾኞ̵ၞ᭗ๅṛප ಁ ؉ ٬ ᒽ ӿ੄ጱ‫ݢ‬ᥤ۸҅‫׎‬ԭள᭛ቘᥴ ጱ Ո 

29 .06 හഝ‫ړ‬ຉଘ‫ݣ‬V3.0 Z IDE OLAP Connector