NimbusData ITPT

8/2/2019 NimbusData ITPT

1/22

0

Wuwx`mb`nie Wxa~`ke

Xfe Cuxu~e ac Ebxe~z~mwe `bh H`x`gebxe~ Z~md`~} Wxa~`ke

D`~gf >3) >:0>


2/22

>

@naux Uw

Wuwx`mb`nie Wxa~`ke

Deda~}$n`weh duixmz~axagai wxa~`kew}wxedw ca~ sm~xu`im|`xmab) h`x`n`wew)

FZG) `bh giauh mbc~`wx~ugxu~e


3/22

7

Au~ D`~oex

(0> nmiimab z~md`~} wxa~`ke d`~oex =5% ac ~esebue mw mb 05O0:O ~zd hmwo `~~`}w

^`zmh wfmcx xa waimh wx`xe ca~ `ii z~md`~} wxa~`ke

H~`d`xmg ze~ca~d`bge k`mbw) d`la~ AzEv ~ehugxmab


4/22

8

>::: >::5 >:0>

GZUw 0 vZebxmud 8 0"5 KF|

5 vZebxmud H >"3 KF|

7: v^adie} Agx`i >"8 KF|

Xfe Ze~ca~d`bge Z~anied

H^@D

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8:: v8: Kmk`nmx Exfe~bex

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0"> v7"3 dw weeoGfeex`f 05O"8

0"> v7"3 dw weeoGfeex`f 05O";

Hmwo08$8::vnefmbh!


5/22

5

Xfe Za{e~ Z~anied

Ewg`i`xmbk h`x`gebxe~ AzEv 7;% ac za{e~) gaaimbk) `bh ~`gowz`ge mw h`x` wxa~`ke


6/22

3

Gadz`b} Ase~sme{

Ie`he~ mb Wuwx`mb`nie Wxa~`ke Cm~wx `bh abi} ubmcmeh waimh wx`xe wxa~`ke zi`xca~d

Dawx wg`i`nie) dawx eccmgmebx waimh wx`xe wxa~`ke w}wxed

Gadz~efebwmse wacx{`~e ca~ xax`i wxa~`ke d`b`kedebx

@ggadzimwfdebxw

Caubheh >::3 &z~ms`xei}$feih-

Z~acmx`nie wmbge >::= >::/ guwxade~w

7$xmde Z~ahugx ac xfe ]e`~

7$xmde Xaz 0: wxa~`ke wx`~xuz


7/22

;

Wuwx`mb`nie Wxa~`ke Zi`xca~dw

E$Gi`ww &ebxe~z~mwe # eccmgmebg}- W$Gi`ww &wzeeh # wmdzimgmx}-

0: $ 5:: XN &0: XN ze~ U- >"5 $ 0:: XN &5 XN ze~ U-

Hmwx~mnuxeh G`gfe @~gfmxegxu~e Z`~`iiei Ze~ca~d`bge @~gfmxegxu~e

Ba wmbkie$zambx$ac$c`miu~e) imse W[ uzh`xew @ii$mb$abe w}wxed) >: dmbuxe hezia}debx

Uz xa 6::)::: MAzw `bh 6": KNweg Uz xa 6::)::: MAzw `bh 6": KNweg

8:0:0KnE) 68Kn CG) CH^PH^ Mbcmbmn`bh 8:0:0KnE) 68Kn CG) CH^PH^ Mbcmbmn`bh

EDIG ci`wf &7:)::: ZE g}giew- {>6% ~ewe~se EDIG ci`wf &7:)::: ZE g}giew- {>6% ~ewe~se


8/22

6

Z`~ìiei Ze~ca~d`bge @~gfmxegxu~e

Mwwue< X}zmgì wxa~`ke ebgiawu~ew `~e ca~ FHHw W@W evz`bhe~ uweh xa c`b$aux 8 i`bew ac W@W xa >8 h~mse wiaxw

ûb wmduix`beauwi}) e`gf h~mse g`b abi} ~ub `x 03xf ac mxw wzeeh

Imdmx`xmabw ac x}zmgì wxa~`ke ebgiawu~ew W@W evz`bhe~ mw ` naxxiebego wmbge ìi MA ~ubw xf~aukf abe gfmz

Ze~ca~d`bge mw g`zzeh `x >8 Knzw &8 i`bew ac 3K W@W-

@hhmxmabì faz mb MA z`xf `hhw i`xebg} `bh mbg~e`wew gabxebxmab

Waiuxmab< Bab$niagombk evz`bhe~$ieww `~gfmxegxu~e

3 xmdew da~e n`bh{mhxf< 088 Knzw mbwxe`h ac >8 Knzw

Eimdmb`xew i`xebg} `bh gabkewxmab ca~ s`wxi} nexxe~ ze~ca~d`bge

Bmdnuw mw 8$03v c`wxe~ xf`b acc$xfe$wfeic ~msìw


9/22

=

Hmwx~mnuxeh G`gfe @~gfmxegxu~e

Mwwue< Gabsebxmabì {~mxe g`gfmbk mw ca~ FHHw Gabx~aiie~$~ewmhebx {mxf BS^@D a~ H^@D {mxf evxe~bì UZW

G`gfe duwx ne dm~~a~eh mb ~eì$xmde xa >bh gabx~aiie~ ca~ gafe~ebg}

^mwow {mxf x~`hmxmabì hewmkbw Dm~~a~mbk imbo duwx ne se~} c`wx &wmbkie zambx ac c`miu~e) naxxiebego-

C`miu~e ac imbo hmw~uzxw g`gfe gafe~ebg} `bh g`b gùwe h`x` iaww

G`gfe `daubx haew bax wgìe imbe`~i} xa d`xgf g`z`gmx} mbg~e`we

Waiuxmab< Hmwx~mnuxe g`gfe `bh wgìe mx {mxf g`z`gmx}

G`gfmbk ze~ca~deh `x ci`wf dahuie iesei) bax gabx~aiie~

Ba g`gfe gafe~ebg} ~epum~edebx 4 ba wmbkie zambx ac c`miu~e

@hhw {~mxe g`gfe `w g`z`gmx} mw evz`bheh ca~ imbe`~ wzeeh k`mbw


10/22

0:

F@IA Wxa~`ke Aze~`xmbk W}wxed


11/22

00

F@IA Ga~e Ce`xu~ew

Ci`wf$`imkbeh Cmie W}wxed @imkbw {~mxe MA xa z`ke wm|e ac ci`wf wmimgab) ebf`bgmbk ebhu~`bge

Wg`i`nie uz xa 8 ev`n}xew &EN-) gadz`~eh xa 03 XN {dawx `~~`}w

Mbxek~`xeh ^@MH z~axegxmab &5) 3) 0:) :-

Ubmcmeh Wxa~`ke

W@B< mWGWM) Cmn~e Gf`bbei

B@W< BCW &s>78-) GMCW &WDN0) WDN>-

We~se~$`xx`gfeh< W^Z &WGWM HD@ Z~axagai-

Hm~egx$`xx`gfeh a~ Bex{a~o$`xx`gfeh

@ii$mbgiuwmse Wacx{`~e

Ba ze~$ce`xu~e imgebwmbk ceew


12/22

0>

F@IA H`x` Eccmgmebg}

Xfmb$z~asmwmabmbk Cuii} xfmb$z~asmwmabeh {mxf wz`ge ~egi`d`xmab uwmbk X0: wx`bh`~hw

D`vmdm|ew eccmgmebg} xf~aukf ~e`i$xmde niago `iiag`xmab

D`vmdm|ew wxa~`ke uxmim|`xmab bh dmbmdm|ew hdmbmwx~`xmab

Hehuzimg`xmab

Wxa~ew abi} ubmpue h`x`) ~ehugmbk g`z`gmx} beehw

Wuze~ma~ f`wf ika~mxfd eimdmb`xew gaiimwmabw

Uz xa >:


13/22

07

F@IA H`x` Z~axegxmab

Wb`zwfaxw Fmkf$ze~ca~d`bge) {~mx`nie wb`zwfaxw

Wz`ge$eccmgmebx `bh mbwx`bx`beauw

Wgfehui`nie {mxf ~exebxmab zaimgmew

êzimg`xmab

Gabxmbuauw) ì{`}w$ab ca~ wuze~ma~ h`x` z~axegxmab

@w}bgf~abauw MA ca~ |e~a iagì ze~ca~d`bge mdz`gx

N`bh{mhxf xf~axximbk `bh ùxad`xmg ~egase~} ab imbo c`miu~ew

H`x` Wegu~mx}

@EW$50> &CMZW$gadzim`bx- ebg~}zxmab

Mbwx`bx wegu~e e~`we ac ci`wf dahuiew


14/22

08

E`w} @hdmbmwx~`xmab

Cuii GIM Cuii} hagudebxeh `bh wg~mzx`nie

@zzimg`xmab Mbxek~`xmab

SD{`~e EWVsWzfe~e `bh Gmx~mv VebWe~se~Hewoxaz wuzza~x S@@M wuzza~x &sWzfe~e 5 `bh i`xe~-

Dmg~awacx Evgf`bke) WPI We~se~) bh Wf`~eZambx$`{`~e

SWW z~asmhe~ `s`mi`nie &nex`-

A~`gie 00k^@G@WD wuzza~x

[en!Danmie D`b`kedebx

[en$n`weh KUM

mZ`h mbxe~c`ge &gadmbk waab-


15/22

05

@gpumwmxmab Gawx

(08":: (07"::Xax`i Gawx!KN

, Z~mgmbk ~ece~ebge h`x` s`mi`nie uzab ~epuewx

05O ^ZD @~~`} Bmdnuw

F`~h{`~e (3":: (0:"::

G`z`gmx} Ase~fe`h (7":: (>"::

Wacx{`~e Imgebwew (7":: (:"::

0wx ]e`~ Wuzza~x (>":: (0"::

Ci`wf [mbw!


16/22

03

Eccegxmse Gawx

Axfe~w Bmdnuw

F`~h{`~e (>5":: (0:"::

5% x}zmg`i w`smbkw

Ub~e`imwxmg xa gadz`~e hehuze sw bab$hehuze

nux mc }au {`bx xa) Bmdnuw wxmii {mbw


17/22

0;

05O ^ZD @~~`}w sw" Bmdnuw

05O ^ZD @~~`} Bmdnuw

MAzw &8O `sk- >:)::: 6::):::

DNzw &>53O `sk- 5:: 6):::

I`xebg} &`sk- 05 dw 9 :"> dw

Za{e~ &o[f) 0:XN) 5 }~w- 07)08: >)0=:

Gaaimbk &NXU) 0:XN) 5 }~w- 88)678 ;)8;>

^`gowz`ge &0:XN- 8U 0U

@gpumwmxmab Gawx &0:XN- (087)73: (077)0>:

5 ]e`~ Wuzza~x (60)=>: (8:)=3:

Ci`wf

[mbw!


18/22

06

X`~kex @zzimg`xmabw

Z~md`~} wxa~`ke uwe g`wew Ebxe~z~mwe${mhe sm~xuìm|`xmab

H`x`n`we giuwxe~w

SHM &sm~xuì hewoxaz mbc~`wx~ugxu~e-

eHmwgase~}) `bì}xmgw) `bh nmk h`x`

FZG< Keazf}wmgì) imce wgmebgew) duixmdehm`
http://hadoop.apache.org/


19/22

0=

Mbhuwx~}$ie`hmbk Guwxade~w

êgebx [mbw Xaz 7 sm~xuìm|`xmab wacx{`~e z~asmhe~

Xaz 7 be{whmkmxì mbca~d`xmab z~asmhe~

Xaz 7 zawx$z~ahugxmab xegfbaiak} z~asmhe~

7 ac xfe 0: i`~kewx wedmgabhugxa~ gadz`bmew

Xaz 7 z~asmhe~ ac abimbe c~emkfx d`b`kedebx

D`la~ UW Hezx ac Hecebwe cmeih hezia}debx

Xaz 7 wuze~gadzuxmbk gebxe~ Xaz 5 z~asmhe~ ac eiegx~mgì za{e~ w}wxedw

Ie`he~ mb cmb`bgmì za~xcaima azxmdm|`xmab


20/22

>:

G`we Wxuh}

Kaìw @ggeie~`xe SD g~e`xmab

Wese~ì ZN ì~e`h} mbwxìieh

SD{`~e EWV) 0:::w ac fawxw

Gabwmhe~eh g`gfmbkxme~mbk acce~mbkw

Bmdnuw [mbw

êhugeh z~asmwmabmbk xmde c~ad 8: xa 7 dmbuxew Gux za{e~ uw`ke ;6%

êhugeh ~`gowz`ge beehw n} 35%

Gadz`~`nie `gpumwmxmab gawx xa 05O ^ZD hmwo


21/22

>0

Ka$xa$d`~oex

Hadewxmg Gf`bbeiw Ci`wfZambx Z`~xbe~ Z~ak~`d

Wxa~`ke sìue$`hheh ~eweiie~w

05 z`~xbe~w ba{) evz`bhmbk xa 5: ze~ ebh ac >:0>

Mbxe~b`xmabì Hmwx~mnuxmab

Gu~~ebxi} mb UO) Bexfe~i`bhw) C~`bge) Ba~hmgw) `bh L`z`b

Evgeiiebx wuzza~x

>8 v ; v 735 xegfbmgì wuzza~x

[a~ih{mhe z`~xw hezaxw


22/22

>>

Bmdnuw H`x` W}wxedw UW@

;:0 K`xe{`} Nish) Wumxe 0::

Wauxf W`b C~`bgmwga) G@ =8:6:

{{{"bmdnuwh`x`"gad

&6;;- 3 $ BMDNUW

Puewxmabw1
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