Elasticsearch 勉強会 2/2

&MBTUJDTFBSDIษڧձ̎

ࣗݾ঺հ w ໦ށࠃ඙ʢ,VOJIJLP,JEPʣ w ϕϧτϥגࣜձࣾʢ7&-53"$PSQPSBUJPOʣ w $4޲͚ιϦϡʔγϣϯاըɾ։ൃ w ࣗવݴޠॲཧશจݕࡧΤϯδϯˍػցֶश

"CPVU7&-53" :PVSTUPSZCFHJOTIFSF ISWFMUSBDPN

w ࠓճͷ಺༰͸ɺՍۭͷݕࡧγφϦΦΛ΋ͱʹɺ&MBTUJDTFBSDIͷઃܭʹͭ ͍ͯઆ໌͠·͢ɻ౰ࢿྉͰ͸ɺ࿦ཧతͳΠϯσοΫεͷઃܭɺυΩϡϝϯ τઃܭɺΫΤϦઃܭΛத৺ʹղઆ͠·͢ɻ

ݕࡧγφϦΦ࣮ߦ؀ڥ

γφϦΦ࣮ߦ؀ڥͷೖख w ҎԼͷαΠτ͔ΒγφϦΦ࣮ߦ؀ڥΛೖखՄೳ w IUUQTHJUIVCDPN,VOJIJLP,JEPEPDLFSFMLNPWJFMFOT w ౰γεςϜΛ࣮ߦ͢Δʹ͸ɺ%PDLFS$PNQPTF͕ಈ࡞͢Δ؀ڥΛ༻ҙ͠ ͍ͯͩ͘͞ɻ

γεςϜ֓ཁ w .Z42- w &MBTUJDTFBSDI w -PHTUBTI .PWJF w
-PHTUBTI 3BUJOH w ,JCBOB &MBTUJDTFBSDI .Z42- IUUQ UDQ UDQ EBUBCBTFNPWJFMFOT VTFSNPWJFMFOTQBTT -PHTUBTI .PWJF -PHTUBTI 3BUJOH )UUQ ,JCBOB

γφϦΦ࣮ߦ؀ڥͷىಈͱఀࢭ w ίϯςφΛ࡞੒࣮ͯ͠ߦ w EPDLFSDPNQPTFVQE w ίϯςφͷҰཡΛදࣔ w EPDLFSDPNQPTFQT w
αʔϏεͷϩάΛग़ྗ w EPDLFSDPNQPTFMPHT w ίϯςφΛఀࢭͯ͠࡟আ w EPDLFSDPNQPTFEPXO ˞ࢀߟɿIUUQTEPDTEPDLFSDPNDPNQPTFSFGFSFODF

σʔληοτ

%BUBTFUT w .PWJF-FOT w IUUQTHSPVQMFOTPSHEBUBTFUTNPWJFMFOT

%BUBNPEFMT NPWJFT NPWJF*E UJUMF HFOSFT SBUJOHT
VTFS*E NPWJF*E SBUJOH UJNFTUBNQ UBHT VTFS*E NPWJF*E UBH UJNFTUBNQ

NPWJFTUBCMF NPWJF*E UJUMF HFOSFT 5PZ4UPSZ "EWFOUVSFc"OJNBUJPOc$IJMESFOc$PNFEZc'BOUBTZ +VNBOKJ
"EWFOUVSFc$IJMESFOc'BOUBTZ (SVNQJFS0ME.FO $PNFEZc3PNBODF

UBHTUBCMF VTFS*E NPWJF*E 5BH UJNFTUBNQ TBOESBCPSJOHCVMMPDL
EFOUJTU $BNCPEJB

SBUJOHTUBCMF VTFS*E NPWJF*E SBUJOH UJNFTUBNQ

*OEFYJOH .PWJF-FOT %BUBCBTF .PWJF-FOT *OEJDFT 4&-&$5 *OEFYJOH *OQVUEBUB 0VUQVUEBUB 1SFQSPDFTTJOH

ݕࡧγφϦΦ

ϜʔϏʔશจݕࡧ w ϜʔϏʔͷλΠτϧɺδϟϯϧ໊ɺλά໊Λର৅ʹશจݕࡧΛ࣮ݱ͢Δɻ w ݕࡧ݁Ռ͸ॏෳ͠ͳ͍ϜʔϏʔ୯ҐͰฦ٫͢Δɻ w ݕࡧ݁ՌͷϥϯΩϯά͸ɺείΞϦϯάॱɺٴͼλΠτϧͷ"4$**DPEF ॱ͕ରԠՄೳͳ͜ͱɻ

*."(& 4UBS8BST *."(& *."(& *."(&

δϟϯϧφϏήʔγϣϯ w ݕࡧ݁ՌΛ΋ͱʹδϟϯϧφϏήʔγϣϯΛ࣮ݱ͢Δɻ w ϜʔϏʔશจݕࡧͷݕࡧ৚݅ΛࢦఆՄೳͳ͜ͱɻ w ݕࡧ݁Ռ͸δϟϯϧ໊Λݕࡧ݁Ռͷଟ͍ॱʹฦ٫ɻ w ֤δϟϯϧຖʹݕࡧ݁Ռ਺Λฦ٫͢Δɻ

3FMBUFE(FOSFT "EWFOUVSF "OJNBUJPO $IJMESFO`T $PNFEZ "DUJPO $SJNF

ϜʔϏʔ၆ᛌݕࡧ w ϜʔϏʔશจݕࡧݕࡧͷݕࡧ݁ՌΛδϟϯϧຖʹදࣔ͢Δɻ w ϜʔϏʔશจݕࡧͷݕࡧ৚݅ΛࢦఆՄೳͳ͜ͱɻ w δϟϯϧ಺ͷϜʔϏʔݕࡧ݁Ռ͸είΞϦϯάॱɻ

*."(& 4UBS8BST *."(& *."(& 'BOUBTZ $PNFEZ

ύʔιφϥΠζυݕࡧ w ύʔιφϥΠζ͞ΕͨϜʔϏʔݕࡧΛ࣮ݱ͢Δɻ w ϜʔϏʔશจݕࡧͷݕࡧ৚݅ΛࢦఆՄೳͳ͜ͱɻ w ݕࡧΩʔϫʔυͷϚον౓ʹʹՃ͑ɺݕࡧର৅Ϣʔβʔͷᅂ޷ʹ͍ۙ݁Ռ ΄Ͳ্ҐʹදࣔͰ͖Δ͜ͱɻ w ͜͜Ͱ͸ɺݕࡧର৅ϢʔβʔͷߴධՁʢελʔҎ্ʣϜʔϏʔ܈ͷಛ௃
Λද͢δϟϯϧϕετ̏ΛͦͷϢʔβʔͷᅂ޷ʢ޷͖ͳδϟϯϧʣΛද͢ ͱఆٛ͢Δɻ

*."(& 4UBS8BST *."(& *."(& *."(& *."(& 4UBS8BST *."(& *."(& *."(&
6TFS" MJLF"OJNBUJPO$IJMESFO`T 6TFS# MJLF$PNFEZ"EWFOUVSF 4BNFLFZXPSET

ΠϯσοΫεઃܭ

ओͳΠϯσοΫε w ϜʔϏʔΠϯσοΫεʢNBTUFSNPWJFNPWJFTʣ w ϜʔϏʔධՁཤྺΠϯσοΫεʢFWFOUSBUJOH\ZZZZ^SBUJOHTʣ

ϜʔϏʔΠϯσοΫε w NBTUFSNPWJFNPWJFT NPWJF w ϜʔϏʔશจݕࡧ༻ w جຊతʹ͸αΠτӡӦऀ͕ͦͷσʔλΛϝϯςφϯε͢Δ͍ΘΏΔϚελʔ ܥͷσʔλͱ૝ఆɻ
w σʔλྔɺߋ৽ස౓͸૝ఆ͠΍͍͢ɻ

ઃܭͷϙΠϯτ w ΠϯσοΫε໊͸ϧʔϧ͕ద༻͠΍͍͢Α͏ʹύλʔϯԽ͢Δ w ݕࡧ༻ʹΤΠϦΞεΛఆٛ͢Δ w جຊతʹ͸̍ͭͷϦιʔεରͯ̍ͭ͠ͷΠϯσοΫεͰઃܭ w σʔλྔ͕ଟ͘ͳΔͱ༧૝͞ΕΔ৔߹͸ɺ͋Β͔͡Ίγϟʔυ਺Λ૿΍͢ w
ΠϯσοΫεΛෳ਺ʹ෼͚Δ৔߹͸ɺӡ༻ͷ͠΍͢͞Λߟྀ

ϜʔϏʔධՁཤྺΠϯσοΫε w FWFOUSBUJOH\ZZZZ^SBUJOHT SBUJOH w Ϣʔβʔᅂ޷෼ੳ༻ w ҰൠϢʔβʔͷΞΫγϣϯʹΑͬͯ஝ੵ͞ΕΔ͍ΘΏΔΠϕϯτܥͷσʔ λͱ૝ఆɻ
w σʔλྔ΋ଟ͘ɺߋ৽ස౓΋ߴ͍ͱ૝ఆ͞ΕΔ͕ɺͦͷྔ͸૝ఆͮ͠Β͘ ੍ޚ΋ͮ͠Β͍ɻ

ઃܭͷϙΠϯτ w ΠϯσοΫε໊͸ϧʔϧ͕ద༻͠΍͍͢Α͏ʹύλʔϯԽ͢Δ w ݕࡧ༻ʹΤΠϦΞεΛఆٛ͢Δ w جຊతʹ͸೔෇Λ࢖ͬͯෳ਺ͷΠϯσοΫεͰઃܭ w ೥ผPS݄ผPS೔ผ

υΩϡϝϯτઃܭ

\ HFOSFT< %SBNB > NPWJF@JE UJUMF2VJ[4IPX
UBHT< 3BMQI'JFOOFT > ^ ϜʔϏʔυΩϡϝϯτ w υΩϡϝϯτʹϜʔϏʔʹͳΔΑ͏ʹઃܭɻ w %PDVNFOU*El\NPWJF@JE^z w ϜʔϏʔ͸ɺෳ਺ͷϜʔϏʔʹॴଐ͢Δɻ w ϜʔϏʔ͸ɺෳ਺ͷμά͕෇༩͞Ε͍ͯΔɻ

ઃܭͷϙΠϯτ w ϑΟʔϧυ໊͸ϧʔϧΛద༻͠΍͍͢Α͏ʹ໋໊ن໿Λ༻ҙ w ϑϥάܥͷϑΟʔϧυ͸Θ͔Γ΍͍͢ϑΟʔϧυ໊ʹ͢Δɻ w ϑϥάܥͷϑΟʔϧυͷ஋͸ҙຯΘ͔Δ஋ʹม׵͢Δ

\ VTFS@JE HFOSFT< $PNFEZ %SBNB 3PNBODF >
NPWJF@JE SBUJOH UJNFTUBNQ ^ ϜʔϏʔධՁཤྺυΩϡϝϯτ w υΩϡϝϯτʹධՁཤྺʹͳΔΑ͏ʹઃܭɻ w %PDVNFOU*El\VTFS@JE^\NPWJF@JE^ \UJNFTUBNQ^z w ̍ධՁཤྺ͸ɺϜʔϏʔͱؔ࿈͢Δɻ w ̍ධՁཤྺʹରͯ̍͠ධՁ w ධՁ͸ʙ

ΞφϥΠβʔઃܭ

w ࠓճ͸σϑΥϧτͷ··Ͱ΋ཁ݅ΛຬͨͤΔͷͰઃܭ͠ͳ͍ɻ w ςΩετϑΟʔϧυͷΞφϥΠβʔ͸4UBOEBSE͕࢖༻͞ΕΔɻ w 4UBOEBSE"OBMZ[FS w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODF DVSSFOUBOBMZTJTTUBOEBSEBOBMZ[FSIUNM

4UBOEBSE"OBMZ[FS 1045@BOBMZ[F \ BOBMZ[FSTUBOEBSE lUFYU*/PX1SPOPVODF:PV$IVDLBOE-BSSZ ^ <J
OPX QSPOPVODF ZPV DIVDL BOE -BSSZ > ˣˣˣˣˣ

ઃܭͷϙΠϯτ w ݴޠผʹಉ͡༻్ͷΞφϥΠβʔΛఆٛ͢Δ৔߹͸໊લ͕ಉ͡ʹͳΔΑ͏ ʹઃܭ͢ΔʢϚοϐϯάఆٛΛݴޠڞ௨ʹ͢ΔͨΊʣ w ΠϯσοΫεଆͷΞφϥΠβʔΛઃܭ͠ɺඞཁʹԠͯ͡αʔνଆͷΞφϥ ΠβʔΛఆٛ͢Δ w γϊχϜࣙॻΛద༻͢Δεςʔδ͸ɺΠϯσοΫεଆ·ͨ͸αʔνଆͷ͍ ͣΕ͔Ͱઃܭ͢Δ

Ϛοϐϯάઃܭ

w .PWJF*OEFY w ಛʹͳ͠ɻEFGBVMUͷ··ɻ w 3BUJOH*OEFY w 3BUJOHTBSFNBEFPOBTUBSTDBMF XJUIIBMGTUBSJODSFNFOUT TUBSTTUBST
w 5JNFTUBNQTSFQSFTFOUTFDPOETTJODFNJEOJHIU$PPSEJOBUFE6OJWFSTBM5JNF 65$ PG+BOVBSZ w ˞ࢀߟ'JFMEEBUBUZQFT ɿ w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODFDVSSFOUNBQQJOH UZQFTIUNM

.BQQJOHͷ֬ೝ w .PWJF*OEFY w (&5NPWJF@NBQQJOH w 3BUJOH*OEFY w (&5SBUJOH@NBQQJOH

ઃܭͷϙΠϯτ w ΠϯσοΫεڞ௨ͷఆٛ͸ΠϯσοΫεςϯϓϨʔτͰಈతʹఆٛ͢Δ w ΠϯσοΫεݻ༗ͷఆٛ͸੩తʹతఆٛ͢Δ w ଟݴޠʹରԠ͢Δ৔߹͸ݴޠڞ௨ʹͳΔΑ͏ʹઃܭ͢Δʢൃߦ͢ΔΫΤϦ ͕ݴޠڞ௨ʹͳΔʣ

ΫΤϦઃܭ

ϜʔϏʔશจݕࡧ w (&5NPWJF@TFBSDI w 4JNQMF2VFSZ4USJOH \ RVFSZ\ TJNQMF@RVFSZ@TUSJOH\ RVFSZTUBSXBST
pFMET<UJUMF? UBHT HFOSFT?> EFGBVMU@PQFSBUPSBOE ^ ^ TPSU<@TDPSF> ^

ΫΤϦΛมߋͯ͠ࢼͯ͠ΈΑ͏ w ৭ʑͳΩʔϫʔυͰݕࡧͯ͠ΈΔɻ w શจݕࡧͷϑΟʔϧυͷॏΈΛมߋͯ͠είΞΛ֬ೝ w શจݕࡧʹՃ͑ɺ"/%৚݅ͰλάͷߜΓࠐΈΛ௥Ճ

ࢀߟ63- w 'VMMUFYURVFSJFT w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODFDVSSFOUGVMMUFYU RVFSJFTIUNM w 5FSNMFWFMRVFSJFT w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODFDVSSFOUUFSNMFWFM
RVFSJFTIUNM w $PNQPVOERVFSJFT w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODFDVSSFOUDPNQPVOE RVFSJFTIUNM

δϟϯϧφϏήʔγϣϯ w (&5NPWJF@TFBSDI w 5FSNT"HHSFHBUJPO w LFZXPSE OPUBOBMZ[FEpFME w
4J[F \ TJ[F RVFSZ\ TJNQMF@RVFSZ@TUSJOH\ RVFSZTUBSXBST pFMET<UJUMF? UBHT HFOSFT?> EFGBVMU@PQFSBUPSBOE ^ ^ BHHT\ HFOSFT\ UFSNT\ pFMEHFOSFTLFZXPSE ^ ^ ^ ^

ΫΤϦΛมߋͯ͠ࢼͯ͠ΈΑ͏ w ৭ʑͳΩʔϫʔυͰݕࡧͯ͠ΈΔɻ w ूܭ݁ՌͷฒͼॱΛมߋͯ͠ΈΔ w δϟϯϧͱλάΛଟஈͰूܭͯ͠ΈΔ w ूܭ݁Ռ͔Β೚ҙͷ݁ՌΛআ֎ͯ͠ΈΔ w
FUD

ࢀߟ63- w 5FSNT"HHSFHBUJPO w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODF DVSSFOUTFBSDIBHHSFHBUJPOTCVDLFUUFSNTBHHSFHBUJPOIUNM

ϜʔϏʔ၆ᛌݕࡧ w (&5NPWJF@TFBSDI w 5FSNT"HHSFHBUJPO w 5PQ)JUT"HHSFHBUJPO w 4J[F \
TJ[F RVFSZ\ TJNQMF@RVFSZ@TUSJOH\ RVFSZTUBSXBST pFMET<UJUMF? UBHT HFOSFT?> EFGBVMU@PQFSBUPSBOE ^ ^ BHHT\ HFOSFT\ UFSNT\ pFMEHFOSFTLFZXPSE ^ BHHT\ UPQ@HFOSF@IJUT\ UPQ@IJUT\ TPSU< @TDPSF > @TPVSDF\ JODMVEF<UJUMF UBHT HFOSFT> ^ TJ[F ^ ^ ^ ^ ^

ΫΤϦΛมߋͯ͠ࢼͯ͠ΈΑ͏ w ৭ʑͳΩʔϫʔυͰݕࡧͯ͠ΈΔɻ w δϟϯϧͷฒͼॱΛมߋͯ͠ΈΔɻ w λάผʹݕࡧ݁ՌΛάϧʔϐϯάͯ͠ΈΔ

ύʔιφϥΠζυݕࡧ ʢϢʔβʔᅂ޷ͷ෼ੳʣ w 1045SBUJOH@TFBSDI w 4JHOJpDBOU5FSNT"HHSFHBUJPO w 4J[F \ TJ[F
RVFSZ\ TJNQMF@RVFSZ@TUSJOH\ RVFSZTUBSXBST pFMET<UJUMF? UBHT HFOSFT?> EFGBVMU@PQFSBUPSBOE ^ ^ BHHT\ HFOSFT\ UFSNT\ pFMEHFOSFTLFZXPSE ^ BHHT\ UPQ@HFOSF@IJUT\ UPQ@IJUT\ TPSU<@TDPSF> @TPVSDF\ JODMVEF<UJUMF UBHT HFOSFT> ^ TJ[F ^ ^ ^ ^ ^ ^

ΫΤϦΛมߋͯ͠ࢼͯ͠ΈΑ͏ w ֤छύϥϝʔλΛมߋͯ݁͠Ռͷҧ͍Λ֬ೝͯ͠ΈΔ w 5FSNT"HHSFHBUJPOʹมߋͯ݁͠Ռͷҧ͍Λ֬ೝͯ͠ΈΔ w FUD

ࢀߟ63- w 4JHOJpDBOU5FSNT"HHSFHBUJPO w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODF DVSSFOUTFBSDIBHHSFHBUJPOTCVDLFUTJHOJpDBOUUFSNT BHHSFHBUJPOIUNM

ύʔιφϥΠζυݕࡧ ʢϢʔβʔᅂ޷ΛՃຯͨ͠ݕࡧʣ w 1045NPWJF@TFBSDI w 'VODUJPO4DPSF2VFSZ \ RVFSZ\ GVODUJPO@TDPSF\ RVFSZ\
TJNQMF@RVFSZ@TUSJOH\ RVFSZTUBSXBST pFMET<UJUMF? UBHT HFOSFT?> EFGBVMU@PQFSBUPSBOE ^ ^ GVODUJPOT< \ pMUFS\NBUDI\HFOSFT5IF a^^ XFJHIU ^ \ pMUFS\NBUDI\HFOSFT3PNBODF^^ XFJHIU ^ \ pMUFS\NBUDI\HFOSFT$PNFEZ^^ XFJHIU ^ > TDPSF@NPEFTVN CPPTU@NPEFNVMUJQMZ ^ ^ ^

ΫΤϦΛมߋͯ͠ࢼͯ͠ΈΑ͏ w ֤छύϥϝʔλΛมߋͯ݁͠Ռͷҧ͍Λ֬ೝͯ͠ΈΔ w FUD

ࢀߟ63- w 'VODUJPO4DPSF2VFSZ w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODF DVSSFOURVFSZETMGVODUJPOTDPSFRVFSZIUNM

Elasticsearch 勉強会 2/2

Elasticsearch 勉強会 2/2

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