watsonx.ai Dojo 環境準備について

೔ຊΞΠɾϏʔɾΤϜגࣜձࣾ ςΫϊϩδʔࣄۀຊ෦ ΧελϚʔɾαΫηεࣄۀ෦ ϓϦϯγύϧɾϚωʔδϟʔ େ੢ জ "LJSB0OJTIJ!JCNDPN IUUQTMJOLFEJODPNJOPOJBL XBUTPOYBJ%PKP ੜ੒"*Λ࢖ͬͨΞϓϦ։ൃೖ໳ฤ
ࣄલ४උʹ͍ͭͯ

*#.XBUTPOYBJੜ੒"*ɺػցֶशɺ/PUFCPPLͰͷର࿩ॲཧͳͲ 4BB4Λ׆༻͢Ε͹ɺࠓ͙͢ʹখ࢝͘͞ΊΒΕ·͢ *#.XBUTPOYBJɺ"*ΞϓϦ༻ͷϓϥοτϑΥʔϜ νϟοτܗࣜͰͷར༻ ϓϩϯϓτ࡞੒πʔϧͱ ֎෦ΞϓϦ͔Βͷϓϩϯϓτ࣮ߦ IUUQTXXXJCNDPNKQKBQSPEVDUTXBUTPOYBJ จॻIUUQTKQUPLEBUBQMBUGPSNDMPVEJCNDPNEPDTDPOUFOUXTKHFUUJOHTUBSUFEXFMDPNFNBJOIUNM DPOUFYUXYBVEJFODFXEQ

XBUTPOYͷىಈ εςοϓ*#.$MPVE΁ϩάΠϯ IUUQTDMPVEJCNDPN εςοϓϦιʔεϦετΛදࣔ IUUQTDMPVEJCNDPNSFTPVSDFT εςοϓ <"*ػցֶश>ʹؚ·Ε͍ͯΔ 8BUTPO4UVEJP੡඼Λݟ͚ͭͯ ໊લͷ෦෼ΛΫϦοΫ

XBUTPOYͷىಈ <-BVODIJO>͔Β <*#.XBUTPOY>Λબ୒

*#.ࣾһɺ1BSUOFS1MVTʹ͝ొ࿥ࡁΈͷϏδωεɾύʔτφʔ༷ͷ৔߹ *#.5FDIOPMPHZ;POFΛར༻ɺXBUTPOYBJ༻ͷ؀ڥΛ༧໿ ҰൠࢀՃͷօ͞·Ͱɺ*#.$MPVEΞΧ΢ϯτΛ͓࣋ͪͷ৔߹ *#.$MPVEΛར༻ 8BUTPO4UVEJP 8BUTPO.BDIJOF-FBSOJOH $MPVE0CKFDU4UPSBHFΛ४උ ҰൠࢀՃͷօ͞·Ͱɺ*#.$MPVEΞΧ΢ϯτΛ͓࣋ͪͰͳ͍৔߹ *#.XBUTPOYBJ೔ແྉධՁ൛ͷར༻Λਃ͠ࠐΉ ͋Δ͍͸ɺ*#.$MPVEͷैྔ՝ۚΞΧ΢ϯτΛ࡞੒͠ɺ8BUTPO4UVEJP
8BUTPO.BDIJOF-FBSOJOH $MPVE0CKFDU4UPSBHFΛ४උ *#.XBUTPOYBJ4BB4؀ڥΛ੔͑Δ̏௨Γͷํ๏

*#.5FDIOPMPHZ;POF IUUQTUFDI[POFJCNDPN ஫ҙࣄ߲ɿ *#.ࣾһͱ*#.Ϗδωεɾύʔτφʔ༷޲͚Ͱ͋ΓɺҰൠͷํ͸ΞΫηεͰ͖·ͤΜ ୹ظؒͰͷར༻͕جຊͰ͋Γɺ௕ظʹΘͨͬͯ؀ڥΛҡ࣋Ͱ͖·ͤΜ ڞ༻؀ڥͷͨΊɺ͓٬༷σʔλ اۀ͕อ༗͢ΔػີσʔλʣΛ࢖ͬͨར༻͸Ͱ͖·ͤΜ

εςοϓXBUTPOYBJ༻ͷΠϝʔδ͔Β؀ڥΛ༧໿͢Δ 3FTFSWF/PXΛબͿ *#.5FDIOPMPHZ;POF͔Βͷ༧໿ͷྲྀΕ ඞཁࣄ߲Λઃఆɺೖྗ 1VSQPTF&EVDBUJPO 1VSQPTFEFTDSJQUJPO "UUFOEJOHXBUTPOYBJ%PKPUP MFBSO1SPNQU-BCXJUI--.
1SFGFSSFE(FPHSBQIZ BOZr"1rKQUPLSFHJPOr BOZEBUBDFOUFS *OTUBMM%# /P *BHSFFUP*#.5FDIOPMPHZ ;POF`T5FSN$POEJUJPOTBOE &OE6TFS4FDVSJUZ1PMJDJFTΛ νΣοΫ͠ɺ<4VCNJU>ΛΫϦοΫ

εςοϓ 3FTFSWBUJPO3FBEZPO*#.5FDIOPMPHZ;POFͱ͍͏໊݅ͷϝʔϧΛ଴ͭ εςοϓ "DDPVOU"DUJPOSFRVJSFE:PVBSFJOWJUFEUPKPJOBOBDDPVOUJO*#.$MPVEͱ͍͏໊݅ͷ ϝʔϧΛ։͖ɺ+PJO/PXΛΫϦοΫ͢Δ *#.5FDIOPMPHZ;POF͔Βͷ༧໿ͷྲྀΕ

͢Ͱʹ*#.$MPVEͷΞΧ΢ϯτΛ͓࣋ͪͷ৔߹ɺ͋Δ͍͸*#.5FDIOPMPHZ;POFͷ؀ڥΛ࢖ͬ ͨ͜ͱ͕͋Δ৔߹ʹɺ*#.$MPVE͔Βͷট଴ϝʔϧ͕ಧ͔ͳ͍৔߹͕͋Γ·͢ɻ *#.5FDIOPMPHZ;POF͔Βͷ3FTFSWBUJPO3FBEZͷϝʔϧΛड͚औ͍ͬͯΕ͹ɺ*#.$MPVEʹ ϩάΠϯ͠ɺ௨஌Λ֬ೝ͍ͯͩ͘͠͞ɻIUUQTDMPVEJCNDPNOPUJpDBUJPOT "DUJPO3FRVJSFE:PVBSFJOWJUFEUPKPJOBOBDDPVOUJO*#.$MPVEΛݟ͚ͭͯɺ+PJO/PXΛ ΫϦοΫͯ͠ɺ*#.5FDIOPMPHZ;POF΁ͷΞΫηεݖΛऔಘ͍ͯͩ͘͠͞ɻ *#.$MPVE͔Βͷট଴ϝʔϧ͕ಧ͔ͳ͍৔߹ͷରॲํ๏

IUUQTKQUPLEBUBQMBUGPSNDMPVEJCNDPNSFHJTUSBUJPOTUFQPOF DPOUFYUXYQSFTFMFDU@SFHJPOUSVF *#.XBUTPOYBJແྉධՁ൛ͷར༻ਃ͠ࠐΈ *#.$MPVEͷ೔τϥΠΞϧɾ ΞΧ΢ϯτΛ࡞੒ ແྉ࿮ͷXBUTPOYBJ؀ڥͰ ඞཁͳαʔϏε͸ઃఆࡁΈ ɾ8BUTPO4UVEJP ɾ8BUTPO.BDIJOF-FBSOJOH ɾ*#.$MPVE0CKFDU4UPSBHF
ΫϨδοτΧʔυΛొ࿥͢Δͱ ैྔ՝ۚΞΧ΢ϯτͱͯ͠ɺ *#.$MPVEͷશػೳ͕༗ޮ

*#.$MPVEͷΞΧ΢ϯτ΁ϩάΠϯɺ͍࣋ͬͯͳ͍৔߹͸৽ن࡞੒ ̏ͭͷαʔϏεΛ࡞੒ɺ͋Δ͍͸طଘͷαʔϏεΛར༻ $MPVE0CKFDU4UPSBHF 8BUTPO4UVEJP 8BUTPO.BDIJOF-FBSOJOH ϦιʔεϦετ͔Β8BUTPO4UVEJPͷΠϯελϯεΛݟ͚ͭͯ։͖ɺ <-BVODIJO>r<XBUTPOY>ΛબΜͰɺXBUTPOYBJΛىಈ
5FDI;POF΍ແྉධՁ൛Ҏ֎ͰXBUTPOYBJΛ࢖͏४උ

*#.$MPVEͷ৽نΞΧ΢ϯτ࡞੒ IUUQTDMPVEJCNDPNSFHJTUSBUJPO ϝʔϧΞυϨεͱύεϫʔυΛొ࿥ ͜ͷ*%͸ɺ*#.*%ͱͯ͠࢖͑·͢

*#.$MPVEͷ৽نΞΧ΢ϯτͷ࡞੒ *#.$MPVE͔ΒͷϝʔϧΛ֬ೝͯ͠ɺܻͷݕূίʔυΛೖྗ

*#.$MPVEͷ৽نΞΧ΢ϯτͷ࡞੒ ໊લͱ੏Λೖྗ ӳޠɾϩʔϚࣈʹΑΔೖྗΛਪ঑

*#.$MPVE৽نΞΧ΢ϯτͷ࡞੒ ΞΧ΢ϯτʹؔ͢Δ஫ҙࣄ߲ <>&ϝʔϧ ೚ҙɺνΣοΫΛਪ঑ <✔>͜ͷొ࿥ϑΥʔϜʹهࡌ͞Εͨ ੡඼ͷܖ໿৚݅ʹಉҙ͠·͢ ඞਢ *#.$MPVEͷܖ໿৚݅͸ͪ͜Β͔Β͝ཡ͍ͩ͘͞ɻ *#.ϓϥΠόγʔɾεςʔτϝϯτ͸ͪ͜Βɻ ొ࿥ޙʹ*#.͔ΒϝʔϧʹΑΔ৘ใͷड͚औΓΛ
ر๬͞Εͳ͍৔߹͸ΦϓτΞ΢τͰ͖·͢ɻ

*#.$MPVEͷ৽نΞΧ΢ϯτͷ࡞੒ ʮ͓٬༷ͷݖརʯʹ͍ͭͯ֬ೝ͠·͢ɻ <✔>ࢲ͸ɺ*#.ʹΑΔࢲͷجຊతͳݸਓσʔλͷ࢖༻ํ๏ͱ ໨తɺ͓Αͼʢ֘౰͢Δ৔߹͸ʣࢲͷ૊৫͕ࢲͷ*#.JE ΞΧ΢ϯτͷೝূظؒʹͳΔ৔߹͕͋ΔࢫΛཧղͨ͜͠ͱʹ ಉҙ͠·͢ɻࢲ͸ɺࢲͷ೥ྸ͕ࢲͷډॅࠃʹ͓͚Δ ಉҙ೥ྸҎ্Ͱ͋Δ͜ͱΛೝΊ·͢ɻ <ଓߦ>ΛΫϦοΫ

$MPVE0CKFDU4UPSBHFͷ࡞੒ IUUQTDMPVEJCNDPNPCKFDUTUPSBHFDSFBUF ྉۚϓϥϯɿ4UBOEBSE <࡞੒>ΛΫϦοΫ

8BUTPO4UVEJPͷ࡞੒ IUUQTDMPVEJCNDPNDBUBMPHTFSWJDFTXBUTPOTUVEJP ϩέʔγϣϯ౦ژ ϓϥϯϥΠτ <✔>ҎԼͷ͝࢖༻৚݅ΛಡΈɺ ಉҙ͠·͢ <࡞੒>ΛΫϦοΫ ϥΠτϓϥϯͰෆ଍͢Δ ৔߹͸ɺ1SPGFTTJPOBMʹ ΞοϓάϨʔυ͍ͯͩ͘͠͞

8BUTPO.BDIJOF-FBSOJOHͷ࡞੒ ϩέʔγϣϯ౦ژ ϓϥϯϥΠτ <࡞੒>ΛΫϦοΫ <✔>ҎԼͷ͝࢖༻৚݅ΛಡΈɺ ಉҙ͠·͢ ϥΠτϓϥϯͰ଍Γͳ͍৔߹ &TTFOUJBMTɺ ·ͨ͸4UBOEBSEʹ ΞοϓάϨʔυ͍ͯͩ͘͠͞
˞4UBOEBSE͸ઐ༻ͷΠϯελϯεΛ ͝ఏڙ͠·͢ ֹ݄අ༻͕͔͔Γ·͢ʣ IUUQTDMPVEJCNDPNDBUBMPHTFSWJDFTXBUTPONBDIJOFMFBSOJOH

ϫʔΫγϣοϓɺηογϣϯɺ͓Αͼࢿྉ͸ɺ*#.·ͨ͸ηογϣϯൃදऀʹΑͬͯ४උ͞ΕɺͦΕͧΕಠࣗͷݟղΛ൓өͨ͠΋ͷͰ͢ɻͦΕΒ͸৘ใ ఏڙͷ໨తͷΈͰఏڙ͞Ε͓ͯΓɺ͍͔ͳΔࢀՃऀʹରͯ͠΋๏཯త·ͨ͸ͦͷଞͷࢦಋ΍ॿݴΛҙਤͨ͠΋ͷͰ͸ͳ͘ɺ·ͨ*#.੡඼΍αʔϏε͕͓ ٬༷ʹద༻͋Δಛఆͷ๏ྩʹద߹͢Δ͜ͱΛอূ͢Δ΋ͷͰ΋͋Γ·ͤΜɻຊߨԋࢿྉʹؚ·Ε͍ͯΔ৘ใʹ͍ͭͯ͸ɺ׬શੑͱਖ਼֬ੑΛظ͢ΔΑ͏౒ Ί͓ͯΓ·͕͢ɺʮݱঢ়ͷ··ʯఏڙ͞Εɺ໌ࣔ·ͨ͸໧ࣔʹ͔͔ΘΒͣɺ঎ۀੑɺಛఆͷ໨త΁ͷద߹ੑɺඇ৵֐ੑΛؚΊɺ͍͔ͳΔอূ΋൐Θͳ͍ ΋ͷͱ͠·͢ɻຊߨԋࢿྉ·ͨ͸ͦͷଞͷࢿྉͷ࢖༻ʹΑͬͯɺ͋Δ͍͸ͦͷଞͷؔ࿈ʹΑͬͯɺ͍͔ͳΔଛ֐͕ੜͨ͡৔߹΋ɺ*#.͸੹೚ΛෛΘͳ͍ ΋ͷͱ͠·͢ɻ ຊߨԋࢿྉͰݴٴ͞ΕΔ*#.੡඼ɺϓϩάϥϜɺ·ͨ͸αʔϏε͸ɺ*#.͕ϏδωεΛߦ͍ͬͯΔ͢΂ͯͷࠃɾ஍ҬͰ͝ఏڙՄೳͳΘ͚ Ͱ͸͋Γ·ͤΜɻຊߨԋࢿྉͰݴٴ͞ΕΔকདྷͷల๬ʢ੡඼ϦϦʔε೔෇΍੡඼ػೳΛؚΉʣ͸ɺࢢ৔ػձ·ͨ͸ͦͷଞͷཁҼʹج͍ͮͯ*#.ಠࣗͷܾ ఆݖΛ΋͍ͬͯͭͰ΋มߋͰ͖Δ΋ͷͱ͠ɺকདྷͷ੡඼·ͨ͸ػೳ͕࢖༻ՄೳʹͳΔ͜ͱɺ΋͘͠͸ಛఆͷ݁ՌΛ֬໿͢Δ͜ͱΛҙਤ͢Δ΋ͷͰ͸͋Γ ·ͤΜɻຊߨԋࢿྉ͸ɺݴٴ͞ΕΔ
*#.੡඼·ͨ͸αʔϏεʹద༻͋Δܖ໿৚݅Λมߋ͢Δ΋ͷͰ΋ɺ௥Ճͷද໌·ͨ͸อূΛҙਤ͢Δ΋ͷͰ΋͋Γ· ͤΜɻ ຊߨԋࢿྉʹؚ·Ε͍ͯΔ಺༰͸ɺࢀՃऀͷ׆ಈʹΑͬͯಛఆͷ݁Ռ͕ੜ͡Δͱड़΂Δɺ·ͨ͸҉ࣔ͢Δ͜ͱΛҙਤͨ͠΋ͷͰ΋ɺ·ͨͦͷΑ͏ͳ݁Ռ ΛੜΉ΋ͷͰ΋͋Γ·ͤΜɻ ύϑΥʔϚϯε͸ɺ؅ཧ͞Εͨ؀ڥʹ͓͍ͯඪ४తͳ*#.ϕϯνϚʔΫΛ࢖༻ͨ͠ଌఆͱ༧ଌʹج͍͍ͮͯ·͢ɻϢʔβʔ ͕ܦݧ͢Δ࣮ࡍͷεϧʔϓοτ΍ύϑΥʔϚϯε͸ɺϢʔβʔͷδϣϒɾετϦʔϜʹ͓͚ΔϚϧνϓϩάϥϛϯάͷྔɺೖग़ྗߏ੒ɺετϨʔδߏ ੒ɺ͓Αͼॲཧ͞ΕΔϫʔΫϩʔυͳͲͷߟྀࣄ߲ΛؚΉɺ਺ଟ͘ͷཁҼʹԠͯ͡มԽ͠·͢ɻ͕ͨͬͯ͠ɺݸʑͷϢʔβʔ͕͜͜Ͱड़΂ΒΕ͍ͯΔ΋ ͷͱಉ༷ͷ݁ՌΛಘΒΕΔͱ֬໿͢Δ΋ͷͰ͸͋Γ·ͤΜɻهड़͞Ε͍ͯΔ͢΂ͯͷ͓٬༷ࣄྫ͸ɺͦΕΒͷ͓٬༷͕ͲͷΑ͏ʹ*#.੡඼Λ࢖༻ͨ͠ ͔ɺ·ͨͦΕΒͷ͓٬༷͕ୡ੒ͨ݁͠Ռͷ࣮ྫͱͯࣔ͠͞Εͨ΋ͷͰ͢ɻ࣮ࡍͷ؀ڥίετ͓ΑͼύϑΥʔϚϯεಛੑ͸ɺ͓٬༷͝ͱʹҟͳΔ৔߹͕͋ Γ·͢ɻ • *#.ɺ*#.ϩΰɺJCNDPNɺ*#.$MPVEɺ*#.XBUTPOY͸ɺ ੈքͷଟ͘ͷࠃͰొ࿥͞Εͨ*OUFSOBUJPOBM#VTJOFTT.BDIJOFT$PSQPSBUJPOͷ঎ඪͰ͢ɻଞͷ੡඼໊͓ ΑͼαʔϏε໊౳͸ɺͦΕͧΕ*#.·ͨ͸֤ࣾͷ঎ඪͰ͋Δ৔߹͕͋Γ·͢ɻݱ࣌఺Ͱͷ *#.ͷ঎ඪϦετʹ͍ͭͯ͸ɺXXXJCNDPNMFHBMDPQZUSBEFTIUNMΛ͝ ཡ͍ͩ͘͞ɻ

watsonx.ai Dojo 環境準備について

watsonx.ai Dojo 環境準備について

Akira Onishi (IBM)
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೔ຊΞΠɾϏʔɾΤϜגࣜձࣾ ςΫϊϩδʔࣄۀຊ෦ ΧελϚʔɾαΫηεࣄۀ෦ ϓϦϯγύϧɾϚωʔδϟʔ େ੢ জ "LJSB0OJTIJ!JCNDPN IUUQTMJOLFEJODPNJOPOJBL XBUTPOYBJ%PKP ੜ੒"*Λ࢖ͬͨΞϓϦ։ൃೖ໳ฤ

XBUTPOYͷىಈ εςοϓ#.$MPVE΁ϩάΠϯ IUUQTDMPVEJCNDPN εςοϓϦιʔεϦετΛදࣔ IUUQTDMPVEJCNDPNSFTPVSDFT εςοϓ <"ػցֶश>ʹؚ·Ε͍ͯΔ 8BUTPO4UVEJP੡඼Λݟ͚ͭͯ ໊લͷ෦෼ΛΫϦοΫ

XBUTPOYͷىಈ <-BVODIJO>͔Β <*#.XBUTPOY>Λબ୒

#.5FDIOPMPHZ;POF IUUQTUFDI[POFJCNDPN ஫ҙࣄ߲ɿ #.ࣾһͱ*#.Ϗδωεɾύʔτφʔ༷޲͚Ͱ͋ΓɺҰൠͷํ͸ΞΫηεͰ͖·ͤΜ ୹ظؒͰͷར༻͕جຊͰ͋Γɺ௕ظʹΘͨͬͯ؀ڥΛҡ࣋Ͱ͖·ͤΜ ڞ༻؀ڥͷͨΊɺ͓٬༷σʔλ اۀ͕อ༗͢ΔػີσʔλʣΛ࢖ͬͨར༻͸Ͱ͖·ͤΜ

εςοϓXBUTPOYBJ༻ͷΠϝʔδ͔Β؀ڥΛ༧໿͢Δ 3FTFSWF/PXΛબͿ *#.5FDIOPMPHZ;POF͔Βͷ༧໿ͷྲྀΕ ඞཁࣄ߲Λઃఆɺೖྗ 1VSQPTF&EVDBUJPO 1VSQPTFEFTDSJQUJPO "UUFOEJOHXBUTPOYBJ%PKPUP MFBSO1SPNQU-BCXJUI--.

εςοϓ 3FTFSWBUJPO3FBEZPO#.5FDIOPMPHZ;POFͱ͍͏໊݅ͷϝʔϧΛ଴ͭ εςοϓ "DDPVOU"DUJPOSFRVJSFE:PVBSFJOWJUFEUPKPJOBOBDDPVOUJO#.$MPVEͱ͍͏໊݅ͷ ϝʔϧΛ։͖ɺ+PJO/PXΛΫϦοΫ͢Δ *#.5FDIOPMPHZ;POF͔Βͷ༧໿ͷྲྀΕ

IUUQTKQUPLEBUBQMBUGPSNDMPVEJCNDPNSFHJTUSBUJPOTUFQPOF DPOUFYUXYQSFTFMFDU@SFHJPOUSVF #.XBUTPOYBJແྉධՁ൛ͷར༻ਃ͠ࠐΈ #.$MPVEͷ೔τϥΠΞϧɾ ΞΧ΢ϯτΛ࡞੒ ແྉ࿮ͷXBUTPOYBJ؀ڥͰ ඞཁͳαʔϏε͸ઃఆࡁΈ ɾ8BUTPO4UVEJP ɾ8BUTPO.BDIJOF-FBSOJOH ɾ*#.$MPVE0CKFDU4UPSBHF

*#.$MPVEͷΞΧ΢ϯτ΁ϩάΠϯɺ͍࣋ͬͯͳ͍৔߹͸৽ن࡞੒ ̏ͭͷαʔϏεΛ࡞੒ɺ͋Δ͍͸طଘͷαʔϏεΛར༻ $MPVE0CKFDU4UPSBHF 8BUTPO4UVEJP 8BUTPO.BDIJOF-FBSOJOH ϦιʔεϦετ͔Β8BUTPO4UVEJPͷΠϯελϯεΛݟ͚ͭͯ։͖ɺ <-BVODIJO>r<XBUTPOY>ΛબΜͰɺXBUTPOYBJΛىಈ

#.$MPVEͷ৽نΞΧ΢ϯτ࡞੒ IUUQTDMPVEJCNDPNSFHJTUSBUJPO ϝʔϧΞυϨεͱύεϫʔυΛొ࿥ ͜ͷ%͸ɺ#.%ͱͯ͠࢖͑·͢

#.$MPVEͷ৽نΞΧ΢ϯτͷ࡞੒ #.$MPVE͔ΒͷϝʔϧΛ֬ೝͯ͠ɺܻͷݕূίʔυΛೖྗ

*#.$MPVEͷ৽نΞΧ΢ϯτͷ࡞੒ ໊લͱ੏Λೖྗ ӳޠɾϩʔϚࣈʹΑΔೖྗΛਪ঑

$MPVE0CKFDU4UPSBHFͷ࡞੒ IUUQTDMPVEJCNDPNPCKFDUTUPSBHFDSFBUF ྉۚϓϥϯɿ4UBOEBSE <࡞੒>ΛΫϦοΫ

8BUTPO4UVEJPͷ࡞੒ IUUQTDMPVEJCNDPNDBUBMPHTFSWJDFTXBUTPOTUVEJP ϩέʔγϣϯ౦ژ ϓϥϯϥΠτ <✔>ҎԼͷ͝࢖༻৚݅ΛಡΈɺ ಉҙ͠·͢ <࡞੒>ΛΫϦοΫ ϥΠτϓϥϯͰෆ଍͢Δ ৔߹͸ɺ1SPGFTTJPOBMʹ ΞοϓάϨʔυ͍ͯͩ͘͠͞

8BUTPO.BDIJOF-FBSOJOHͷ࡞੒ ϩέʔγϣϯ౦ژ ϓϥϯϥΠτ <࡞੒>ΛΫϦοΫ <✔>ҎԼͷ͝࢖༻৚݅ΛಡΈɺ ಉҙ͠·͢ ϥΠτϓϥϯͰ଍Γͳ͍৔߹ &TTFOUJBMTɺ ·ͨ͸4UBOEBSEʹ ΞοϓάϨʔυ͍ͯͩ͘͠͞