並行処理初心者のためのAkka入門

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ฒߦॲཧॳ৺ऀͷͨΊͷ "LLBೖ໳ גࣜձࣾυϫϯΰ٢ଜ૯Ұ࿠ !TJGVF

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ࠓ೔͸"LLBͷษڧձ

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ͦ΋ͦ΋"LLBͱ͸ Կ͔ʁ

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ͦΜͳਓͷͨΊͷ ϓϨηογϣϯ

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"LLBͱ͸ w 4DBMBͱ+BWBͷ"QBDIϥΠηϯεͰఏڙ͞Ε ͍ͯΔ044ͷϥΠϒϥϦ w ΞΫλʔϞσϧΛద༻ͨ͠εέʔϥϏϦςΟ΍ ଱ো֐ੑʹ༏Εͨฒߦॲཧ͕ॻ͚ΔϥΠϒϥϦ w 1MBZ'SBNFXPSLͰ΋ར༻͞Ε͍ͯΔ IUUQBLLBJP

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"LLBΛ஌Δલʹ wฒߦॲཧ wΞΫλʔϞσϧ ͜ͷೋͭΛ஌Βͳ͍ͱ͍͚ͳ͍ɻ ࠓ͔Β্هೋͭΛͬ͘͟Γઆ໌ͯ͠ɺ "LLBͷػೳ΋ͬ͘͟Γղઆ͢Δ

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ฒߦॲཧϓϩάϥϛϯάͱ͸ w͜ͷຊͷ಺༰Λͬ͘͟Γ w·ͩॻళʹ͸͋Δ͔΋ʁ +BWBฒߦॲཧϓϩάϥϛϯάʕͦͷʮج൫ʯͱʮ࠷৽"1*ʯΛڀΊΔʕ ϒϥΠΞϯɾήʔπ μάɾϦʔ

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ฒߦॲཧͷྺ࢙ 04ͷϓϩηεʹΑΔฒߦॲཧ w ࢿݯͷ༗ޮར༻ೖग़ྗͷΑ͏ͳ֎෦ૢ࡞ͷ଴ͪ࣌ؒ w ެฏੑෳ਺ͷϢʔβʔͰෳ਺ͷॲཧ w རศੑҰͭͷϓϩάϥϜͰҰͭͷλεΫͷํ͕γϯϓϧ ‎λΠϜγΣΞϦϯάγεςϜͰϝϞϦ͸ผ εϨου ܰྔϓϩηε ʹΑΔฒߦॲཧ w ϓϩηεͱಉ͡ಈػ w ͻͱͭͷϓϩηε಺Ͱෳ਺ͷ͓࢓ࣄ w ϝϞϦɺϑΝΠϧϋϯυϧ͸ڞ༗ w ڞ༗σʔλ΁ͷΞΫηε͸໌ࣔతͳಉظԽ͕ඞཁ

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εϨουͷར఺ wϚϧνϓϩηοαͷ༗ޮར༻ wͭͷεϨουʹ̍ͭͷλεΫͰઃܭ ͷ୯७Խ ˞ wαʔόʔ΁ͷΫϥΠΞϯτ઀ଓͳͲͷ ॲཧΛ୯७Խ ˞ wԠ౴ੑͷྑ͍6*ͷ࣮ݱ ˞໰୊఺Ͱ΋͋Δ

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εϨουͷϦεΫ҆શੑͷةػ ΠϯΫϦϝϯτͱऔಘ͕ ผεϨουͰަޓʹ࣮ߦ QΑΓ

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εϨουͷϦεΫσουϩοΫ ϦιʔεΛϩοΫ͠ ߹ͬͯӬԕʹ଴ͭ ύλʔϯ QΑΓ

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εϨουͷϦεΫ࣮ߦੑೳͷةػ wεϨου͕૿͑Δͱɺϓϩηε্ͷε ϨουͷೖΕସ͑ͷͨΊͷίϯςΩε τεΠονͷίετ͕૿େ

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εϨουηʔϑͷղܾҊ εςʔτϨεʹ͢Δ ϩοΫͯ͠ಉظԽॲཧΛߦ͏ w ϝϞϦͷՄࢹੑʹ͸͘͢͝஫ҙ͕ඞཁ ܹ೉ ม਺ͷߋ৽͕ ผεϨου͔Β͸ ݟ͑ͳ͍ QΑΓ

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ΦϒδΣΫτͷ ڞ༗ͷ೉͠͞ wTZODISPOJ[FEʹΑΔMPDLͰͷಉظ wWPMBUJMFʹΑΔشൃੑม਺ͷར༻ wͨͩ͠ಉҰεϨου͔Βͷॻ͖ࠐΈͷ Έͷ৔߹ʹݶΔ wಉظԽ͞Εͯͳ͍಺෦ม਺Λҳग़͠ͳ͍ Α͏ͳೖ೦ͳνΣοΫ͕ඞཁ

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ฒߦॲཧϓϩάϥϛϯά ͬͯͱͯ΋Ή͔͍ͣ͠ ˠDPODVSSFOUύοέʔδͷ͓ӄ ͰͳΜͱ͔

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ͪͳΈʹ+BWBͷ DPODVSSFOUύοέʔδͷ֓ཁ ໊લ ಺༰ &YFDVUPSϑϨʔϜϫʔΫ εϨουΛɺ$BMMBCMFͱ'VUVSFͰѻ͑ΔΑ͏ʹͨ͠Γɺ ฒྻ౓΍ϦτϥΠɺεέδϡʔϧΛ੍ޚͰ͖Δ $PODVSSFOUίϨΫγϣϯ +BWBͷίϨΫγϣϯΛϚϧνεϨουͰѻ͑ΔΑ͏ʹ͠ ͨίϨΫγϣϯ܈ɺQVU*G"CTFOUͱ͔΋͋Δɻ "UPNJDύοέʔδ "UPNJD-POH΍"UPNJD3FGFSFODFͳͲɺฒߦॲཧͰมߋ ͯ͠΋໰୊͕ى͜Βͳ͍஋΍ࢀরͷΫϥε܈ 3FFOUSBOU-PDL ࠶ར༻ՄೳͳϩοΫɻ͍ΘΏΔഉଞॲཧͱ͔.VUFYͱ͔ ͍ΘΕΔ΋ͷΛ࣮ݱɻUSZ-PDLͱMPDLͷ྆ରԠɻ $ZDMJD#BSSJFS શεϨου͕όϦΞʹ౸ୡ͢Δ·Ͱ଴ͬͯɺԿ͔Λ࣮ߦ ͯ͘͠ΕΔ෦඼ $PVOU%PXO-BUDI ࢦఆͨ͠਺·Ͱॲཧ͕࣮ߦ͞ΕΔ·ͰɺશεϨουΛ଴ ͨͤͯ͘ΕΔ෦඼ 4FNBQIPSF Ұ౓ʹࢦఆ͞Εͨ਺ͷεϨου͔࣮͠ߦ͞Εͳ͍Α͏ʹ ͯ͘͠ΕΔ෦඼ %FMBZ2VFVF ಛఆͷ͕࣌ؒܦա͢Δͱத਎ΛऔಘͰ͖ΔΑ͏ʹͳΔ Ωϡʔ

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ͱ͸͍͑ɺνʔϜ։ൃͯ͠Δͱ Α͘Θ͔ΒΜόά͕ى͜Γ΍͍͢ ˠͳ͔ͥςετ͕ճʹճམͪΔX

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୭͔͕քԦݓΈ͍ͨͳ ΋ͷͩͱݴͬͯͨ ਺ഒͷྗग़Δ͚Ͳࢮ͵͔΋͠Εͳ͍

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ͦ͜Ͱొ৔

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ΞΫλʔϞσϧ

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ΞΫλʔϞσϧͷྺ࢙ wকདྷతʹʮ਺ඦɾ਺ઍͷϚΠΫϩϓϩ ηοα͔Βߏ੒͞ΕɺݸʑʹϩʔΧϧ ϝϞϦΛ࣋ͪɺߴੑೳ௨৴ωοτϫʔ ΫͰ௨৴Λߦ͏ฒྻίϯϐϡʔλ͕ۙ ͍কདྷొ৔͢Δͱͷ༧ଌʯ͔Β։ൃ͞ Εͨ

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ݱঢ়εέʔϧͷͨΊʹ͸ wϚϧνίΞ wΫϥελߏ੒ ͕ɺࠓͷେن໛αʔϏεͷجຊઓུͳ ͷͰɺ͘͢͝ࠓͷݱঢ়ʹϚον ೥͙Β͍ʹΞΫλʔϞσϧཧ࿦ͱͯ͠׬ ੒ͨ͠Β͍͠ʜ͜͜Β΁Μͷֶज़తͳ࿩͸ˠ 8JLJQFEJBͷΞΫλʔϞσϧΛݟ͍ͯͩ͘͞

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ΞΫλʔϞσϧͱ͸ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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ΞΫλʔͱ͍͏ॲཧߦ͍ɺঢ়ଶΛ࣋ͭΦϒδΣΫτ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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ͦΕͧΕϝʔϧϘοΫεͱΞυϨε͕͋Δ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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ΞΫλʔ಺Ͱ͸ϧʔϓͰஞ࣍ॲཧ͠ͳ͕ΒɺϝοηʔδΛผ ͳΞΫλʔʹ౤͛ͨΓͯ͠ɺϝʔϧϘοΫεʹཷ·໋ͬͨྩΛ ॱෆಉͰॲཧ "LLBͰ͸σϑΥϧτͰ͸౸ணॱͰॲཧ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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ϝοηʔδύογϯά͢Δ͜ͱͰඇಉظʹॲཧ͠ɺ ୯ҰͷϧʔϓͰஞ࣍ॲཧ͍ͯ͠ΔͷͰɺฒߦॲཧͷϩοΫ΍ಉظ͕ෆཁ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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͞Βʹ"LLBͰ͸ɺࢠͲ΋ͷ"DUPSΛ࡞ΓɺͦΕͧΕʹ ϥ΢ϯυϩϏϯͰϝοηʔδΛϒϩʔυΩϟετͨ͠Γ͢Δ͜ͱ΋Ͱ͖Δ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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͢͹Β͍͠ʂ ΞΫλʔ ϝʔϧϘοΫε ϝοηʔδ BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT BEESFTT ϧʔϓ

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"LLB"DUPSͷओͳಛ௃ w"DUPS4ZTUFNͱ͍͏"DUPSͷ࣮ߦίϯ ϙʔωϯτ͕಺෦తʹεϨουϓʔϧΛ ͓࣋ͬͯΓɺUFMMʹΑΔϝοηʔδύογ ϯάͷΠϕϯτۦಈϞσϧͱɺϚϧνε ϨουʹΑΔ࣮ߦͷ༥߹͕ͳ͞Ε͍ͯΔ wσϑΥϧτͰ͸ɺ୯Ұ࣮ߦ͢Δ.BJMCPYͷ ࣮૷ʹΑΓஞ࣍ϝοηʔδ͕ॲཧ͞ΕΔ

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"DUPSಉ͕࢜ϦϞʔτͰ ϝοηʔδΛૹ৴Ͱ͖Δ w"DUPS1BUIͱ͍͏ΞυϨεΛར༻ wϩέʔγϣϯಁաੑ͕͋ΓɺΞΫ λʔͷ෺ཧతͳҐஔΛ"LLB্Ͱ ͸ߟྀ͢Δඞཁ͕ແ͍ wϙʔτ͸ࣗ༝ʹઃఆՄೳ

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଱ো֐ੑͷػೳ w 4VQFSWJTPS͕"DUPSΛ؂ࢹ͓ͯ͠Γɺॲཧத ʹྫ֎Λు͍ͨ࣌ʹ࠶࣮ߦΛߦΘͤͨΓ͢Δ ͜ͱ͕Ͱ͖Δ w 4VQFSWJTPS4USBUFHZʹΑΓࢠͲ΋ͷΞΫλʔ ͕ىͨ͜͠ΤϥʔͷڍಈΛม͑ΒΕΔ w MFUJUDSBTIͱ͍͏ߟ͑ ͱͬͱͱյͯ͠৽͠ ͍ϞϊΛ࠶౓࡞ͬͨΓɺ΍Γ௚ͨ͠Γ͢Δ

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"LLBͰ࣮ݱͰ͖Δػೳ w ฒߦॲཧ w ෼ࢄॲཧͷͨΊʹࢠͲ΋ͷΞΫλʔΛ࡞Δ w ΞΫλʔ͕ࣦഊͨ࣌͠ʹ࠶࣮ߦ͢Δ w ΞΫλʔͷϝοηʔδͷ݁ՌΛ'VUVSFͰड͚औΔ BTL w ϝοηʔδͷૹ৴ݩΛ஌Δ w ϝοηʔδૹ৴ͷεέδϡʔϦϯά w ϦϞʔτͷΞΫλʔ΁ͷϝοηʔδૹ৴ w ΞΫλʔಉ࢜ͷΰγοϓϓϩτίϧʹΑΔΫϥελϦϯά w τϥϯβΫγϣϯͷ࣮ߦͱϩʔϧόοΫ w ϩΪϯά

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ͲΜͳ༻్ʹ޲͍͍ͯΔ͔ w τϥϯβΫγϣϯॲཧ w αʔϏεͷόοΫΤϯυॲཧ w ฒߦॲཧ w େن໛ͳγϛϡϨʔγϣϯܭࢉ w όονॲཧ w ίϛϡχέʔγϣϯϋϒ w ΦϯϥΠϯήʔϜɺౌ͚ͳͲͷ࣮૷ w #*΍σʔλϚΠχϯά w ෳࡶͳΠϕϯτετϦʔϜॲཧ εέʔϧΞοϓɺεέʔϧΞ΢τɺ଱ো֐ੑͷඞཁͳ IUUQEPDBLLBJPEPDTBLLBJOUSPVTFDBTFTIUNM

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"LLBͷجຊతͳػೳͷղઆ w "DUPS w "DUPS4ZTUFN w UFMM BTL w 4VQFSWJTPS4USBUFHZ w "DUPS1BUI w %FBE-FUUFS w "LLB$MVTUFS

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"DUPS w ϝοηʔδΛड৴͢ΔͨΊͷ.BJMCPYͱɺϝο ηʔδͷର͢ΔॲཧΛهड़͢ΔSFDFJWFΛ࣋ͭ w ͦΕͧΕͷ"DUPS͸ɺฒྻʹಈ࡞͢Δ͕ɺͭ ͷ"DUPS͸ฒྻʹϝοηʔδΛॲཧ͢Δ͜ͱ͸ ͳ͍ w ͦͷͨΊɺ"DUPSͰεϨουηʔϑΛҙࣝ͢Δ ඞཁ͸ͳ͍

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)FMMP8PSME w"DUPSʹϝοηʔδΛૹ৴ͯ͠දࣔ͢Δ

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"DUPS4ZTUFN wෳ਺ͷ"DUPSΛߏ੒͢ΔͨΊʹඞཁͳ ΋Ζ΋ΖΛ؅ཧ͢ΔΫϥε w"DUPS4ZTUFN͔Β"DUPSΛ࡞͍ͬͯ͘ ͜ͱ͕Ͱ͖Δ

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UFMM BTL w"DUPSʹϝοηʔδΛૹ৴͢Δ

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UFMM ผ໊lz w"DUPSʹϝοηʔδΛ౤͛ͯɺ ฦ౴Λ଴ͨͳ͍

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BTL ผ໊l z w"DUPSʹϝοηʔδΛ౤͛ͯɺ ฦ౴Λ଴ͭ ϒϩοΩϯά͢ΔͷͰ͸ͳ͘ɺ 'VUVSFΦϒδΣΫτ͕ฦΔ

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4VQFSWJTPS4USBUFHZ w"DUPS͸ෳ਺ͷࢠڙ"DUPSΛ࣋ͭ͜ͱ͕ Ͱ͖Δ IUUQEPDBLLBJPEPDTBLLBTOBQTIPUTDBMBGBVMUUPMFSBODFIUNM

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਌"DUPS w ࢠڙ"DUPSΛ؅ཧ͢ΔͨΊͷઓུɺ4VQFSWJTPS4USBUFHZ Λ࣋ͭ͜ͱ͕Ͱ͖Δ w ࣗ෼Ͱఆٛ͢Δ͜ͱ΋Ͱ͖Δ͕͢Ͱʹͭఆٛ͞Ε͍ͯΔ 0OF'PS0OF4USBUFHZ ͋Δࢠڙ"DUPS͕ྫ֎Ͱఀࢭͨ࣌͠ɺͦͷࢠڙ"DUPS ͚ͩΛ࠶ىಈ͢Δ 0OF'PS"MM4USBUFHZ ͋Δࢠڙ"DUPS͕ྫ֎Ͱఀࢭͨ࣌͠ɺશͯͷࢠڙ "DUPSΛ࠶ىಈ͢Δ

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4VQFSWJTPS4USBUFHZͷ ઃఆͷྫ

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"DUPS1BUI w"DUPSʹ͸63*͕෇͍͓ͯΓɺͦΕͰ ϝοηʔδΛૹ৴Ͱ͖Δ BLLBTZTUFNVTFS.Z"DUPS

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"DUPS1BUI͸"DUPSͷ ਌ࢠؔ܎ʹରԠ w.Z4VQFSWJTPS͕.Z"DUPSͱ͍͏ࢠڙ "DUPSΛ͍࣋ͬͯΔ৔߹ BLLBTZTUFNVTFS.Z4VQFSWJTPS.Z"DUPS

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"DUPS1BUI͔Β"DUPSʹ ϝοηʔδΛ౤͛Δ

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ଘࡏ͠ͳ͍"DPUPSʹϝοηʔ δΛ౤͛ͨΒͲ͏ͳΔͷ w%FBE-FUUFSʹͳΔ

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%FBE-FUUFS w ϝοηʔδΛ౤͚͛ͨͲಧ͔ͳ͔ͬͨ৔߹ ʹϝοηʔδ͸%FBE-FUUFSͱͳΔ w ҎԼͷ৔߹΋%FBE-FUUFSʹͳΔ ૹ৴͕ͨ͠"DUPS͕ఀࢭͯ͠͠·ͬͨ৔߹ "DUPS͕࣋ͭϝʔϧϘοΫεʢϝοηʔδ ͷೖΕ෺ʣʹ௥ՃͰ͖ͳ͔ͬͨ৔߹ ‣ ༰ྔ੍ݶʹҾ͔͔ͬΔͳͲ

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"LLB$MVTUFS w "LLB3FNPUFΛར༻ͨ͠ɺෳ਺ϊʔυߏ੒ ͷ"LLBΞϓϦέʔγϣϯΛߏங͢ΔΤΫε ςϯγϣϯ w ϊʔυͷϝϯόʔ؅ཧɺΫϥελ΁ͷϊʔυ ͷ+PJOɾ-FBWFΛߦͬͯ͘Ε͍ͯΔ w ࢀՃͷ΍ΓͱΓ͸ΰγοϓϓϩτίϧ w ࿦ཧ࣌ؒ͸ϕΫλʔΫϩοΫΞϧΰϦζϜ

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ϊʔυͷ໾ׂ w γʔυϊʔυ ࠷ॳʹΫϥελʹࢀՃ͢Δϊʔυ͕઀ଓ͢ΔͨΊͷΤϯ τϦʔϙΠϯτ w Ϧʔμʔ ΫϥελΛ؅ཧ͢ΔϊʔυɺϦʔμʔ͕Ϋϥελ͔Βམ ͪΔͱผͷϊʔυ͕Ϧʔμʔʹঢ֨͢Δ w ϩʔϧ ֤ϊʔυʹෳ਺ͷϩʔϧΛ࣋ͨͤΔ͜ͱ͕Ͱ͖Δ ͨͩͷ จࣈྻ

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ϊʔυͷҰੜ wΫϥελʹ+PJOͯ͠-FBWF͢Δ·Ͱͷ ϥΠϑαΠΫϧ͕ଘࡏ͢Δ

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ϊʔυͷঢ়ଶ wϊʔυ͸ҰੜͷதͰ͍͔ͭ͘ͷঢ়ଶΛऔΔ w͜ͷঢ়ଶͷ؅ཧ͸Ϧʔμʔϊʔυ͕ߦ͍ɺ ΫϥελશମͰڞ༗͞ΕΔ ঢ়ଶ ҙຯ KPJOJOH ΫϥελʹೖΖ͏ͱ͍ͯ͠Δ VQ Ϋϥελʹਖ਼ৗʹೖͬͨঢ়ଶ MFBWJOHFYJUJOH Ϋϥελ͔Βਖ਼ৗʹൈ͚Α͏ͱͯ͠Δঢ়ଶ EPXO ϊʔυ͕མͪͨঢ়ଶ SFNPWFE Ϋϥελ͔Β࡟আ͞Εͨ

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6OSFBDIBCMF wಛผͳঢ়ଶɺ͋Δϊʔυ͕௨৴ෆೳɺ ϋʔτϏʔτ͕λΠϜΞ΢τͨ࣌͠ͳͲ w͜ͷঢ়ଶ͸EPXOঢ়ଶͱࣅ͍ͯΔ͕ɺΫ ϥελશମͰڞ༗͞ΕΔΘ͚Ͱ͸ͳ͘ ϊʔυ͝ͱʹอ͍࣋ͯ͠Δ

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6OSFBDIBCMFͷݕग़ w೚ҙͷϊʔυ͕6OSFBDIBCMF͔Ͳ͏͔ ͸ɺϊʔυͷ'BJMVSF%FUFDUPS GE ͱݺ ͹ΕΔ࢓૊ΈʹΑΓݕग़͞ΕΔ wଞͷϊʔυ͔Β͸6OSFBDIBCMFͰ͸ͳ ͘ͱ΋ɺࣗ෼͔Β͸6OSFBDIBCMFͰ͋ Δ͜ͱ΋͋Δ

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ར༻͢Δ࣌ʹ ؾΛ͚ͭΔ͜ͱ w "DUPS4ZTUFNΛͨ͘͞Μ࡞Βͳ͍ w ϝοηʔδʹܕ͕ͳ͍ w γϦΞϥΠζෆՄೳͳϝοηʔδΛ౤͛ͳ͍ w %FBE-FUUFSʹ஫ҙ͢Δ w .BJMCPYͷαΠζʹ஫ҙ͢Δ w "DUPS1BUIʹ஫ҙ͢Δ

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"DUPS4ZTUFNΛ ͨ͘͞Μ࡞Βͳ͍ w εϨουϓʔϧ͕Ͱ͖ΔͷͰੜ੒ίετ͕ େ͖͍ w ͪͳΈʹɺҎԼͷͭͷ"DUPS4ZTUFN͸ ಉ஋Ͱ͸ͳ͍ͷͰཁ஫ҙ

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γϦΞϥΠζෆՄೳͳ ϝοηʔδΛ౤͛ͳ͍ w"DUPS͸ϊʔυΛ·͍ͨͰ࣮ߦ͞ΕΔ࣌ ΋͋Δ wγϦΞϥΠζෆՄೳͳΫϥεͷΠϯε λϯεΛ౤͛ͳ͍͜ͱ ‎ྫ֎౤͛ͯམͪΔ

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ϝοηʔδʹܕ͕ͳ͍ w "DUPS͕ड͚औΔࣄͷͰ͖Δϝοηʔδ͸શ෦"OZ w 5ZQFE"DUPSͱ͍͏΋ͷ΋͋ͬͨΓ͢Δ͕جຊɺ ϝοηʔδܕΛ࡞ͬͨ΄͏͕ศར w "DUPS͕ॲཧ͢Δ͜ͱ͕Ͱ͖ͳ͍ϝοηʔδΛ౤͛ ͯ΋ɺ"DUPSʹແࢹ͞ΕΔ͚ͩ ‎%FBE-FUUFSʹͳΒͳ͍ ‎6OIBOEMFEʹͳΔɺ-PHHFSͰर͏͜ͱ͸Մೳ

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%FBE-FUUFSʹ஫ҙ͢Δ w"DUPSʹॲཧͯ͠ཉ͍͠͸ͣͳͷʹॲཧ ͯ͠΋Β͍ͬͯͳ͍ w%FBE-FUUFSΛϩάʹશͯग़ྗ͍ͯ͠Δ ͷઃఆΛ֬ೝ͢Δ wԿݸ·Ͱग़͔͢ͳͲͷઃఆ͕͋Δ IUUQEPDBLLBJPEPDTBLLBTDBMBMPHHJOHIUNM

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.BJM#PYͷαΠζʹ ஫ҙ͢Δ wϝοηʔδ͕ແݶʹೖΔͷͰॲཧ͕஗ ΕͯΔ͜ͱʹؾ͕͔ͭͳ͍ wରࡦͱͯ͠͸ɺ.BJMCPYʹαΠζ੍ݶΛ ઃ͚Δ wσϑΥϧτͰ͸ແ੍ݶ

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"DUPS1BUIʹ஫ҙ͢Δ wϝοηʔδΛ౤͍͛ͨ"DUPSͷ࣮૷͕ มΘͬͯ"DUPS1BUI͕มΘΔ͔΋͠Ε ͳ͍ wରࡦͱͯ͠͸ɺ"DUPS1BUIͷ#VJMEFSΫ ϥεΛ༻ҙͨ͠΄͏͕ແ೉

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΋ͬͱ"LLBʹ͍ͭͯ ஌Γ͍ͨ wBLLBVTFSɺBLLBEFWΛݟΔ wBLLBͷίʔυΛಡΉ IUUQTHJUIVCDPN BLLBBLLB w&⒎FDUJWF"LLBͱ͍͏༸ॻ͕,JOEMFͰಡΊΔ

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Ҏ্ ͝੩ௌ͋Γ͕ͱ͏ ͍͟͝·ͨ͠ 4QFDJBMUIBOLTGPS !TVJLXBTIB 4IPTIJ5".",*

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͓·͚

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"LLB4USFBNTʹ͍ͭͯ w೥݄ݱࡏ࣮ݧతػೳͱͯ͠ެ։த w"LLBͷ෼ࢄɺ଱ো֐ੑͷ࢓૊ΈΛར༻ͯ͠ε τϦʔϜॲཧ͕Ͱ͖Δ

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"LLB4USFBNTͷ༻్ wόϧΫσʔλͷసૹ wϦΞϧλΠϜσʔλιʔε wڊେσʔληοτͷόονॲཧ w؂ࢹղੳ IUUQXXXTMJEFTIBSFOFUSPMBOELVIOSFBDUJWFTUSFBNT

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"LLB4USFBNTͰͷ'MPXͷॲཧྫ IUUQUZQFTBGFDPNBDUJWBUPSUFNQMBUFBLLBTUSFBNTDBMB w σʔλΛετϦʔ Ϝͱͯ͠ॲཧ w 'MPXͷ৘ใडऔ ݩ͸5$1Λબ୒͢ Δ͜ͱ΋Ͱ͖Δ