CLI構築のススメ - Speaker Deck

CLI構築のススメ

by nyankotaro

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$-*ߏஙͷεεϝ ",*#""840/-*/& ⾼⼭晃太朗 1

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2 ࣗݾ঺հ ߴࢁߊଠ࿕!OZBO@LPUBSPP ܦྺ ۚ༥4& ೥ Ϋϥϝι ݄KPJO झຯ ےτϨ ޷͖ͳαʔϏε "84$-* $MPVE4IFMM $%,

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3 "84৮͍ͬͯ·͔͢ʁ

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4 "84ͷ৮Γํ (6*"84ίϯιʔϧ $6*"84$-* *B$ "84$MPVE'PSNBUJPO"84$%,5FSSBGPSN Ұݴʹ৮Δͱݴͬͯ΋ (SBQIJD6TFS*OUFSGBDF $IBSBDUFS6TFS*OUFSGBDF *OGSBTUSVDUVSFBT$PEF

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5 "84ͷ৮Γํ (6*"84ίϯιʔϧ $6*"84$-* *B$ "84$MPVE'PSNBUJPO"84$%,5FSSBGPSN Ұݴʹ৮Δͱݴͬͯ΋ (SBQIJD6TFS*OUFSGBDF $IBSBDUFS6TFS*OUFSGBDF *OGSBTUSVDUVSFBT$PEF

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6 ΞδΣϯμ (6*ͱ$6* (6*ͷͭΒΈ $-*ߏஙͷεεϝ

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7 (6*ͱ$6*

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$6* ίϚϯυͷ஌͕ࣝඞཁ %FMFUFܥίϚϯυΛෆ༻ҙʹ ࣮ߦ͢ΔՄೳੑ͕͋Δ ॲཧͷࣗಈԽ ը໘͕มΘΒͳ͍ (6*Ͱ͸Ͱ͖ͳ͍ૢ࡞͕ Ͱ͖Δ (6* ΞοϓσʔτͰը໘͕มΘΔ Ϧιʔε͕ଟ͍ͱಡΈࠐΈʹ࣌ ͕͔͔ؒΔ ௚ײతʹૢ࡞Ͱ͖Δ ը૾ಈըԽʹ࢖͑Δ 8 (6*ͱ$6* ϝϦοτ σϝϦοτ

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9 (6*ͷͭΒΈ

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10 (6*ͷͭΒΈ ը໘ϙνϙνͰαʔόͨͯΒΕΔͳΜָͯʂ "84৮Γͨͯͷࠒ

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11 (6*ͷͭΒΈ ը໘ϙνϙνͰαʔόͨͯΒΕΔͳΜָͯʂ "84৮Γͨͯͷࠒ ͭΒΈΤϐιʔυΛମݧ͢Δ·Ͱ͸

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12 (6*ͷͭΒΈ ͭΒΈΤϐιʔυ ڪාͷखॱॻमਖ਼

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13 (6*ͷͭΒΈ "NB[PO$MPVE8BUDIͷίϯιʔϧΤΫεϖϦΤϯε͕վળ ʲΞοϓσʔτʳ71$ͷ࡞੒͕৽ίϯιʔϧͰ௒؆୯ʹͳΓ·ͨ͠ʂ "NB[PO&$͕ &$ίϯιʔϧͷվળ͞Εͨ৽͍͠ىಈΤΫεϖϦΤϯεͷఏڙΛ։࢝ "84ͷίϯιʔϧؔ࿈Ξοϓσʔτ

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14 (6*ͷͭΒΈ &$ͷچίϯιʔϧ ৽ίϯιʔϧ ɾτϐοΫύεͷͱ͓Γʹʙͷઃఆ͕ඞཁ ɾҰը໘Ͱ͢΂ͯͷઃఆ͕Ͱ͖Δ

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15 (6*ͷͭΒΈ ΞοϓσʔτՕॴͷखॱॻߋ৽

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16 (6*ͷͭΒΈ ͭΒΈΤϐιʔυ &$୆࡞੒

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17 (6*ͷͭΒΈ ͭΒΈΤϐιʔυ ͜ͷͱ͖ʹ(6*ͷݶքΛײͨ͡ &$୆࡞੒

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18 (6*ͷͭΒΈ ͋Εɺ(6*ͭΒ͘Ͷ

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19 (6*ͷͭΒΈ ূ੻Λ࢒͢ͷ͕େม ͭΒΈΤϐιʔυͷଞʹ ஌Γ͍ͨ৘ใΛҰؾʹूΊΔͱ͍͏ߦҝ͕೉͍͠ "84ίϯιʔϧͷௐࢠ͕ΘΔ͍ͱ͖͕͋Δ ·ΕͰ͢

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20 (6*ͱ$6*ͷ࢖͍෼͚ ˞(6*σΟεΛ͍ͨ͠Θ͚Ͱ͸͋Γ·ͤΜ (6* $6* ؆қͳ৘ใ֬ೝ ݕূతͳߏங ܁Γฦ͢͜ͱ͕গͳͦ͏ͳ࡞ۀ େྔϦιʔεͷ৘ใ֬ೝ ਖ਼نͷߏங *B$΋͋Γ ܁Γฦ͠ߦ͍ͦ͏ͳ࡞ۀ

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21 $-*ߏஙͷεεϝ

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22 $-*ߏஙͷεεϝ $6*Ͱ"84ͱ΍ΓͱΓ ࣗಈԽͰۀ຿ޮ཰Ξοϓ 044ͷແྉπʔϧ "84$-*ͱ͸

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23 $-*ߏஙͷεεϝ "84$-*Λ࢖͏ʹ͸ "84$-*ΛΠϯετʔϧ͢Δ ΞΫηεΩʔγʔΫϨοτΩʔΛ$POGJHʹઃఆ͢Δ IUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFHFUUJOHTUBSUFEJOTUBMMIUNM

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24 $-*ߏஙͷεεϝ "84$-*Λ࢖͏ʹ͸ "84$-*ΛΠϯετʔϧ͢Δ ΞΫηεΩʔγʔΫϨοτΩʔΛ$POGJHʹઃఆ͢Δ IUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFHFUUJOHTUBSUFEJOTUBMMIUNM ΋ͬͱखܰͳํ๏͕͋Γ·͢ʂ

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25 $-*ߏஙͷεεϝ "84$-*Λ࢖͏ʹ͸ "84$-*ΛΠϯετʔϧ͢Δ ΞΫηεΩʔγʔΫϨοτΩʔΛ$POGJHʹઃఆ͢Δ IUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFHFUUJOHTUBSUFEJOTUBMMIUNM ΋ͬͱखܰͳํ๏͕͋Γ·͢ʂ "84$MPVE4IFMM

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26 $-*ߏஙͷεεϝ ϒϥ΢βϕʔεͷγΣϧ ։ൃऀπʔϧ͕ඪ४Πϯετʔϧ ແྉʂ "84$MPVE4IFMMͱ͸

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27 $-*ߏஙͷεεϝ "84$MPVE4IFMMͱ͸ ˡ͜ͷΞΠίϯΛΫϦοΫ͢Δ͚ͩͰ ݱࡏͷ*".Ϣʔβϩʔϧݖݶͷ"84$-*Λར༻Ͱ͖Δ ͜ͷͱ͖ͷݖݶ͸෷͍ग़ͨ͠લड़ͷΞΫηεΩʔγʔΫϨοτΩʔͷΑ͏ͳӬଓతͳ΋ͷͰ͸ͳ͘ Ұ࣌తͳ΋ͷͳͷͰηΩϡϦςΟతʹ΋ྑ͍

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28 $-*ߏஙͷεεϝ "84$MPVE4IFMMͱ͸ BXT WFSTJPO ࢖͍ͬͯΔ"84$-*ͷόʔδϣϯΛ֬ೝͰ͖Δ ࣌఺Ͱ࠷৽͸BXTDMJͳͷͰ࠷৽ΑΓ΋ͷ͕Πϯετʔϧ͞Ε͍ͯΔ͜ͱ͕Θ͔Δ

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29 $-*ߏஙͷεεϝ $-*ͷ࢝Ίํ $-*$PNNBOE3FGFSFODF ެࣜυΩϡϝϯτͱ஥ྑ͘ͳΔ

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30 $-*ߏஙͷεεϝ $-*ͷ࢝Ίํ $-*$PNNBOE3FGFSFODF ެࣜυΩϡϝϯτͱ஥ྑ͘ͳΔ ࣌఺Ͱͳʹ͔ͱݕࡧτοϓʹ"84$-*Wͷϖʔδ͕ग़ͯ ͘ΔͷͰ஫ҙ ӈͷϙοϓΞοϓ͕ग़͍ͯͨΒͦͷυΩϡϝϯτ͸WͰ͢ɻ

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31 $-*ߏஙͷεεϝ $-*ͷ࢝Ίํ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUJOEFYIUNM τοϓϖʔδʹαʔϏεͷҰཡ͕ࡌ͍ͬͯΔ ࢖͍͍ͨαʔϏε໊ͷϦϯΫΛΫϦοΫ ɾ ɾ ɾ ࣌఺Ͱݸ Ұ෦αʔϏε͸"1*͕ผΕ͍ͯΔͷͰ࣮αʔϏεΑΓଟΊ

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32 $-*ߏஙͷεεϝ $-*ͷ࢝Ίํ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUJOEFYIUNM ɾ ɾ ɾ ɾ ɾ ɾ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDJOEFYIUNM

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33 $-*ߏஙͷεεϝ $-*ͷ࢝Ίํ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUJOEFYIUNM ɾ ɾ ɾ ɾ ɾ ɾ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDJOEFYIUNM &$Ͱ࢖༻Ͱ͖Δ"1*ͷҰཡ͕ࡌ͍ͬͯΔ ࣌఺Ͱݸ ಈࢺ˓˓Ͱ"1*໊͕ܾ·ͬͯΔͷ͕ಛ௃ ͳʹ͔ͱࢀরܥͷEFTDSJCF˓˓ʹ͓ੈ࿩ʹͳΔ ࠓճ͸SVOJOTUBODFTΛݟͯΈΔ

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34 $-*ߏஙͷεεϝ ɾ ɾ ɾ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDJOEFYIUNM IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDSVOJOTUBODFTIUNM

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35 $-*ߏஙͷεεϝ ɾ ɾ ɾ IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDJOEFYIUNM IUUQTBXTDMJBNB[POBXTDPNWEPDVNFOUBUJPOBQJMBUFTUSFGFSFODFFDSVOJOTUBODFTIUNM ओͳষߏ੒ %FTDSJQUJPOʢઆ໌ʣ 4ZOPQTJTʢ֓ཁʣ 0QUJPOTʢΦϓγϣϯʣ &YBNQMFTʢ࣮ྫʣ 0VUQVUʢग़ྗʣ ʲॳ৺ऀ޲͚ʳ"84$-*ϦϑΝϨϯεΛಡΉͱ͖ͷίπ ˣͷղઆ͕Α͘·ͱ·͍ͬͯ·͢

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36 $-*ߏஙͷεεϝ $-*Λ࣮ߦͯ͠ΈΔ

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37 $-*ߏஙͷεεϝ $-*Λ࣮ߦͯ͠ΈΔ

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38 $-*ߏஙͷεεϝ $-*Λ࣮ߦͯ͠ΈΔ ͍΍ɺΦϓγϣϯଟ͗͢ͳ͍ʁʁ

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39 $-*ߏஙͷεεϝ $-*Λ࣮ߦͯ͠ΈΔ ͦΜͳ࣌ͷ͓͢͢Ίͳॻ͖ํ ͍΍ɺΦϓγϣϯଟ͗͢ͳ͍ʁʁ zEFGBVMUzͷ஋͕ܾ·͍ͬͯΔ΋ͷͰɺEFGBVMU஋͕ ໰୊ͳ͚Ε͹ͦͷΦϓγϣϯΛলུ͢Δɻ ஋ΛͳΔ΂͘ॻ͖͍ͨ৔߹͸ $-*εέϧτϯ ͕ศར BXT FDSVOJOTUBODFT= JNBHFJEBNJDCFBEB ۃ୺ͳ࿩͜ΕͰ΋Մ

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40 $-*ߏஙͷεεϝ ׆༻ͯ͠΄͍͠൚༻Φϓγϣϯ

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41 $-*ߏஙͷεεϝ $-*εέϧτϯ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Ұ෦লུͨ͠αϯϓϧ ίϚϯυ࣮ߦʹඞཁͳύϥϝʔλʔΛ͢΂ͯग़ྗ͢ΔΦϓγϣϯ DMJJOQVUKTPO BXT FDSVOJOTUBODFTDMJJOQVUKTPO GJMFFDSVOJOTUKTPO ύϥϝʔλʔϑΝΠϧΛಡΈࠐΈ"84$-*Λ࣮ߦ͢ΔΦϓγϣϯ "84$-*εέϧτϯͱೖྗϑΝΠϧIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFTLFMFUPOIUNM

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42 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT "84$-*ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹ BXT FDEFTDSJCFWPMVNFT= RVFSZ ΫϥΠΞϯτଆͷϑΟϧλϦϯάIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFGJMUFSIUNMDMJVTBHFGJMUFSDMJFOUTJEF \ 7PMVNFT< \ "UUBDINFOUT< \ "UUBDI5JNF5 %FWJDF%FWJDF *OTUBODF*E*OTUBODF*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E %FMFUF0O5FSNJOBUJPOUSVF ^ > "WBJMBCJMJUZ;POF"WBJMBCJMJUZ;POF $SFBUF5JNF5 &ODSZQUFEUSVF ,NT,FZ*E,NT,FZ*E 0VUQPTU"SO0VUQPTU"SO 4J[F 4OBQTIPU*E4OBQTIPU*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E *PQT 7PMVNF5ZQF7PMVNF5ZQF 'BTU3FTUPSFEUSVF .VMUJ"UUBDI&OBCMFEUSVF 5ISPVHIQVU ^ \ "UUBDINFOUT< \ *OTUBODF*E*OTUBODF*E ^ > ^ > ^

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43 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<> ΫϥΠΞϯτଆͷϑΟϧλϦϯά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ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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44 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<> ΫϥΠΞϯτଆͷϑΟϧλϦϯά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ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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45 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<> ΫϥΠΞϯτଆͷϑΟϧλϦϯάIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFGJMUFSIUNMDMJVTBHFGJMUFSDMJFOUTJEF \ 7PMVNFT< \ "UUBDINFOUT< \ "UUBDI5JNF5 %FWJDF%FWJDF *OTUBODF*E*OTUBODF*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E %FMFUF0O5FSNJOBUJPOUSVF ^ > "WBJMBCJMJUZ;POF"WBJMBCJMJUZ;POF $SFBUF5JNF5 &ODSZQUFEUSVF ,NT,FZ*E,NT,FZ*E 0VUQPTU"SO0VUQPTU"SO 4J[F 4OBQTIPU*E4OBQTIPU*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E *PQT 7PMVNF5ZQF7PMVNF5ZQF 'BTU3FTUPSFEUSVF .VMUJ"UUBDI&OBCMFEUSVF 5ISPVHIQVU ^ \ "UUBDINFOUT< \ *OTUBODF*E*OTUBODF*Ez ^ > ^ > ^ "84$-*ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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46 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<> ΫϥΠΞϯτଆͷϑΟϧλϦϯά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ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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47 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E ΫϥΠΞϯτଆͷϑΟϧλϦϯά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ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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48 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E ΫϥΠΞϯτଆͷϑΟϧλϦϯά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ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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49 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E < z*OTUBODF*E z*OTUBODF*E > ΫϥΠΞϯτଆͷϑΟϧλϦϯάIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFGJMUFSIUNMDMJVTBHFGJMUFSDMJFOUTJEF \ 7PMVNFT< \ "UUBDINFOUT< \ "UUBDI5JNF5 %FWJDF%FWJDF *OTUBODF*E*OTUBODF*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E %FMFUF0O5FSNJOBUJPOUSVF ^ > "WBJMBCJMJUZ;POF"WBJMBCJMJUZ;POF $SFBUF5JNF5 &ODSZQUFEUSVF ,NT,FZ*E,NT,FZ*E 0VUQPTU"SO0VUQPTU"SO 4J[F 4OBQTIPU*E4OBQTIPU*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E *PQT 7PMVNF5ZQF7PMVNF5ZQF 'BTU3FTUPSFEUSVF .VMUJ"UUBDI&OBCMFEUSVF 5ISPVHIQVU ^ \ "UUBDINFOUT< \ *OTUBODF*E*OTUBODF*Ez ^ > ^ > ^ "84$-*ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛௐ΂Δ৔߹

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50 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E < z*OTUBODF*Ez > ΫϥΠΞϯτଆͷϑΟϧλϦϯάIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFGJMUFSIUNMDMJVTBHFGJMUFSDMJFOUTJEF \ 7PMVNFT< \ "UUBDINFOUT< \ "UUBDI5JNF5 %FWJDF%FWJDF *OTUBODF*E*OTUBODF*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E %FMFUF0O5FSNJOBUJPOUSVF ^ > "WBJMBCJMJUZ;POF"WBJMBCJMJUZ;POF $SFBUF5JNF5 &ODSZQUFEUSVF ,NT,FZ*E,NT,FZ*E 0VUQPTU"SO0VUQPTU"SO 4J[F 4OBQTIPU*E4OBQTIPU*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E *PQT 7PMVNF5ZQF7PMVNF5ZQF 'BTU3FTUPSFEUSVF .VMUJ"UUBDI&OBCMFEUSVF 5ISPVHIQVU ^ \ "UUBDINFOUT< \ *OTUBODF*E*OTUBODF*Ez ^ > ^ > ^ "84$-*ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛͭௐ΂Δ৔߹

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51 $-*ߏஙͷεεϝ $-*ΫΤϦ RVFSZ BXT FDEFTDSJCFWPMVNFT BXT FDEFTDSJCFWPMVNFT= RVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E < z*OTUBODF*Ez > ΫϥΠΞϯτଆͷϑΟϧλϦϯάIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFGJMUFSIUNMDMJVTBHFGJMUFSDMJFOUTJEF \ 7PMVNFT< \ "UUBDINFOUT< \ "UUBDI5JNF5 %FWJDF%FWJDF *OTUBODF*E*OTUBODF*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E %FMFUF0O5FSNJOBUJPOUSVF ^ > "WBJMBCJMJUZ;POF"WBJMBCJMJUZ;POF $SFBUF5JNF5 &ODSZQUFEUSVF ,NT,FZ*E,NT,FZ*E 0VUQPTU"SO0VUQPTU"SO 4J[F 4OBQTIPU*E4OBQTIPU*E 4UBUF4UBUF 7PMVNF*E7PMVNF*E *PQT 7PMVNF5ZQF7PMVNF5ZQF 'BTU3FTUPSFEUSVF .VMUJ"UUBDI&OBCMFEUSVF 5ISPVHIQVU ^ \ "UUBDINFOUT< \ *OTUBODF*E*OTUBODF*Ez ^ > ^ > ^ "84$-*ͷग़ྗΛՃ޻͢ΔΦϓγϣϯ ϘϦϡʔϜ͕Ξλον͞ΕͯΔ*OTUBODF*EΛͭௐ΂Δ৔߹ ΑΓΫΤϦΛ୳ٻ͍ͨ͠ํ͸ ྫ͔ΒֶͿ "84$-*ͷ ΫΤϦ RVFSZ ׆༻

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52 $-*ߏஙͷεεϝ $-*ग़ྗϑΥʔϚοτ "84$-*ग़ྗϑΥʔϚοτͷઃఆIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFPVUQVUGPSNBUIUNM PVUQVU "84$-*ͷग़ྗܗࣜΛࢦఆ͢ΔΦϓγϣϯɻ KTPO UFYU UBCMF ZBNMZBNMTUSFBN KTPOܗࣜͷग़ྗɻσϑΥϧτ λϒ۠੾Γͷจࣈྻܗࣜɻ΄͔ίϚϯυͱ૊Έ߹ΘͤΔࡍʹͳʹ͔ͱ࢖͏ ςʔϒϧܗࣜͷग़ྗɻݟͨ໨ॏࢹ͢Δͱ͖ʹ࢖͏ ZBNMܗࣜͷग़ྗɻݸਓతʹ͋·Γݟ͔͚ͳ͍ɻɻ

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53 $-*ߏஙͷεεϝ $-*ग़ྗϑΥʔϚοτ "84$-*ग़ྗϑΥʔϚοτͷઃఆIUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFPVUQVUGPSNBUIUNM PVUQVUUFYUΛ࢖ͬͨޮ཰ԽͷҰྫ ҎԼͷίϚϯυΛ࣮ߦͨ͠৔߹ɺͭͷΠϯελϯε*%͕ग़ྗ͞ΕΔ BXT FDEFTDSJCFWPMVNFTRVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E PVUQVUUFYU *OTUBODF*E BXT FDEFTDSJCFWPMVNFTRVFSZ7PMVNFT<>"UUBDINFOUT<>*OTUBODF*E PVUQVUUFYU= cYBSHT BXT FDEFTDSJCFJOTUBODFTJOTUBODFJET \ Πϯελϯε৘ใ͕ग़ྗ͞ΕΔ ^ ্ͷίϚϯυͰग़ྗ͞ΕͨΠϯελϯε*%ΛAEFTDSJCFJOTUBODFTAͷίϚϯυͷҾ਺ʹ౉͢ྫ YBSHT ௚લͷίϚϯυͷ࣮ߦ݁ՌΛผͷίϚϯυͰ࣮ߦ͢Δ

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54 $-*ߏஙͷεεϝ $-*υϥΠϥϯ IUUQTEPDTBXTBNB[PODPNKB@KQDMJMBUFTUVTFSHVJEFDMJVTBHFQBSBNFUFSTUZQFTIUNMQBSBNFUFSUZQFCPPMFBO ESZSVO ΫΤϦΛ࣮ࡍʹ࣮ߦ͢Δ͜ͱͳ͘αʔϏεͷΫΤϦΛݕূΛ͢ΔΦϓγϣϯ ࡟আఀࢭܥͷ"1*ʹ͸ͥͻઃఆΛ