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"Accelerate State of DevOps" ウェブアプリケーションのdeli...
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renjikari
March 20, 2023
Technology
3
470
"Accelerate State of DevOps" ウェブアプリケーションのdeliveryを考えるとき、今何をすればいいのか
CI/CD Conference 2023の発表資料です
発表者-> id: renjkari
renjikari
March 20, 2023
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Transcript
䚷 $FFHOHUDWH6WDWHRI'HY2SV 䜴䜵䝤䜰䝥䝸䜿䞊䝅䝵䞁䛾GHOLYHU\䜢⪃䛘䜛䛸䛝䚸ఱ䜢 䛩䜜䜀䛔䛔䛾䛛
䚷 3URILOH 䛻IUHHHධ♫ 65(䜢䛺䛜䛟䜔䛳䛶䛔䛶䛣䛣ᖺ䛿'HY2SV࿘㎶䜔䛳䛶䛔䜎 䛩 䛛䜙䝥䝺䜲䞁䜾䝬䝛䞊䝆䝱䞊 OLNH 䝀䞊䝮 䝪䞊䝗䝀䞊䝮
䝸䜰䝹⬺ฟ䝀䞊䝮 ⸨ཎᓧ㍤ 65( VKXQNLIXMLZDUD#UHQMLNDUL 䝥䝻䝣䜱䞊䝹⏬ീ䛾 䝖䝸䝭䞁䜾᪉ἲ
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HY2SV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HY2SV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
᪥䛾ヰ䛾ᑐ㇟⪅ Ɣ ᮏㅮ₇䛿䚸䛄6WDWHRI'HY2SV䛅5HSRUW䜔䛄/HDQ䛸'HYR2SV䛾⛉Ꮫ䛻䛴䛔䛶䛅䛻♧䛥䜜䛯GHOLYHU\䛾⏕⏘ᛶ䛻 㛵㐃䛧䜎䛩䚹 ż ヲ⣽䛿ḟ䝨䞊䝆䛻䛶 Ɣ 䛯䛟䛥䜣䛾ㄪᰝ䛻䜘䛳䛶䛔䛟䛴䛛䛾䜿䜲䝟䝡䝸䝔䜱 ⬟ຊ䚸せ⣲
䛜⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇䛸䛔䛖䜒䛾䛻ᙳ㡪䜢 䛘䜛䛸䛔䛖䛣䛸䛿䜟䛛䛳䛶䛝䛯䜘䛖䛺䛾䛷 䛭䜜䛿୍᪦䛩䜉䛶ཷ䛡ධ䜜䛶 䚸䛹䛖䛧䛯䜙䛭䛾䜿䜲䝟䝡䝸䝔䜱䜢 ྥୖ䛥䛫䜙䜜䜛䛛䛸䛔䛖䛣䛸䜢⪃䛘䜛VHVVLRQ䛷䛩 Ɣ ⮬ศ䛿䛯䛟䛥䜣䛾ᴗ䜢ぢ䛶䛝䛯䜶䜻䝇䝟䞊䝖䛷䛿䛺䛟䚸65(䜢䜔䛳䛶䛔䛯ᴗ䛾䜶䞁䝆䝙䜰䛷䛩䛾䛷䚸 ど㔝䛜⊃䛔⪃ᐹ䜔㛫㐪䛳䛯䛸䛣䜝䛒䜛䛛䜒䛧䜜䜎䛫䜣䛜䛭䛣䛿䛬䜂ᚋ㆟ㄽ䛥䛫䛶䛟䛰䛥䛔䚹LGUHQMLNDUL 䜎䛷
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HY2SV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
䛄6WDWHRI'HYRSV䛅䛸䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䛣䜜䜙䛻䛴䛔䛶䛹䜣䛺䛣䛸䜢♧၀䛩䜛䜘䛖䛺䜒䛾䛺䛾䛛▱䜙䛺䛔䛸ᐇ㊶䛻䛔䛯䜜䛪䚸⫈ㅮ⪅䛩䜉䛶䛜⾲㢟 䛾ᮏ䜔5HSRUW䜢ㄞ䜣䛷䛔䜛䜟䛡䛷䛿䛺䛔䛸ᛮ䛖䛾䛷䚸๓ᥦ䛾ඹ᭷䜢⾜䛔䜎䛩䚹 䛣䜜䛻䛴䛔䛶⤂䛩䜛䛰䛡䛷䜒䛱䜓䜣䛸䜔䛳䛯䜙వ⿱䛷PLQ௨ୖ䛛䛛䛳䛶䛧䜎䛖䛾䛷䚸䝃䜽䝑䛸⾜䛝䜎 䛩䚹 ᐇ㝿䛻๓ᅇ䛾&,&'&RQIHUHQFH䛷䚸 䛣䛱䜙䛻䛴䛔䛶䛾VHVVLRQ䛜䛒䜚䜎䛩䛾䛷䚸⯆䛾䛒䜛䛛䛯䛿䛹䛖䛮 KWWSVHYHQWFORXGQDWLYHGD\VMSFLFGWDONV
䛄6WDWHRI'HYRSV䛅䛻䛴䛔䛶 Ɣ 䜶䞁䝆䝙䜰䛾⏕⏘ᛶ䜔'HOLYHU\䛾⏕⏘ᛶ䛸䛔䛖䜒䛾䛻䛴䛔䛶⤫ィⓗ䛻 䜘䜚◊✲ⓗᡭἲ䜢⏝䛔䛶 䜰 䝥䝻䞊䝏䛧䛶䛔䜛䚹 Ɣ ẖᖺ5HSRUW䛜䛷䛶䛚䜚䚸↓ᩱ䛷ㄞ䜑䜛 ż
䛱䛺䜏䛻&LUFOH&,ᵝ䛜ᖺ䛾䝺䝫䞊䝖䜢᪥ᮏㄒヂ䛧䛶බ㛤䛧䛶䛚䜚䚸㠀ᖖ䛻ຓ䛛䜚䜎䛧 䛯䚹 Ɣ 'HOLYHU\䛸┦㛵䛾䛒䜛䛥䜎䛦䜎䛺0HWULFV䜔䚸'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛾䝷䞁䜽䛻䜘䛳䛶䛹䜣䛺ഴྥ 䛜䛒䜛䛛䜢䜎䛸䜑䛶䛔䜛䚹 ż 䜎䛯䚸๓ᖺ䛸䛾ẚ㍑䜒䛧䛶䛔䜛
䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 Ɣ 䛾5HSRUW䜢䜒䛸䛻䚸䛭䜜䜙䜢䜎䛸䜑䛶䛔䜛 Ɣ 'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜⤌⧊య䛾䝟䝣䜷䞊䝬䞁䝇䜔ᴗ⦼䛸䛔䛖䜒䛾䛻ᙉ䛔ᙳ㡪䜢䜒䛯䜙 䛩䛸䛔䛖⤖ㄽ䜢䛰䛧䛶䛔䜛
IRXUNH\V 䛣䛣䜎䛷GHOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛸䛔䛖ゝⴥ䜢䛳䛶䛝䜎䛧䛯䛜䚸 䛣䛱䜙䛻䛴䛔䛶ゎㄝ䛧䜎䛩 'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛿௨ୗ䛾䠐䛴䛛䜙ィ 䛧䜎䛩 Ɣ 䝸䞊䝗䝍䜲䝮 Ɣ 㢖ᗘ Ɣ
䝃䞊䝡䝇ᪧ䛾ᡤせ㛫 Ɣ ኚ᭦ኻᩋ⋡ 䛣䜜䜙䜢(OLWH+LJK0HGLXPORZ䛾䛴䛾䜽䝷䝇䝍䛻ศ㢮䛧䛶䛔䜛 䛾5HSRUW䛷䛾䜏(OLWH䛺䛧䛾䛴 䛾䜽䝷䝇䝍
IRXUNH\V ྑ䛾䜘䛖䛻ศ㢮䛥䜜䛶䛔䜛䚹 (OLWH+LJK0HGLXP/RZ 6WDWHRI'HY2SV5HSRUW䜘䜚
IRXUNH\V 䛾UHSRUW䛷䛿(OLWH䛸 +LJK䛾ᕪ䛜䛝䛟⌧䜜䛺䛛䛳 䛯䛣䛸䛛䜙䚸䛴䛾FOXVWHU䛷ศ 㢮䛥䜜䛶䛔䜛 KLJK0HGLXP/RZ 6WDWHRI'HY2SV5HSRUW䜘䜚
యീ䛦䛳䛟䜚䜎䛸䜑 Ɣ 'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇 IRXUNH\V 䛿⤌⧊య䛾䝟䝣䜷䞊䝬䞁䝇䛸ṇ䛾┦㛵㛵ಀ䛜䛒䜛 ż 䜰䞁䜿䞊䝖ㄪᰝ䛻䜘䛳䛶'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜㧗䛔䛸⟅䛘䛯⤌⧊䛿䛹䜣䛺䜿䜲䝟䝡䝸䝔䜱䛜㧗 䛔䛛䜢⣣ゎ䛔䛶䛔䜛 ż
ᵓ㐀䛸䛧䛶䛿 Ŷ 䛸䛒䜛 ᚋ㏙䛩䜛 䜿䜲䝟䝡䝸䝔䜱䛜㧗䛔!'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜㧗䛔!⤌⧊య䛾䝟 䝣䜷䞊䝬䞁䝇䛜㧗䛔䛸䛔䛖ṇ䛾┦㛵䛜䛒䜛 ż 䛴䜎䜚䛭䜜䜙䛾䜿䜲䝟䝡䝸䝔䜱䜢ྥୖ䛥䛫䜛䛣䛸䛷䚸'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䜢䛒䛢䜘䛖䛸䛔䛖䛾䛜 5HSRUW䛸᭩⡠䛾ᙇ䛾୍䛴 䈜୍⯡䛻┦㛵㛵ಀ䛜䛒䜛䛸䛔䛖䛣䛸䛿ᅉᯝ㛵ಀ䛜䛒䜛䛸䛔䛖䛣䛸䛷䛿䛺䛟䚸䜰䞁䜿䞊䝖ㄪᰝ䛷䛒䜝䛖䛸䝅䝇䝔 䝬䝏䝑䜽䛺ㄪᰝ䛷䛒䜝䛖䛸ᑀ䛻ㄪᰝ䛧䛺䛔䛸ㄗ䛳䛯⤖ㄽ䜢ᑟ䛔䛶䛧䜎䛖䚹୍㐃䛾ㄪᰝ䛷䛿䛭䛣䛻䛛䛺䜚Ẽ 䜢䛳䛶䜰䜹䝕䝭䝑䜽䛻ㄪᰝ䜢⾜䛳䛶䛔䜛䛾䛷䚸ᙇ䜢䛧䛳䛛䜚⌮ゎ䛧䛯䛔ሙྜ䛿᭩⡠䜢୍ㄞ䛩䜛䛣䛸䜢䛚 䛩䛩䜑䛧䜎䛩䚹
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HY2SV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 ㄪᰝ⤖ᯝ䛛䜙⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇䛻ᙳ㡪䛩䜛䛾䜿䜲䝟䝡䝸䝔䜱䛜Ⓨぢ䛥䜜䚸䛭䜜䜙䛿䛥䜙 䛻䛴䛾䝆䝱䞁䝹䛻ศ㢮䛥䜜䛶䛔䜛䚹 Ɣ ⥅⥆ⓗ䝕䝸䝞䝸 Ɣ 䜰䞊䜻䝔䜽䝏䝱 Ɣ 〇ရ䛸䝥䝻䝉䝇
Ɣ 䝸䞊䞁ᛮ⪃䛻ᇶ䛵䛟⟶⌮䛸┘ど Ɣ ⤌⧊ᩥ
⥅⥆ⓗ䝕䝸䝞䝸䛻㛵䛩䜛䜿䜲䝟䝡䝸䝔䜱 Ɣ ᮏ␒⎔ቃ䛾䛩䜉䛶䛾ᡂᯝ≀䜢䝞䞊䝆䝵䞁⟶⌮䝅䝇䝔䝮䛷⟶⌮ Ɣ 䝕䝥䝻䜲䝯䞁䝖䝥䝻䝉䝇䛾⮬ື Ɣ ⥅⥆ⓗ䜲䞁䝔䜾䝺䞊䝅䝵䞁䛾ᐇ Ɣ 䝖䝷䞁䜽䝧䞊䝇䛾㛤Ⓨᡭἲ䛾ᐇ㊶
䈜䛾UHSRUW䛷䛿ู䛾ഴྥ䛜ฟ䛶䛔䜛䛸䛔䛖ὀពⅬ 䛒䜚 Ɣ 䝔䝇䝖䛾⮬ື Ɣ 䝔䝇䝖䝕䞊䝍䛾⟶⌮ Ɣ ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖 Ɣ ⥅⥆ⓗ䝕䝸䝞䝸䛾ᐇ㊶
⥅⥆ⓗ䝕䝸䝞䝸 Ɣ ⥅⥆ⓗ䝕䝸䝞䝸䛸䛿䚸䝋䝣䝖䜴䜵䜰䜢䝷䜲䝣䝃䜲䜽䝹 ᶵ⬟䛾㏣ຍ䚸ᵓᡂ䛾ኚ᭦䚸䝞䜾䛾ಟṇ య䛻䜟䛯䛳䛶Ᏻ䛛䛴㎿㏿䛛䛴ᣢ⥆ྍ⬟䛺ᙧ䛷䝕䝥䝻䜲ྍ⬟䛺≧ែ䜢⥔ᣢ䛩䜛䛸䛔䛖 㛤Ⓨ䝥䝷䜽䝔䜱䝇䛾䛣䛸 Ɣ 䛣䛾䝕䝥䝻䜲ྍ⬟䛺≧ែ䛾⥔ᣢ䜢᪂ᶵ⬟䛾㏣ຍ䜘䜚䜒ඃඛ䛩䜛 ż
䈜/HDQ䛸'HY2SV䛾⛉Ꮫ䜘䜚ຍ➹ಟṇ䛧䛯ᐃ⩏
䛾䝆䝱䞁䝹䛛䜙ᢤ⢋䛧䛶⤂ Ɣ 䜰䞊䜻䝔䜽䝏䝱 ż ⤖ྜ䛾䜰䞊䜻䝔䜽䝏䝱 Ɣ 〇ရ䛸䝥䝻䝉䝇 ż ᴗົ䝥䝻䝉䝇䛾సᴗ䝣䝻䞊䛾ྍど
ż 䝏䞊䝮䛻䜘䜛ᐇ㦂䛾ዡບ䞉ᐇ⌧ Ɣ 䝸䞊䞁ᛮ⪃䛻ᇶ䛵䛟⟶⌮䛸┘ど ż ㈇Ⲵ䛾㍍䛔ኚ᭦ᢎㄆ䝥䝻䝉䝇 ż ᴗሙ䛾ពᛮỴᐃ䛻䛚䛡䜛䜰䝥䝸䜿䞊䝅䝵䞁䛸䜲䞁䝣䝷䛾┘ど⤖ᯝ䛾ά⏝ ż :,3ไ㝈䛻䜘䜛䝥䝻䝉䝇ᨵၿ䛸సᴗ⟶⌮ Ɣ ⤌⧊ᩥ ż ᨵၿ䜢᥎㐍䛩䜛䝸䞊䝎䞊䝅䝑䝥䛾ᐇ⌧䜔ᨭ
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HYRSV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
&,&'䛻䛚䛡䜛䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䜎䛷䛾ヰ䜢ᢚ䛘䛯ୖ䛷´⥅⥆ⓗ䝕䝸䝞䝸䛻㛵䛩䜛䜿䜲䝟䝡䝸䝔䜱´䜢ྥୖ䛩䜛䛯䜑䛻᭷ຠ䛭䛖䛺䜒䛾䜢䜘䜚ᐇ㊶ⓗ䛻䝥 䝷䜽䝔䜱䝇䛸䛔䛖ᙧ䛷䜎䛸䜑䛶䜏䛯䛔䛸ᛮ䛔䜎䛩䚹 &1&)䛾FORXGWUDLO䜢ぢ䛶䜏䜛䛸䚸&,&'䜎䜟䜚䛾䛣䛸䛿䛭䜣䛺䛻ヲ䛧䛟䛾䛳䛶䛔䜎䛫䜣 䐟&,&'䜢⮬ື䛧䜘䛖䐠䝻䞊䝹䝞䝑䜽䛷䛝䜛䜘䛖䛻䛧䜘䛖䐡$UJR䛚䛩䛩䜑䚸䛟䜙䛔䛧䛛䜟䛛䜙䛺䛔䛾䛷䜒䛖ᑡ䛧せ⣲䜢 ⪃䛘䛶䜏䜎䛧䛯 䛣䛣䛛䜙䛿䛄6WDWHRI'HY2SV䛅ཬ䜃䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛷᭩䛔䛶䛒䜛䛣䛸䛰䛡䛷䛺䛟䚸୍㒊䛻⚾䛾⤒㦂䛻䜘䜛ヰ 䜔䚸ᛮ䛺䛹䛜ධ䛳䛶䛝䜎䛩䛾䛷䛭䛾Ⅼ䛿䛤␃ព䛟䛰䛥䛔 ᘬ⏝KWWSVJLWKXEFRPFQFIWUDLOPDS
䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 Ɣ &RQWDLQHUL]DWLRQ Ɣ 䛩䜉䛶䛾SURGXFWLRQ⎔ቃ䛾䜲䞁䝣䝷䛜䝁䞊䝗䛥䜜䛶䛔䜛 Ɣ EXLOG䛾⮬ື Ɣ ༢య䝔䝇䝖䞉⤖ྜ䝔䝇䝖䞉HH䝔䝇䝖䛜䛭䜜䛮䜜⮬ື䛷
㛤Ⓨ⪅䛜䛒䛘䛶䛺䜣䜙䛛䛾⾜ື䜢䛸䜛䛣䛸䛺䛟 ື 䛟 Ɣ ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖 Ɣ 䝕䝥䝻䜲䛻䛛䛛䜛ே䛾䜰䜽䝅䝵䞁䜢䛷䛝䜛䛰䛡ῶ䜙䛩 Ɣ GHOLYHU\䛻䛚䛡䜛GHYHORSHU䛾ᚰ⌮ⓗ㈇Ⲵ䜢ୗ䛢䜛䍦ኻᩋ䛾XVHUᙳ㡪䜢పῶ䛩䜛 Ɣ ಶ䚻䛾䝇䝍䝑䝣䛜⊂❧䛧䛯ᙧ䛷సᴗ䜢㐍䜑䜙䜜䜛⎔ቃ ᐇ䛩䜛㡰␒䛻䛴䛔䛶䛿♫䜔䝣䜵䞊䝈䛻䜘䜚䛡䜚䛰䛳䛯䜚䛩䜛Ẽ䛜䛧䛯䛾䛷䚸䛒䜛⛬ᗘ㡰ᗎ䜢Ẽ䛻䛧䛶 䛿䛔䜎䛩䛜䚸᮲௳䛻䜘䛳䛶๓ᚋ䛧䛯䜚ᚲせ䛺䜒䛾䜒䛒䜛䛛䜒䛧䜜䜎䛫䜣䚹
䝥䝷䜽䝔䜱䝇 Ɣ &RQWDLQHUL]DWLRQ ż &ORXG7UDLOPDS䛷䜒䛣䜜䛜᭱ึ䛷䛒䛳䛯䛜䚸ྠᵝ䛻&RQWDLQHUL]DWLRQ䛿㐍䜑䛯䜋䛖䛜Ⰻ䛔䛸⪃ 䛘䛶䛔䜛 ż 䛱䛺䜏䛻䝕䞊䝍䛷䜚㏉䜛&,&'&RQIHUHQFHཧຍ⪅⦅
䛷๓ᅇ䛾ཧຍ⪅䛾FRQWDLQHU⏝⋡䛜䜏䜜䜛 Ŷ 」ᩘᅇ⟅ྍ䛺䛾䛷䜐䛪䛛䛧䛔䛜௨ୖ䛿FRQWDLQHU䜢⏝䛧䛶䛔䛭䛖 Ɣ 䛩䜉䛶䛾SURGXFWLRQ⎔ቃ䛾䜲䞁䝣䝷䛜䝁䞊䝗䛥䜜䛶䛔䜛 ż $:6*&3&RQVROH䜔&/,䜢⏝䛧䛶ኚ᭦䛩䜛ෆᐜ䛜Ꮡᅾ䛧䛺䛔 Ŷ 㐠⏝䛻䛴䛔䛶᪂䝥䝻䝎䜽䝖సᡂ䛻䛚䛔䛶 ż ᚲ䛪UHYLHZ䛾䝥䝻䝉䝇䜢⤒䛶 䝁䞊䝗䛥䜜䛯 䜲䞁䝣䝷䛜⏕ᡂ䛥䜜䜛 ż 䝁䞊䝗䛜ኚ᭦䛥䜜䛯䛣䛸䜢㉳ᅉ䛻⮬ື䛷䜲䞁䝣䝷䛜ኚ᭦䛥䜜䜛 ż 䝁䞊䝗䛥䜜䛯䜲䞁䝣䝷䛸ᐇ㝿䛾䜲䞁䝣䝷䛜ྠ୍䛷䛒䜛䛣䛸䜢ᢸಖ䛩䜛⤌䜏䛜䛒䜛
䝥䝷䜽䝔䜱䝇 Ɣ EXLOG䛾⮬ື ż EXLOG䛾ᐇ⾜䛾䛯䜑䛻ORFDO䛷䛾సᴗ䛜ᚲせ䛺䛔 ż JLWSXVK35PHUJH䜢㉳ᅉ䛻LPDJHEXLOG䛜㉮䜛䝕䝥䝻䜲䛾㛤ጞ䛻,PDJHEXLOG䛜⮬ື䛷㉮䜛 ż
EXLOG䛸䝕䝥䝻䜲䛜୍㐃䛾SLSHOLQH䛸䛧䛶⮬ື䛥䜜䛶䛔䜛 ż WHVW䛸EXLOG䛸䝕䝥䝻䜲䛜୍㐃䛾SLSHOLQH䛸䛧䛶⮬ື䛥䜜䛶䛔䜛 Ɣ ༢య䝔䝇䝖䞉⤖ྜ䝔䝇䝖䞉HH䝔䝇䝖䛜䛭䜜䛮䜜⮬ື䛷 㛤Ⓨ⪅䛜䛒䛘䛶䛺䜣䜙䛛䛾⾜ື䜢䛸䜛䛣䛸䛺䛟 ື䛟 ż ༙䛾䝔䝇䝖䜢⤫ྜ⎔ቃ䛻䝕䝥䝻䜲䛩䜛䛣䛸䛺䛟ᐇ䛷䛝䜛 Ɣ ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖
䝥䝷䜽䝔䜱䝇 Ɣ 䝕䝥䝻䜲䛻䛛䛛䜛ே䛾䜰䜽䝅䝵䞁䜢䛷䛝䜛䛰䛡ῶ䜙䛩 ż 䐟䝕䝥䝻䜲䜢ጞ䜑䜛䝪䝍䞁䜢ᢲ䛩 HJVODFN䛾ZRUNIORZMHQNLQVJLWKXE䛻UHOHDVH䜢ษ䜛 ż 䐠᳨ド⎔ቃ䜈䛾䝕䝥䝻䜲䜢☜ㄆ䛩䜛
HJVWDJLQJ䛻HHWHVW䜢ὶ䛩䚹VWDJLQJ䛾DSSOLFDWLRQ䛷ኚ᭦ෆᐜ䜢 ☜ㄆ䛩䜛 ż 䐡SURGXFWLRQ䜈䛾䝕䝥䝻䜲䜢㛤ጞ䛩䜛 ż 䛸䛧䛶䝕䝥䝻䜲䛷ே䛜㛵䜟䜛㒊ศ䜢䛣䛾䜘䛖䛺VWHS䜎䛷ῶ䜙䛫䜛䛸⮬ື䛷䛺䛟䛶䜒䝕䝥䝻䜲䜈䛾 ㈇ᢸ䛜䛛䛺䜚ῶ䜙䛫䜛䛸ᛮ䜟䜜䜛 ż 䜒䛱䜝䜣䛥䜙䛻䛣䛾ඛ䛸䛧䛶䛻⮬ື䛻䛧䛶䛔䛟᪉ྥᛶ䜒⪃䛘䜙䜜䜛
䝥䝷䜽䝔䜱䝇 Ɣ GHOLYHU\䛻䛚䛡䜛GHYHORSHU䛾ᚰ⌮ⓗ㈇Ⲵ䜢ୗ䛢䜛䚹䍦ኻᩋ䛾䝴䞊䝄䞊ᙳ㡪䜢పῶ䛩䜛 ż ኚ᭦ኻᩋ䛻䝻䞊䝹䝞䝑䜽䜢⾜䛘䜛 ż ே㛫䛾ᡭ䜢䛥䛺䛔⮬ືUROOEDFN ż
୍㒊䛾UHYLVLRQ䜢ྲྀ䜚㎸䜣䛰KRWIL[䛺䝕䝥䝻䜲䜢㑅ᢥ䛷䛝䜛 ż FDQDU\ Ŷ Q䛾FDQDU\ Ŷ WHQDQWEDVH䛾FDQDU\ Ɣ ಶ䚻䛾䝇䝍䝑䝣䛜⊂❧䛧䛯ᙧ䛷సᴗ䜢㐍䜑䜙䜜䜛⎔ቃ ż ⤖ྜ䛺䝏䞊䝮ཬ䜃䜰䞊䜻䝔䜽䝏䝱 ż ᚲせ䛺䝒䞊䝹䜢䝏䞊䝮䛜㑅ᢥ䛷䛝䜛
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HYRSV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
♧ IUHHH䛾 IUHHH䜢ᐇ䛸ᤊ䛘䛶䜎䛷䛾ヰ䜢⪃䛘䛶䜏䜎䛩 䜎䛪䛿GHOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䜢VWDWHRIGHYRSV᪉ᘧ䛻ᙜ䛶䛿䜑䛶⪃䛘䜎䛩 Ɣ 䝕䝥䝻䜲ᅇᩘᅇSHUGD\ Ɣ 䝸䞊䝗䝍䜲䝮ṇ☜䛺V\VWHPSUDPHWHU䜢䛸䜜䛶䛔䛺䛔䛜䚸㛫ᮍ‶䛷䛿䛺䛔䚹୍᪥ᅇ䛾䝕䝥䝻
䜲䜢䛧䛶䛔䜛䛾䛷㛫⛬ᗘ䛸⪃䛘䜙䜜䜛 Ɣ 0775ከ䛟䛾ሙྜ㛫ᮍ‶ Ɣ ኚ᭦ኻᩋ⋡ XVHUᙳ㡪䛿䛺䛔䛜䚸₯ᅾⓗ䛺㞀ᐖ䛻䛺䜚䛖䜛䜒䛾➼䛾⣽䛛䛔䜒䛾䜎䛷ྵ䜐 ż ┤㏆䛾ኚ᭦䛷䛿䛺䛔䛜㞀ᐖ䛜Ⓨ⏕䛧䛶䛔䜛䛸䛔䛖䛾䛿䜒䛳䛸㉳䛝䛶䛔䜛䛾䛷䚸䝖䝷䝑䜻䞁䜾䛜㞴 䛧䛔 ż 䝥䝻䝎䜽䝖䛜䛝䛟䚸」㞧䛺䜒䛾䜋䛹㞀ᐖ௳ᩘ䛜ከ䛔䚹 䛸䛔䛖ឤ䛨䛷䚸6WDWHRI'HY2SV5HSRUW䛾(OLWH䛸KLJK䛾୰㛫ᆅⅬ䛟䜙䛔䛻䛔䛭䛖䛷䛒䜛䚹
IUHHH䛾GHOLYHU\䛾ὶ䜜 ๓ᥦᐃᆺⓗ䛻᪥䛻ᅇ䝕䝥䝻䜲䛩䜛䛸つᐃ䛥䜜䛶䛔䜛 VODFN䛾ZRUNIORZ䜘䜚GHSOR\䝪䝍䞁䜢ᢲ䛩 䚔 SURGXFWUHSRVLWRU\䛻GHYHORSEUDQFKWRVWDJLQJEUDQFK䛾35䛜⮬ື⏕ᡂ䛥䜜䜛 VODFN䛻OLQN䛜 㣕䜣䛷䛟䜛 OLQN䜢㛤䛝䚸PHUJH䛩䜛
䚔 䛣䛾PHUJHFRPPLW䜢䜒䛸䛻,PDJHEXLOG䛸UHJLVWU\䜈䛾SXVK䛜㉮䜛 䚔 EXLOG䛜⤊䜟䜛䛸.XEHUQHWHVPDQLIHVWUHSRVLWRU\䜈䛾LPDJHGLII䛾35䛜⮬ືసᡂ䛥䜜䛶⮬ື 䝬䞊䝆䛥䜜䜛 䚔 䝬䞊䝆䛥䜜䜛䛸*LW2SV $UJR&' 䛻䜘䛳䛶⮬ື䛷VWDJLQJ䜈䛾䝕䝥䝻䜲䛜⾜䜟䜜䜛 䚔 VWDJLQJ䜈䛾䝕䝥䝻䜲䛜⾜䜟䜜䜛䛸䚸ᅇ䛾䝕䝥䝻䜲䛻ྵ䜎䜜䜛FRPPLWHUဨ䛻VWDJLQJ䛷䛾 ືస☜ㄆ䜢䛩䜛VODFN䛜Ⓨ⾜䛥䜜䜛䚹ྠ䛻HH䝔䝇䝖䛜ᐇ⾜䛥䜜䜛
IUHHH䛾GHOLYHU\䛾ὶ䜜 VODFN䛾ZRUNIORZ䛛䜙SURGXFWLRQ䝕䝥䝻䜲䝪䝍䞁䜢ᢲ䛩䚹 䚔 SURGXFWUHSRVLWRU\䛻VWDJLQJEUDQFK䛛䜙PDVWHUEUDQFK䜈䛾35䛜⮬ື⏕ᡂ䛥䜜䜛 VODFN䛻OLQN䛜㣕䜣䛷䛟䜛 OLQN䜢㛤䛔䛶PHUJH䛩䜛 .XEHUQHWHVPDQLIHVWUHSRVLWRU\䜈䛾LPDJHGLII䛾35 SURGYHU
䛜⏕ᡂ䛥䜜䜛䛾䛷䚸䛭䜜䜢㛤䛔䛶ṇ䛧䛟GLII䛜 䛷䛶䛔䜛䛣䛸䜢☜ㄆ䛧PHUJH䛩䜛 $UJR&'ୖ䛷GHSOR\ V\QF䝪䝍䞁䜢ᢲ䛩䛒 䜢⾜䛖 ே㛫䛜ᅾ䛩䜛䛾䛿VWHS ୍㒊䛾䝥䝻䝎䜽䝖䛷䛿EUDQFKᡓ␎䛜␗䛺䜚䚸 JLWKXE䛾UHOHDVH䜢ά⏝䛩䜛䛣䛸䛷 VWHS䛷䝕䝥䝻䜲䛜䛷䛝䛶䛔䜛䛾䛷 ḟ䛿䛣䛱䜙䜢┠ᣦ䛧䛶䛔䜛䚹 䛱䛺䜏䛻⮬ື䛷FDQDU\UHOHDVH䛻䛺䛳䛶䛔䛶 䛾UHOHDVH䛜PLQ⥆䛟䜘䛖䛻䛺䛳䛶䛔䜎䛩䚹
䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻 䝟䝍䞊䞁IRXUNH\V䛻ἢ䛳䛯ᨵၿ Ɣ 䝕䝥䝻䜲䛾㢖ᗘ䜔䝸䞊䝗䝍䜲䝮䜢䛥䜙䛻ᨵၿ䛩䜛䛯䜑䛻䛿䝕䝥䝻䜲䛾ᅇᩘ䜢ቑ䜔䛩ᚲせ䛜䛒䜛 ż 䝕䝥䝻䜲䛾⮬ື Ŷ 䝕䝥䝻䜲㛵㐃䛾㈇Ⲵ䜢䜈䜙䛩
ż 䝕䝥䝻䜲䛾༢䜢䜘䜚ᑠ䛥䛟䛩䜛 Ŷ 35䝕䝥䝻䜲 Ɣ 0775䛾ᨵၿ ż ⮬ື䝻䞊䝹䝞䝑䜽 ż 0RQLWRULQJ䛾ᙉ Ŷ 2EVHUYDELOLW\䛾ྥୖ&LUFXLW%UHDNHU䛾ᐇ
䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻 䝟䝍䞊䞁&,&'௨እ䛾䜿䜲䝟䝡䝸䝔䜱䛾ᨵၿ Ɣ ᚑᴗဨ䝻䜲䝲䝹䝔䜱䛾ྥୖ ż ³䝝䜲䝟䝣䜷䞊䝬䞁䝇䛺⤌⧊䛾ᚑᴗဨ䛿⮬ศ䛾⤌⧊䜢䛂⣲ᬕ䜙䛧䛔⫋ሙ䛃䛸䛧䛶᥎ዡ䛩䜛☜⋡䛜䛾 䝟䝣䜷䞊䝬䞁䝇䛾䜹䝔䝂䝸䛾ಸ´ Ɣ
䝸䞊䝎䞊䝅䝑䝥 ż 䝔䜽䝜䝻䝆䞊䛾ศ㔝䛻䛚䛔䛶䜒䝸䞊䝎䞊䝅䝑䝥䛿㔜せ ż ³䝸䞊䝎䞊䝅䝑䝥䛿䚸ඃ䜜䛯䝏䞊䝮䚸䝔䜽䝜䝻䝆䞊䚸⤌⧊䛾ᵓ⠏䛻ᙺ❧䛴´
䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻 䝟䝍䞊䞁GHYRSVWHDP䛛䜙SODWIRUPWHDP䜈䛾ኚ㠉 Ɣ WHDPWRSRORJLHV䛾ᑟධ䛻䜘䜚 ż 䝥䝻䝎䜽䝖䝏䞊䝮䜢VWUHDPDOLJQHGWHDP䛻ኚ㠉 ż GHYRSVWHDP䜢䛹䛖䛔䛳䛯䝏䞊䝮䛸䛧䛶ᢅ䛖䛛䠛
Ŷ ᗈ䛟䛿SODWIRUPWHDP䛾୰䛾VWUHDPDOLJQHGWHDP䛻䛩䜛 Ɣ $UJR&'RQ$:6(.6䜢㛤Ⓨ㐠⏝䛧䚸䝥䝻䝎䜽䝖㛤Ⓨ䛾VWUHDPDOLJQHGWHDP䛻౯್䜢ᒆ䛡䜛 䝏䞊䝮 ż 䛣䛾ሙྜ䛷䜒SODWIRUPWHDP䛾୰䛾SODWIRUP䝏䞊䝮䛜$:6(.6䛸䛔䛖SODWIRUP䜢ᥦ౪䛧䛶䛔 䜛
䚷䛿䛨䜑䛻 䚷䛄6WDWHRI'HYRSV䛅䛸 䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶 䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱 䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛 䚷♧ IUHHH䛾 䚷䜎䛸䜑 $JHQGD
䜎䛸䜑 Ɣ 㔜せ䛺䜿䜲䝟䝡䝸䝔䜱!'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇!⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇 Ɣ 㔜せ䛺䜿䜲䝟䝡䝸䝔䜱䜢ᨵၿ䛩䜛䛯䜑䛾䝥䝷䜽䝔䜱䝇䜢ᐇ㊶ⓗ䛻⪃䛘䛶䜏䛯 Ɣ ୍䛸䛧䛶䚸IUHHH䛾䜢⤂䛧䛶䚸䛥䜙䛻ḟ䛻㐍䜐䛯䜑䛾᪉⟇䜢⤂
䝇䝰䞊䝹䝡䝆䝛䝇䜢䚸ୡ⏺䛾ᙺ䛻䚹