AI駆動開発とその実践

2024 GROWTH VERSE Co., Ltd. All rights reserve.  This presentation
is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. "*ۦಈ։ൃͷ࣮ફ 4IVZB*OBEB

(3085)7&34&$P -UE"MMSJHIUTSFTFSWF   5IJTQSFTFOUBUJPOJTGPSJOGPSNBUJPOBMQVSQPTFTPOMZ4VQSFNF4ZTUFN$POTVMUJOHNBLFTOPXBSSBOUJFT FYQSFTTPSJNQMJFE JOUIJTTVNNBSZ "*ۦಈ։ൃʁ ੜ੒"*ͷ׆༻Λલఏʹͨ͠։ൃ "*͕ίʔυΛॻ͍ͯ͘ΕΔΑ͏ͳܗʹ߹Θͤͯ ͪ͜Β΋։ൃϑϩʔΛม͍͑ͯ͘Α͏ͳ΋ͷ

(3085)7&34&$P -UE"MMSJHIUTSFTFSWF   5IJTQSFTFOUBUJPOJTGPSJOGPSNBUJPOBMQVSQPTFTPOMZ4VQSFNF4ZTUFN$POTVMUJOHNBLFTOPXBSSBOUJFT FYQSFTTPSJNQMJFE JOUIJTTVNNBSZ "*ۦಈ։ൃʁ ຊൃදͰ͸   ʮ"1*ɾ%#εΩʔϚ͔Βத਎ͷίʔυΛੜ੒͢Δ͜ͱʯ
  Λத৺ʹѻ͍·͢  

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ͜ͷൃදͷ໨త ੜ੒AI͸طʹे෼։ൃʹ׆͔ͤΔϑΣʔζ  ͜ͷൃදΛݟͯ໌೔͔Βࣗࣾ׆༻Ͱ͖Δํ͕͍ͨΒخ͍͠Ͱ͢

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ঺հ Ҵాम໵ʢ!JOBUPOJYʣ גࣜձࣾ(3085)7&34&71P5 (P "*ؔ࿈ͷ։ൃͳͲΛத৺ʹϓϩμΫτશൠ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. גࣜձࣾGROWTH VERSE ૑ۀࣗମ͸23೥લ ͜ͷ1,2೥ͰܦӦମ੍Λେ͖͘࡮৽ σʔλΛूΊͯɺ ΫϥΠΞϯτࣄۀͷGROWTHʹͭͳ͛ΔࣄۀΛల։

(3085)7&34&$P -UE"MMSJHIUTSFTFSWF   5IJTQSFTFOUBUJPOJTGPSJOGPSNBUJPOBMQVSQPTFTPOMZ4VQSFNF4ZTUFN$POTVMUJOHNBLFTOPXBSSBOUJFT FYQSFTTPSJNQMJFE JOUIJTTVNNBSZ ΞδΣϯμ • લఏͱͳΔ։ൃঢ়گ •
(Pʹ͓͚Δ"*ۦಈ։ൃͷಋೖ • $36%ͷࣗಈੜ੒ • Ϣχοτςετͷੜ੒ɺυϝΠϯϩδοΫͷੜ੒ • ಋೖʹΑΔޮՌɺίετ • "QQFOEJY • ݴޠ΍ΞʔΩςΫνϟʹΑΔੜ੒ਫ਼౓ͷҧ͍ʹ͍ͭͯ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ݱࡏͷ։ൃʹ͍ͭͯ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ݱࡏͷ։ൃʹ͍ͭͯ લఏ ਺ԯϨίʔυͷσʔλऔΓࠐΈ͔Β෼ੳɺ਺ઍສ݅/೔ͷ഑৴ج൫·Ͱɺ ଟ͘ͷػೳ܈͕͋ΔͨΊൺֱతίʔυن໛͸େ͖͍ ։ൃݴޠ͸GoͰɺ ϚΠΫϩαʔϏεʹ෼ׂ͓ͯ͠ΓݱࡏͰ͸4αʔϏε͕Քಇ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ݱࡏͷ։ൃʹ͍ͭͯ ͍ΘΏΔΫϦʔϯΞʔΩςΫνϟ - controller - usecase - dao - model ͷ4૚ߏ଄

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ݱࡏͷ։ൃख๏ʹ͍ͭͯ εΩʔϚۦಈ։ൃ - APIεΩʔϚΛFE/BEؒͰࡲΓ߹ΘͤͯɺSwagger͔Β੩తίʔυੜ੒ - DBεΩʔϚ΋ಉ༷ʹGoͷstructͰఆ͓ٛͯ͘͠

(3085)7&34&$P -UE"MMSJHIUTSFTFSWF   5IJTQSFTFOUBUJPOJTGPSJOGPSNBUJPOBMQVSQPTFTPOMZ4VQSFNF4ZTUFN$POTVMUJOHNBLFTOPXBSSBOUJFT FYQSFTTPSJNQMJFE JOUIJTTVNNBSZ ΞδΣϯμ • લఏͱͳΔ։ൃঢ়گ •
(Pʹ͓͚Δ"*ۦಈ։ൃͷಋೖ • $36%ͷࣗಈੜ੒ • Ϣχοτςετͷੜ੒ɺυϝΠϯϩδοΫͷੜ੒ • ಋೖʹΑΔޮՌɺίετ • ։ൃશମͱͯ͠ͷ"*ಋೖͷऔΓ૊Έ • "QQFOEJY • ݴޠ΍ΞʔΩςΫνϟʹΑΔੜ੒ਫ਼౓ͷҧ͍ʹ͍ͭͯ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. CRUDͷࣗಈੜ੒ͷ໨ඪ APIϑΝΠϧͷεΩʔϚͱDBͷεΩʔϚ͕༩͑ΒΕͨΒɺ ͦͷAPIΛ࣮ݱ͢ΔBEͷΞϓϦέʔγϣϯίʔυΛੜ੒͢Δ ຊൃදͰ͸جຊతͳCRUDૢ࡞Λର৅ʹ͢Δ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. CRUDͷࣗಈੜ੒ɹΠϯϓοτྫ API OpenAPI 3ܥͰهड़͞Εͨ YAMLϑΝΠϧ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. CRUDͷࣗಈੜ੒ɹΠϯϓοτྫ DB DBʹೖΕΔGoͷߏ଄ମʢ·ͨ͸SQLఆٛʣ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ੜ੒ͷͨΊͷߏ੒શମ૾

طଘੜ੒AIπʔϧͱͷ੗Έ෼͚ Github Copilot ΍ Curosr ͚ͩͰ͸ɺϓϩδΣΫτશମΛ௨ͨ͠ίʔ υੜ੒͸ࠔ೉ ຊൃදͷπʔϧ͸ɺશମ૾ΛΫΦϦςΟߴ͘Ұؾʹ࡞ΔͨΊͷ΋ͷ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࣮ࡍͷΞ΢τϓοτ - controller, usecase, DAO x Ϣχοτςετͷ3x2ϑΝΠϧΛੜ੒ - ฏۉతʹ͸ɺେମ1ΤϯυϙΠϯτ౰ͨΓ500-1000ߦఔ౓ͷੜ੒ - ϏϧυΤϥʔ͸جຊతʹແ͘ɺ7ׂఔ౓ͷΞ΢τϓοτ͸ͦͷ·· ࢖༻͢Δ͜ͱ͕Ͱ͖ΔΫΦϦςΟ 🍻

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࣮ࡍͷΞ΢τϓοτ controllerͩͱ͜Μͳ..

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࣮ࡍͷΞ΢τϓοτ ίʔυ͸ө͖͠Εͳ͍ͷͰgistʹషΓ෇͚͓͖ͯ·͢ https://gist.github.com/inatonix/ bf7c12723890c9bc9b6f7338a673f2da

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࣮ࡍͷΞ΢τϓοτ ͱ͸͍͑ɺ  ಛʹԿ΋ͤͣGPTͷAPIΛୟ͍ͯྑ͍݁Ռ͕  ಘΒΕΔΑ͏ͳ΋ͷͰ͸ͳ͔ͬͨͷͰ ͍͔ͭ͘ͷ޻෉ͱTipsΛ͓఻͑͠·͢

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ1. ϓϩϯϓτʹ͍ͭͯɹΠϯϓοτͷ༩͑ํ 1. σΟϨΫτϦߏ଄શମ 2. ੜ੒͍ͨ͠API/DBεΩʔϚ 3. APIεΩʔϚͱcontrollerͷ૊Έ 4. DBεΩʔϚͱDAOͷ૊Έ 5. usecase/model૚ͷྫ   ͜ΕΒΛ༩͑ͯɺ1ϑΝΠϧ͝ͱʹੜ੒͢Δ 23

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ1. ϓϩϯϓτʹ͍ͭͯɹΠϯϓοτͷ༩͑ํ controller / usecase / daoͷɺ1ϑΝΠϧ͝ͱʹੜ੒͢Δࡍʹ ̍εςοϓ໨Ͱ͸ɺ  ؔ܎͢ΔϑΝΠϧ܈ʢcontrollerͳΒAPIεΩʔϚͱcontrollerϑΝΠϧʣ ͷΈΛ༩͑ΔΑ͏ʹ͍ͯ͠Δ 24

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ2. Few Shot Learning { APIεΩʔϚ : ରԠ͢ΔcontrollerϑΝΠϧ }  { DBεΩʔϚ : ରԠ͢ΔDAOϑΝΠϧ }    ͷܗࣜͰɺͦΕͧΕ3૊͘Β͍Λ  FewShotͰྫࣔͯ͋͛͠Δ͜ͱͰਫ਼౓޲্

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ3. Chain Of Thought 1౓ͬ͘͟ΓͱίʔυΛੜ੒ͯ͠΋Β͔ͬͯΒɺ ͞Βʹ࣍ͷࢦࣔΛ༩͑ΔܗͰ  ஈ֊తʹίʔυΛमਖ਼ɾੜ੒ͯ͠΋Β͏Α͏ʹ͍ͯ͠Δ ͍ͭͰʹɺੜ੒ͨ͠ίʔυʹରͯ͠Ұ෦ϢχοτςετΛੜ੒

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ3. Chain Of Thought Ұ౓ੜ੒ͯ͠΋ΒͬͨϑΝΠϧΛಡΈࠐΜͰɺ ࠶౓ɺࡉ͔͍෦෼ΛؚΊͯࢦࣔΛग़͠௚ͯ͠ੜ੒ͤ͞Δ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ4. ίετʹ͍ͭͯ ࢖༻͍ͯ͠ΔϞσϧͷίετ͸্ه 1ੜ੒Ͱɺ໿ 20,000 tokens input + 5,000 tokens output = $ 0.35 ※inputʹೖΕ͍ͯΔεΩʔϚϑΝΠϧ͕1ͭ4000tokensఔ౓Ͱ࠷΋ॏ͍

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ4. ίετʹ͍ͭͯ جຊతʹ͸ɺੜ੒ਫ਼౓ͱඅ༻ͷτϨʔυΦϑ 1. FewShotͰ༩͑ΔεΩʔϚͷྫΛݮΒͤ͹҆͘͸ͳΔ ฐࣾ؀ڥͰ͸2, 3ྫఔ౓༩͑ΔͱͦΕҎ্͸ਫ਼౓্͕͕Βͳ͘ͳΔҹ৅ 2. ஈ֊తʹΞ΢τϓοτ͍ͯ͠Δ෦෼Λ࡟Ε͹҆͘͸ͳΔ ฐࣾ؀ڥͰ͸ɺ2ஈ֊ͷΞ΢τϓοτͰे෼ͳਫ਼౓͕͋Δ ٯʹ1ஈ֊ͷΞ΢τϓοτͰ͸҆ఆͤ͞Δ͜ͱ͕Ͱ͖ͳ͔ͬͨ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ޻෉ͱTipsɹ4. ίετʹ͍ͭͯ ͔͠͠ɺίετҎ্ʹ։ൃੜ࢈ੑ΁ͷߩݙ౓͕େ͖͍ - CRUDૢ࡞Λ͢ΔΤϯυϙΠϯτ࡞੒ʹ͍ͭͯ͸൒ࣗಈԽ ࣮༻ʹࡌͤΔ͜ͱ͕Ͱ͖Ε͹ɺ  গͳ͘ͱ΋BEશମͷ10 - 20 %ఔ౓ੜ࢈ੑΛ্͛ΒΕΔ??

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࣮ࡍͷಋೖʹ͋ͨͬͯ ຊൃදͷίʔυੜ੒πʔϧΛɺCLIͱͯ͠ఏڙࣾ͠಺πʔϧԽ͠ ͍ͯΔ

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ݱπʔϧͷ՝୊ײ 1. ؾ͖ͮͮΒ͍ɾී௨ਓؒͰ͸ॻ͔ͳ͍Α͏ͳΤϥʔΛࠞͥͯ͘Δ͜ͱ͕͋Δ ςετέʔεͷλΠτϧͱςετέʔεͷ಺༰͕ඍົʹҰக͍ͯ͠ͳ͍ɺͳͲ 2. υϝΠϯϩδοΫपΓʹ͍ͭͯ͸ɺੜ੒ͷͨΊͷΠϯϓοτͷ༩͑ํ͕·ͩ ෆ໌ྎ ઃܭ࣌఺ͷࣗવݴޠจΛ༩͑Δ͜ͱ͸Ͱ͖Δ͕ɺݱ࣌఺Ͱ͸্ख͍͘͘ํ๏͕ ཱ֬Ͱ͖ͯ͸͍ͳ͍

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࠓޙͷऔΓ૊Έ ʮAIͷੑೳతʹ͸ग़དྷͦ͏ͳΜ͚ͩͲ  Θ͟Θ͟͜ͷͨΊʹ࡞Δͷ͸ίεύ͕߹Θͳ͍ʯ ͱ͍ͬͨ՝୊ʹରͯ͠ɺ  ؾܰʹ࣮ݧɾ࣮ઓ౤ೖͰ͖ΔΑ͏ʹͳͬͨ͜ͱ͕େ͖ͳਐల

is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary. ࠓޙͷऔΓ૊Έ ։ൃϑϩʔશମͰͷAIυϦϒϯͳ։ൃͷ࣮ݱʹ޲͚ͯ طଘπʔϧ΋ซ༻ͭͭ͠ಠࣗπʔϧ΋࡞੒͍ͯ͠·͢ σβΠϯ ⁵ FEίϯϙʔωϯτ σβΠϯ+࢓༷ॻ ⁵ QAςετέʔε ઃܭυΩϡϝϯτ⁵API / DBεΩʔϚ

Thank you for your attention 2024 GROWTH VERSE Co., Ltd.
All rights reserve.  This presentation is for informational purposes only. Supreme System Consulting makes no warranties, express or implied, in this summary.

AI駆動開発とその実践

AI駆動開発とその実践

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