GKEを活用した、社内生成AI基盤の利用ログ対応 / Support for in-house generated AI infrastructure usage logs using GKE

AI Opsチームのマネージャーの高根沢が、「Google Cloud Next Tokyo '25」G-gen様のブースにて登壇した際の資料となります。

Transcript

1. GKEΛ׆༻ͨ͠ɺࣾ಺ੜ੒AIج൫ͷར༻ϩάରԠ 2025/08/05ɹגࣜձࣾϫϯΩϟϦΞ ߴࠜ୔ ޫี
2. Career झຯ ͻͱ͜ͱ ONE CAREER Inc . ࣗݾ঺հ Copyright © ONE CAREER Inc. All Rights Reserved. 2 σʔλνʔϜϚωʔδϟʔ ੜ੒AIਪਐ୲౰ 2023೥ ϫϯΩϟϦΞʹ৽ଔೖࣾ͠ɺ৽نࣄۀͷ্ཱͪ͛΍ AIϓϩμΫτʮबτϨʯͷ։ൃ੹೚ऀͳͲΛ୲౰ ։ൃɺήʔϜ(Apex)ɺϒϨʔυαʔόʔӡ༻(12U, 272T 1.23TB RAM) ͻΒ͢Βίʔυॻ͘ͷ͕େ޷͖ͳਓؒͰ͢ ࠷ۙ22k contrib in a year ୡ੒͠·ͨ͠ ߴࠜ୔ ޫี
3. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 3 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
4. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 4 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
5. Copyright © ONE CAREER Inc. All Rights Reserved. MISSION 1. DX:اۀ׆ಈʹσʔλͱσδλϧٕज़Λ׆༻͢Δ͜ͱͰɺϏδωεϞσϧ΍ۀ຿ɺαʔϏεͳͲΛมֵ͠ɺڝ૪্ͷ༏ҐੑΛཱ֬͢Δ͜ͱ ਓͷ਺͚ͩɺ ΩϟϦΞΛͭ͘Δɻ ࢲͨͪϫϯΩϟϦΞ͸ʮਓͷ਺͚ͩɺΩϟϦΞΛͭ͘ΔɻʯΛϛογϣϯʹܝ͛ɺ ݸਓɾاۀ͕࢓ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛར༻Ͱ͖ΔϓϥοτϑΥʔϜͱͯ͠3ͭͷαʔϏεΛల։͓ͯ͠Γ·͢ɻ - ब׆ࢧԉ/৽ଔ࠾༻αʔϏεʮϫϯΩϟϦΞʯ - స৬ࢧԉαʔϏε/த్࠾༻αʔϏεʮϫϯΩϟϦΞస৬ʯ ଟ͘ͷਓʹͱͬͯ࢓ࣄ͸ਓੜͰ࠷΋࣌ؒΛ౤ࢿ͢Δର৅Ͱ͋Δʹ΋ؔΘΒͣɺ ࢓ࣄબͼʹؔͯ͠͸ҙࢥܾఆͷج४ͱͳΔΑ͏ͳσʔλ͕গͳ͘ɺ͍·ͩʹब৬͔ͯ͠Βޙչ͢Δਓ͕ޙΛઈͨͳ͍ঢ়گͰ͢ɻ ࢲͨͪ͸ɺ͢΂ͯͷݸਓͷΩϟϦΞʹ޲͖߹͍ɺΩϟϦΞσʔλΛूΊɺଟ༷Խ͢Δੈͷதʹ͓͍ͯ࢓ࣄબͼͱ࠾༻׆ಈΛΞοϓσʔτ͍͖ͯ͠·͢ɻ
6. Copyright © ONE CAREER Inc. All Rights Reserved. ࣄۀ಺༰ ϫϯΩϟϦΞ͸ɺ࢓ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛऩू͠ɺ͢΂ͯͷεςʔΫϗϧμʔ͕σʔλΛར༻Ͱ͖Δ ϓϥοτϑΥʔϜΛͭ͘Δ͜ͱͰɺະདྷʹΘͨͬͯਓʑ͕ଟ༷ͳಇ͖ํΛଚॏͰ͖ΔࣾձΛਪਐɻ ΩϟϦΞϓϥοτϑΥʔϜ 6
7. Copyright © ONE CAREER Inc. All Rights Reserved. ࣄۀ಺༰ 7 ͜Ε·ͰՄࢹԽ͞Ε͍ͯͳ͔ͬͨʮΩϟϦΞσʔλ1ʯΛऩूɾ׆༻͠ɺब৬ɾ࠾༻ͷҙࢥܾఆΛαϙʔτɻ αʔϏεҰཡ 7 7 1. த్࠾༻ͷސ٬޲͚αʔϏε͸ਓࡐ঺հɺϝσΟΞαʔϏε౳Λఏڙɻ
8. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 8 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
9. Copyright © ONE CAREER Inc. All Rights Reserved. ੜ੒AI׆༻ͷ՝୊Λߟ͑Δ 9 9
10. Copyright © ONE CAREER Inc. All Rights Reserved. ੜ੒AI׆༻ΛਐΊΔ্Ͱ͸ɺ෼໺͝ͱʹղܾ͢΂͖՝୊͕ͨ͘͞Μ͋Δ... 10 AIπʔϧબఆ ϦʔΨϧ AIར༻ϩάͷܭଌ AIεΩϧਓࡐҭ੒ ۀ຿ϑϩʔվֵ ηΩϡϦςΟ ͸͡Ίʹ
11. Copyright © ONE CAREER Inc. All Rights Reserved. ࠓճ͸ʮAIར༻ϩάͷܭଌʯʹண໨ 11 AIπʔϧબఆ ϦʔΨϧ AIར༻ϩάͷܭଌ AIεΩϧਓࡐҭ੒ ۀ຿ϑϩʔվֵ ηΩϡϦςΟ ͸͡Ίʹ
12. Copyright © ONE CAREER Inc. All Rights Reserved. 12 ϫϯΩϟϦΞʹ͓͚Δଌఆঢ়گʹ͍ͭͯ ຊ೔ͷΰʔϧ ཁ݅ʹԠͯ͡࠷దͳϩάอଘํ๏Λબ΂ΔΑ͏ʹͳΔ Google CloudͷVertex AIΛ׆༻ͨ͠ ར༻ϩάͷ༷ʑͳܭଌํ๏Λཧղ͢Δ ϩάܭଌʹ͓͚ΔฐࣾͷࢼߦࡨޡͷաఔΛ঺հͭͭ͠ ҎԼͷΑ͏ͳϙΠϯτΛ࣋ͪؼ͍͚ͬͯͨͩΔ৔ʹͰ͖Ε͹ͱߟ͍͑ͯ·͢ʂ
13. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 13 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
14. Copyright © ONE CAREER Inc. All Rights Reserved. 14 ϫϯΩϟϦΞʹ͓͚ΔAIར༻ϩάͷܭଌ AIͷར༻ϩάΛه࿥͢Δ໨త͸ओʹҎԼͷ2ͭ AI΁ͷೖྗ৘ใͷه࿥ɾ௥੻ ສ͕Ұɺར༻͍ͯ͠ΔAIαʔϏεͰ ݸਓ৘ใ͕࿙Ӯͨ͠৔߹ʹ ࿙Ӯͨ͠಺༰Λಛఆɾ௥੻Ͱ͖ΔΑ͏ʹ͢ΔͨΊ AI׆༻౓ͷՄࢹԽ͢Δ͜ͱͰ AIΛ࢖͍౗͍ͯ͠ΔνʔϜ΍ਓΛݟ͚ͭ ࣾ಺ͰͷϢʔεέʔεͷల։΍ҭ੒ʹ໾ཱͯΔͨΊ ࣾ಺ͷAI׆༻౓ͷՄࢹԽ ෦ॺA ෦ॺB ෦ॺC AI ݸਓ৘ใ ಛఆɾ௥੻
15. Copyright © ONE CAREER Inc. All Rights Reserved. AIͷར༻ϩάΛه࿥͢Δࡍͷ՝୊ 15 ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ ࣾ಺ͷੜ੒AIج൫Ͱ͸ NextChat1΍Dify2ͱ͍ͬͨOSSΛಋೖ ্ه2఺ͷϓϩάϥϜΛվम͢Δʹ͸ ലେͳ౤ࢿίετ͕ൃੜ ʢ౰ॳ͸Ұ෦ͦͷӡ༻Λ͍ͯͨ͠ʣ OSS͸ଟ͕͘جຊϢʔβʔ͝ͱͷ ར༻ϩά΍࢖༻ྔͷه࿥ػೳΛඋ͍͑ͯͳ͍ ʴ ௥ՃͰࣾ಺ΞΫηε੍ݶΛ͢Δඞཁ͕͋Δ 1. NextChatɹެࣜαΠτɿ https://docs.nextchat.dev/ GitHubɿ https://github.com/ChatGPTNextWeb/NextChat 2. DifyɹެࣜαΠτ (೔ຊޠ)ɿ https://dify.ai/jp GitHubɿ https://github.com/langgenius/dify
16. Copyright © ONE CAREER Inc. All Rights Reserved. AIͷར༻ϩάΛه࿥͢Δࡍͷ՝୊ 16 ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ ࣾ಺ͷੜ੒AIج൫Ͱ͸ NextChat΍Difyͱ͍ͬͨOSSΛಋೖ ্ه2఺ͷϓϩάϥϜΛվम͢Δʹ͸ ലେͳ౤ࢿίετ͕ൃੜ ʢ౰ॳ͸Ұ෦ͦͷӡ༻Λ͍ͯͨ͠ʣ OSS͸ଟ͕͘جຊϢʔβʔ͝ͱͷ ར༻ϩά΍࢖༻ྔͷه࿥ػೳΛඋ͍͑ͯͳ͍ ʴ ௥ՃͰࣾ಺ΞΫηε੍ݶΛ͢Δඞཁ͕͋Δ ࠓճ͸ɺϓϩάϥϛϯάվमΛҰ੾ೖΕͣʹ OSSΛ҆৺͔ͭϩάه࿥Ͱ͖Δج൫Λߟ͑ͨͷͰ͝঺հ
17. Copyright © ONE CAREER Inc. All Rights Reserved. ࢀߟɿϓϩάϥϛϯάվमΛ͍ͯͨ͠౰ॳͷӡ༻ 17 OSSΛGoogle Workspaceͷ2ஈ֊ೝূͰ͖ΔΑ͏ʹҰ෦վम͠ɺ҆શʹࣾ಺ར༻Ͱ͖ΔΑ͏ʹ ͨͩ͠Upstreamͷಉظ࡞ۀͳͲͰലେͳίετ͕ൃੜʢ߹ܭɿ೥200࣌ؒʣ ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ GWS 2ஈ֊ೝূΛ௥Ճ ಠࣗվमʢ2ஈ֊ೝূʣҎ߱ͷΞοϓσʔτ࡞ۀ͕େมʹ
18. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 18 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
19. Copyright © ONE CAREER Inc. All Rights Reserved. ࢼͨ͠ରԠࡦҰཡ 19 ݕ౼ͨ͠ιϦϡʔγϣϯ Google Cloud Audit Logs ͷಋೖ Request Response Logging ͷಋೖ GKE / IAP / OpenrestyΛ׆༻ͨ͠ ؂ࠪϩάମ੍ͷಋೖ 1 2 3 ୭͕ɾԿͷϞσϧΛ ࢖͔ͬͨΘ͔Δ ͲΜͳσʔλΛ ೖྗ͔ͨ͠͸Θ͔Βͳ͍ ͲΜͳೖྗɾग़ྗ͕ ߹͔͙ͬͨ͢Θ͔Δ ୭͕ೖྗ͔ͨ͠͸ Θ͔Βͳ͍ ୭͕ɾͲΜͳσʔλΛ ೖྗΛͨ͠ͷ͔Θ͔Δ ઃఆ͕1ͱ2ʹ ൺ΂ෳࡶ
20. Copyright © ONE CAREER Inc. All Rights Reserved. 20 ઃఆํ๏ɿGoogle Cloudͷ؂ࠪϩά͔ΒઃఆՄೳ ϩάอଘ৔ॴ ɿCloud Loggingʹอ࣋͞ΕΔ ಛ௃ɿࠓճ঺հ͢Δํ๏ͷதͰҰ൪؆୯ʹʮ୭͕ͲͷAIϞσϧΛԿճར༻͔ͨ͠ʯͷ৘ใ͕औΕΔ ݕ౼ͨ͠ιϦϡʔγϣϯ ᶃ Google Cloud Audit Logs ͷಋೖ ؂ࠪϩάͷը໘
21. Copyright © ONE CAREER Inc. All Rights Reserved. อଘ͞ΕΔ৘ใͷৄࡉ ɾVertex AI্Ͱͷૢ࡞ه࿥͸શͯه࿥͞ΕΔ ɾModel Garden্Ͱɺ୭͕ԿͷAIϞσϧΛ࢖͔ͬͨͲ͏͔Θ͔Δ → ͨͩ͠ɺΠϯϓοτ͞Εͨϓϩϯϓτ৘ใͳͲ͸Ұ੾ه࿥͞Εͳ͍ 21 ݕ౼ͨ͠ιϦϡʔγϣϯ ᶃ Google Cloud Audit Logs ͷಋೖ
22. Copyright © ONE CAREER Inc. All Rights Reserved. ઃఆํ๏ɿ௚઀Google APIʹAPIϦΫΤετʢೝূ͸Google Cloudඪ४ΞΫηετʔΫϯʣ ϩάอଘ৔ॴ ɿBigQueryʹอ࣋͞ΕΔ ಛ௃ɿϞσϧɾϦʔδϣϯ͝ͱʹઃఆ͢Δඞཁ͕͋ΓগʑେมɻରԠϞσϧ͸Model GardenͷGeminiͱClaude ᶄ Request Response Logging ͷಋೖʢpre-GAʣ 22 ݕ౼ͨ͠ιϦϡʔγϣϯ
23. Copyright © ONE CAREER Inc. All Rights Reserved. อଘ͞ΕΔ৘ใͷৄࡉ ɾϞσϧ΁ͷೖྗʢϓϩϯϓτʣɾग़ྗ͸ه࿥͞ΕΔ ɾModel Garden্ͰɺԿͷAIϞσϧʹͲΜͳ৘ใ͕ೖྗ͞Εͨɺग़ྗ͔ͨ͠Ͳ͏͔Θ͔Δ → ͨͩ͠ɺ୭͕͜ͷೖྗΛߦ͔ͬͨͳͲ͸Ұ੾ه࿥͞Εͳ͍ 23 ݕ౼ͨ͠ιϦϡʔγϣϯ ᶄ Request Response Logging ͷಋೖʢpre-GAʣ
24. Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE / IAP / OpenrestyΛ׆༻ͨ͠؂ࠪϩάମ੍ͷಋೖ 24 ݕ౼ͨ͠ιϦϡʔγϣϯ Openresty (K8s Service) Identity-Aware Proxy(IAP) Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϦΫΤετΛ AIΞϓϦ΁ ᶇ Ϩεϙϯε Cloud Logging ᶈ ه࿥ͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾ಺Ϣʔβʔ ᶅ ೝূ͞Εͨ Ϣʔβʔ৘ใΛ ϦΫΤετʹ෇༩ ᶇ Ϩεϙϯε
25. Copyright © ONE CAREER Inc. All Rights Reserved. ࢀߟɿ؂ࠪϩάମ੍ͷҰ࿈ͷྲྀΕΛࣔͨ͠γʔέϯεਤ 25 ݕ౼ͨ͠ιϦϡʔγϣϯ
26. Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE / IAP / OpenrestyΛ׆༻ͨ͠؂ࠪϩάମ੍ͷಋೖ 26 ݕ౼ͨ͠ιϦϡʔγϣϯ Openresty (K8s Service) Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϩάΛه࿥͠ͳ͕Β ϦΫΤετΛதܧ͠ AIΞϓϦ΁ ᶈϨεϙϯε Cloud Logging ᶇ ه࿥ͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾ಺Ϣʔβʔ ᶅ ೝূ͞Εͨ Ϣʔβʔ৘ใΛ ϦΫΤετʹ෇༩ Identity- Aware Proxy(IAP) ·ͣ͸ɺIdentity-Aware ProxyʢIAPʣपลʹ͍ͭͯ
27. Copyright © ONE CAREER Inc. All Rights Reserved. ઃఆର৅ɿHTTPSϩʔυόϥϯαͰϗετ͞Ε͍ͯΔαʔϏε͕ର৅ʢGKE / App Engine / Compute Engineʣ Ͱ͖Δ͜ͱɿ ɾಛఆυϝΠϯ΍ΞΧ΢ϯτͷGoogle WorkspaceΞΧ΢ϯτͰೝূ͠ͳ͍ͱΞΫηεͰ͖ͳ͍ϖʔδʹߏ੒Մೳ ɾೝূͨ͠ࡍʹ୭͕ೝূ͍ͯ͠Δ͔ɺx-goog-iap-jwt-assertionϔομʔΛ෇༩ͯ͘͠ΕΔ Identity-Aware ProxyʢIAPʣ 27 ݕ౼ͨ͠ιϦϡʔγϣϯ
28. Copyright © ONE CAREER Inc. All Rights Reserved. 28 ݕ౼ͨ͠ιϦϡʔγϣϯ IAPΛ༗ޮʹ͢Δ͜ͱͰͷมԽ ༗ޮલͷϦΫΤετܦ࿏ɿLB → Service→ Pod ༗ޮޙͷϦΫΤετͷܦ࿏ɿLB → IAP → Service→ Pod ɾIAPͰର৅υϝΠϯͰೝূ͠ͳ͍ͱɺServiceϨΠϠʔ·Ͱ௨৴͕ಧ͔ͳ͍Α͏ʹͰ͖Δ1 ɾ͜ͷࡍʹɺServiceʹಧ͘ϦΫΤετʹ x-goog-iap-jwt-assertionϔομʔ͕෇༩͞ΕΔ2 ※1 ※2
29. Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE / IAP / OpenrestyΛ׆༻ͨ͠؂ࠪϩάମ੍ͷಋೖ 29 ݕ౼ͨ͠ιϦϡʔγϣϯ Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϩάΛه࿥͠ͳ͕Β ϦΫΤετΛதܧ͠ AIΞϓϦ΁ ᶈϨεϙϯε Cloud Logging ᶇ ه࿥ͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾ಺Ϣʔβʔ ᶅ ೝূ͞Εͨ Ϣʔβʔ৘ใΛ ϦΫΤετʹ෇༩ Identity-Aware Proxy(IAP) Openresty (K8s Service) ࣍ʹOpenrestyʹ͍ͭͯ
30. Copyright © ONE CAREER Inc. All Rights Reserved. ೖख৔ॴɿDockerHubͰDockerImage͕഑෍͞Ε͍ͯΔ σϓϩΠઌɿGKE Ͱ͖Δ͜ͱɿ ɾNginxʹLua͕౷߹͞ΕͨΞϓϦέʔγϣϯج൫ɻ(Nginx + Lua֦ு͕࠷ॳ͔Βೖ͍ͬͯΔͷͰָ) ɾLuaεΫϦϓτͰಧ͍ͨϦΫΤετʹରͯ͠ಈతॲཧΛ෇͚Ճ͑Δ͜ͱ͕Ͱ͖Δʢࠓճ͸JWTσίʔυʣ ɾLuaͰॻ͚Δϛυϧ΢ΣΞͱ͍ͬͨܗɻͪΐͬͱͨ͠ॲཧΛ෇͚Ճ͑ͨΓɺ ɹΞϓϦέʔγϣϯαʔόʔʹґଘͤͣʹϩάΛॻ͖ग़͢͜ͱ͕Մೳɻ Openresty(K8s Service) 30 ݕ౼ͨ͠ιϦϡʔγϣϯ
31. Copyright © ONE CAREER Inc. All Rights Reserved. x-goog-iap-jwt-assertionϔομʔͷத਎ 31 อଘ͞ΕΔ৘ใͷৄࡉɿ ɾJWTͰσίʔυ͢ΔͱɺEmailͰϝʔϧΞυϨε͕औಘͰ͖ ɹ୭͕ૹͬͨϦΫΤετͳͷ͔ಛఆ͢Δ͜ͱ͕Ͱ͖Δ ɾLuaίʔυ্ͰJWTͷσίʔυॲཧͱϩάग़ྗॲཧΛ௥Ճ͠ɺ ɹߏ଄Խ͞ΕͨJSONܗࣜͰCloud Logging΁ૹ৴Մೳ ݕ౼ͨ͠ιϦϡʔγϣϯ
32. Copyright © ONE CAREER Inc. All Rights Reserved. ɾϩάϑΥʔϚοτʹEmailͱRequestBodyΛؚΊΔ͜ͱͰ ɹ୭͕ͲΜͳΠϯϓοτΛͨ͠ͷ͔Θ͔ΔΑ͏ʹ ʢOSSଆͷվम͸Ұ੾ൃੜ͠ͳ͍ʂʣ ϩάग़ྗ 32 ݕ౼ͨ͠ιϦϡʔγϣϯ
33. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 33 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
34. Copyright © ONE CAREER Inc. All Rights Reserved. ίετ௿͘ɾ҆શʹAIར༻ΛܭଌͰ͖ΔΑ͏ʹ 34 ޮՌ ్தݕূͨ͠Request Response LoggingΛ࢖ͬͯɺ ੜ੒AIͷར༻༻్Λ෼ੳɾAIΛ࢖ͬͨ࡟ݮޮՌͷଌఆʹ׆༻ Cloud Loggingͷϩά෼ੳػೳͰར༻ঢ়گՄࢹԽͳͲʹ΋׆༻ → ࣾ಺ͷӅΕͨAI׆༻ਓࡐͷൃݟʹͭͳ͕Δ ୭͕ͲΜͳೖྗΛͨ͠ͷ͔ɺOSSίʔυʹҰ੾खΛՃ͑ͣʹϩά͕औΕΔΑ͏ʹ ʢอकӡ༻ίετָ͕ɺԠ༻΋ޮ͘ʣ೥200͕࣌ؒ10࣌ؒະຬʹ
35. Copyright © ONE CAREER Inc. All Rights Reserved. ϩά෼ੳͷ׆༻ 35 ޮՌ Ͱ͖Δ͜ͱɿ ɾCloud Loggingʹཷ·ͬͨϩάΛBigQueryͰ ॲཧͰ͖Δ ɾϩάόέοτΛม׵͢Δॲཧ͕ඞཁ ɾίετ͸BigQueryͰॲཧͨ͠σʔλྔͷΈ ׆༻ࣄྫɿ ɾજࡏతʹར༻͍ͯ͠ΔϔϏʔϢʔβʔΛಛఆ ͠ɺAIࢪࡦʹר͖ࠐΉ͜ͱͰɺߋͳΔࣾ಺ੜ ੒AI׆༻ʹߩݙɻ
36. ໨࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 36 • ϫϯΩϟϦΞʹ͍ͭͯ • ͸͡Ίʹ • ౰ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝୊ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
37. Copyright © ONE CAREER Inc. All Rights Reserved. OSSΛ׆༻͠ͳ͕Β΋ɺGoogleCloudΫϥ΢υΠϯϑϥͷ IAPΞΫηε੍ݶɾ؂ࠪϩάΛಋೖ҆͠શʹ࢖͍·͠ΐ͏ Ұॹʹ࠷దͳํ๏Ͱϩάه࿥؀ڥΛര଎Ͱ࡞Γ·͠ΐ͏ʂ 37 ࠷ޙʹ
38. Copyright © ONE CAREER Inc. All Rights Reserved. XɺnoteɺEntranceBookͰ৘ใΛൃ৴த 🚀 ڵຯͷ͋Δํ͸ͥͻʂ 38
39. Copyright © ONE CAREER Inc. All Rights Reserved. We are hiring! 39 40
40. Copyright © ONE CAREER Inc. All Rights Reserved. Appendix 40