Upgrade to Pro — share decks privately, control downloads, hide ads and more …

IVRyエンジニア忘年LT大会2024 LLM監視の最前線

Avatar for Hiroyuki Moriya Hiroyuki Moriya
December 11, 2024
1
340

IVRyエンジニア忘年LT大会2024 LLM監視の最前線

Avatar for Hiroyuki Moriya

Hiroyuki Moriya

December 11, 2024
Tweet

More Decks by Hiroyuki Moriya

See All by Hiroyuki Moriya
kueueに新しいPriorityClassを足した話
Avatar for Hiroyuki Moriya gekko0114
0
720
JobSet超入門
Avatar for Hiroyuki Moriya gekko0114
1
950

Featured

See All Featured
Mobile First: as difficult as doing things right
Avatar for Swwweet swwweet
224
9.9k
Scaling GitHub
Avatar for Zach Holman holman
463
140k
Being A Developer After 40
Avatar for Adrian Kosmaczewski akosma
90
590k
The Cult of Friendly URLs
Avatar for Andy Hume andyhume
79
6.6k
Performance Is Good for Brains [We Love Speed 2024]
Avatar for Tammy Everts tammyeverts
12
1.1k
Stop Working from a Prison Cell
Avatar for Chris Michel hatefulcrawdad
271
21k
10 Git Anti Patterns You Should be Aware of
Avatar for Lemi Orhan Ergin lemiorhan
PRO
656
61k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
Avatar for Tammy Everts tammyeverts
8
520
Practical Tips for Bootstrapping Information Extraction Pipelines
Avatar for Matthew Honnibal honnibal
PRO
23
1.4k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
Avatar for Marc Duiker marcduiker
31
2.2k
Helping Users Find Their Own Way: Creating Modern Search Experiences
Avatar for Dan Newman danielanewman
29
2.8k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
Avatar for Kevin Liebholz kevinliebholz
34
6k

Transcript

  1. confidencial LLM؂ࢹͷ࠷લઢ IVRy ΤϯδχΞ๨೥LTେձ 2024/12/11 Moriya Hiroyuki

  2. confidencial 2 Զͷ໊લ͸ɺߴߍੜ୳ఁ޻౻৽Ұ

  3. confidencial 3 Զͷ໊લ͸ɺߴߍੜ୳ఁ޻౻৽Ұ AIΤϯδχΞͱͯ͠ಇ͖࢝ΊͨԶ͸ɺLLMΛ࢖ͬͯɺͨ͘͞Μ͓ۚΛՔ͍Ͱ͍Δε λʔτΞοϓΛ໨ܸͨ͠ɻ

  4. confidencial 4 Զͷ໊લ͸ɺߴߍੜ୳ఁ޻౻৽Ұ AIΤϯδχΞͱͯ͠ಇ͖࢝ΊͨԶ͸ɺLLMΛ࢖ͬͯɺͨ͘͞Μ͓ۚΛՔ͍Ͱ͍Δε λʔτΞοϓΛ໨ܸͨ͠ɻ ʮͪΐͪΐͬͱ։ൃͨ͠ΒϘϩṶ͚Ͱ͖Δ΍Μʂʯͱؾ͍ͮͨԶ͸ɺىۀͯ͠ɺͻͨ ͢ΒPoCϓϩδΣΫτΛΫϥΠΞϯτʹఏڙ͢Δ͜ͱʹͨ͠ɻ

  5. confidencial 5 Զͷ໊લ͸ɺߴߍੜ୳ఁ޻౻৽Ұ AIΤϯδχΞͱͯ͠ಇ͖࢝ΊͨԶ͸ɺLLMΛ࢖ͬͯɺͨ͘͞Μ͓ۚΛՔ͍Ͱ͍Δε λʔτΞοϓΛ໨ܸͨ͠ɻ ʮͪΐͪΐͬͱ։ൃͨ͠ΒϘϩṶ͚Ͱ͖Δ΍Μʂʯͱؾ͍ͮͨԶ͸ɺىۀͯ͠ɺͻͨ ͢ΒPoCϓϩδΣΫτΛΫϥΠΞϯτʹఏڙ͢Δ͜ͱʹͨ͠ɻ Զ͸ɺഎޙ͔Β͍ۙͮͯ͘Δrate limit੍ݶͱɺLatencyͷѱԽʹؾ͕͍͍ͭͯͳ͔ͬ ͨɻ

  6. confidencial 6 Զͷ໊લ͸ɺߴߍੜ୳ఁ޻౻৽Ұ AIΤϯδχΞͱͯ͠ಇ͖࢝ΊͨԶ͸ɺLLMΛ࢖ͬͯɺͨ͘͞Μ͓ۚΛՔ͍Ͱ͍Δε λʔτΞοϓΛ໨ܸͨ͠ɻ ʮͪΐͪΐͬͱ։ൃͨ͠ΒϘϩṶ͚Ͱ͖Δ΍Μʂʯͱؾ͍ͮͨԶ͸ɺىۀͯ͠ɺͻͨ ͢ΒPoCϓϩδΣΫτΛΫϥΠΞϯτʹఏڙ͢Δ͜ͱʹͨ͠ɻ Զ͸ɺഎޙ͔Β͍ۙͮͯ͘Δrate limit੍ݶͱɺLatencyͷѱԽʹؾ͕͍͍ͭͯͳ͔ͬ ͨɻ

    ؾ͕͍ͭͨΒɺԶͷϓϩμΫτ͸ղ໿͕૬࣍͗ɺձࣾ͸౗࢈ͯ͠͠·͍ͬͯͨ...

  7. confidencial 7 ׬

  8. confidencial 8 ࠓ೔͸ɺ޻౻৽Ұ܅͕ɺ͜Μͳ݁຤Λܴ͑ͳ͍ͨΊʹͰ͖Δ͜ͱΛ͓࿩͠͠·͢ɻ

  9. confidencial ࣗݾ঺հ 2024/08 ೖࣾ SWEɾػցֶशΤϯδχΞͳͲΛܦݧ LLM͕ίΞʹͳΓͦ͏ͳαʔϏεͩͱࢥͬͯIVRyʹೖࣾ Moriya Hiroyuki 9 AI

    engineer

  10. confidencial IVRyͰͷLLMΛར༻ͨ͠AIର࿩ 10 WebsocketΛར༻͠ΤϯυϢʔβʔͱLLM͕ϦΞϧλΠϜʹ΍ΓऔΓ͍ͯ͠Δ

  11. confidencial LLM Fallback 11 ෳ਺ͷLLMΛར༻͢Δ͜ͱΛલఏʹFallbackػߏΛߏங APIͷStatus, Ratelimit΍σʔλ੍໿(஍ཧ੍໿)Λ΋ͱʹৼΓ෼͚

  12. confidencial LLM Fallback 12 ෳ਺ͷLLMΛར༻͢Δ͜ͱΛલఏʹFallbackػߏΛߏங APIͷStatus, Ratelimit΍σʔλ੍໿(஍ཧ੍໿)Λ΋ͱʹৼΓ෼͚ ؂ࢹ͢Ε͹ ྑ͍ͷ͡Ό

  13. confidencial ํ๏ 1ɿDataDog LLM observability 13 DataDog͕Ӷҙ։ൃதͷLLM؂ࢹʹಛԽͨ͠ػೳɻ Latency, token਺, promptͳͲΛऔಘͰ͖Δɻ

  14. confidencial 14 ʮ͜ΕͰɺOpenAIͷlatency͕؂ࢹͰ͖ΔΑ͏ʹͳͬͨͥʂʯ

  15. confidencial 15 ͋ΕΕʙɺ͓͔͍͠Αʙ

  16. confidencial 16 ͋ΕΕʙɺ͓͔͍͠Αʙ ๻ΒͷϓϩμΫτ͸ɺfallbackػߏΛ ࣮૷͍ͯ͠Δͷʹɺ OpenAIͷlatency͔͠؂ࢹͰ͖ͯͳ͍Αʙ

  17. confidencial ํ๏ 2ɿOpenLIT (OpenTelemetry) 17 OpenTelemetryن֨ʹଇͬͨɺLLM؂ࢹʹಛԽͨ͠πʔϧɻ ༷ʑͳLLMΛ؂ࢹ͢Δ͜ͱ͕Ͱ͖Δɻ

  18. confidencial 18 ʮ͜ΕͰɺ৭ʑͳmodelͷlatency͕؂ࢹͰ͖ΔΑ͏ʹͳͬͨͥʂʯ

  19. confidencial 19 ͋ΕΕʙɺ͓͔͍͠Αʙ

  20. confidencial 20 ͋ΕΕʙɺ͓͔͍͠Αʙ ๻Β͸ɺ৭ʑͳϞσϧΛ࢖͏Μ͔ͩΒɺ provider͝ͱʹɺlatencyΛܭଌ͢Δඞཁ͕͋Δͷʹ LiteLLMશମͰͷlatency͔͠औΕͯͳ͍Αʙ

  21. confidencial ํ๏ 3ɿDataDog Inferred services 21 DataDogʹ౥ࡌ͞ΕͨɺApp֎΁ͷϦΫΤετΛ؂ࢹͯ͘͠ΕΔػߏ

  22. confidencial 22 ʮ͜ΕͰɺLiteLLMͰ࢖͍ͬͯΔ͢΂ͯͷmodelΛ؂ࢹͰ͖ΔΑ͏ʹͳͬͨͥʂʯ

  23. confidencial 23 ͋ΕΕʙɺ͓͔͍͠Αʙ

  24. confidencial 24 ͋ΕΕʙɺ͓͔͍͠Αʙ ๻Β͸ɺGeminiɺOpenAIͰ̍ͭͷmodelΛ ࢖͏ͱ͸ݶΒͳ͍ͷʹɺ ݸผͷmodelͷlatencyΛऔಘ͢Δ͜ͱ͸ Ͱ͖ͯͳ͍Αʙ

  25. confidencial ·ͱΊ LLM؂ࢹ͸ɺ·ͩ·ͩൃల్্Ͱ஌ݟ͕͋Γ·ͤΜʂ AIɾLLMΛ࢖͍͜ͳͯ͠ϓϩμΫτʹೖΕ͍ͯ͘աఔͰɺ ࣗΒ͕੾Γ։͍͍ͯ͘ඞཁ͕͋Γ·͢ɻ ͥͻҰॹʹAI؂ࢹΛ΍͍͖ͬͯ·͠ΐ͏ʂ 25